The catalog.

Role Title: DevOps Engineer Role Type: Contractor Location: Remote Our team is engaging DevOps Engineers to contribute to a dynamic customer project focused on scalable, modern cloud infrastructure. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals passionate about automation, infrastructure as code, and continuous improvement, with a special focus on strong written and verbal communication skills. Key responsibilities • Design realistic DevOps tasks based on production-style scenarios (CI/CD, containers, orchestration, IaC, monitoring, incident response) • Write working reference solutions with clear setup and validation steps • Review AI-generated output, identify failures, and write precise corrections with reasoning • Maintain a strict quality bar on correctness and reproducibility • Share structured feedback that improves future task design Required qualifications • 3+ years of professional experience in DevOps, SRE, Platform, or Infrastructure engineering • Strong coding ability in Python, Go, Bash, or TypeScript (this role needs real code, not scripts alone) • Practical depth in CI/CD (GitHub Actions, GitLab CI, Jenkins), Docker, Kubernetes, and at least one cloud (AWS, GCP, Azure) • Infrastructure as Code experience (Terraform, Ansible, Pulumi, or CloudFormation) • Advanced Linux and Git • Professional English, written and spoken • Availability of at least 20 hours per week Preferred qualifications • Observability stack experience (Prometheus, Grafana, Datadog, OpenTelemetry) • Security, secrets management, or platform reliability background • Open source contributions or technical writing • Previous AI training data or model evaluation work

Role Title: At-Home Video Recorder Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, New York, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: DaVinci Resolve Editor / Colorist Role Type: Contractor Location: Remote Our team is engaging DaVinci Resolve Editor / Colorists to contribute their domain expertise to a unique customer project focused on AI training in the realm of video data annotation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for entry-level or mid-level professionals eager to leverage their audiovisual editing, color grading, and video processing skills in an innovative context that goes beyond traditional post-production. Scope of Work • Perform video data annotation using DaVinci Resolve, following detailed project guidelines to ensure accuracy and consistency. • Apply your knowledge of color correction and grading to evaluate and interpret various footage characteristics. • Review, label, and comment on video clips to provide structured data for AI model training. • Assess audiovisual content for quality, clarity, and technical attributes according to specified parameters. • Collaborate remotely with project coordinators and provide feedback on annotation processes and tools. • Document your decision-making approaches and communicate insights to facilitate model improvement. • Adhere to project milestones and submission protocols. Preferred Qualifications • Hands-on experience with DaVinci Resolve in a post-production context. • Proficiency in video editing, color correction, and grading fundamentals. • Strong written and verbal communication skills, with an eye for detail and clarity in annotations. • Experience working with digital video formats and understanding technical specifications. • Interest or background in data annotation or structured labeling (a plus but not required). • Ability to work independently, stay organized, and follow complex instructions. • Openness to feedback and willingness to iterate on annotation strategies as project needs evolve.

Role Title: Producer (Film/TV/Digital/Live) Role Type: Contractor Location: Remote Our team is engaging Producers (Film/TV/Digital/Live) to contribute to a customer project focused on advancing AI evaluation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author evaluation tasks that simulate realistic production-management scenarios, such as budget reconciliation, scheduling adjustments, and vendor or crew coordination. • Source, construct, and curate authentic production artifacts, including budgets, contracts, call sheets, delivery schedules, and crew assignments. • Define comprehensive solutions and correct decisions based on multiple production constraints, ensuring tasks reflect genuine industry complexity. • Develop multi-item rubrics (35+ criteria) to evaluate nuanced decision-making, constraint management, and reasoned judgment on production deliverables. • Document processes and workflows in clear, precise written English, suitable for AI benchmarking and technical review. • Collaborate with the project team to iterate on task design and ensure alignment with current industry best practices. • Provide insight into real-world production challenges, ensuring tasks maintain authenticity and rigor. Preferred Qualifications • Demonstrated mastery in film, television, digital, or live event production with 5+ years of credited project experience. • Direct responsibility for managing and reconciling production budgets, call sheets, and contracts. • Proven ability to coordinate with vendors and crew under tight constraints, balancing time, cost, and resource considerations. • Exceptional written and verbal communication skills, particularly in crafting production documentation and technical materials. • Experience authoring or evaluating multi-criteria rubrics or technical assessment tools. • Comfort operating independently and proactively in a remote, asynchronous engagement. • Strong analytical judgment and a passion for advancing realistic, high-standard industry benchmarks. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding. Screening Questions by default:

Role Title: Family Law Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Family Law Attorneys with BigLaw experience to contribute their expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and interpret complex family law cases, statutes, and precedents to generate accurate legal insights for AI training purposes. • Conduct thorough legal research and provide clear, concise written summaries and case notes. • Draft, review, and annotate legal documents relating to family law (e.g., custody agreements, divorce decrees, prenuptial agreements). • Identify and clarify key issues, legal arguments, and reasoning within documents and case files. • Collaborate with a remote team using digital project management tools to ensure timely and accurate deliverables. • Adapt quickly to evolving project requirements and leverage technology for efficient knowledge transfer. • Ensure all deliverables meet high standards for attention to detail, clarity, and legal accuracy. Preferred Qualifications • Demonstrated expertise in family law through practice at a leading BigLaw firm. • Strong background in legal research, writing, and case analysis specific to family law matters. • Excellent verbal and written communication skills, with the ability to explain nuanced legal concepts clearly. • Proven ability to review, summarize, and critique complex legal documents with meticulous attention to detail. • Familiarity with remote collaboration, digital project management tools, and adaptability to new technologies. • Effective organizational skills and a proactive approach to managing multiple deliverables. • Critical thinking skills and sound legal judgment; experience contributing to innovative projects is a plus.

Role Title: Purchasing Agent Role Type: Contractor Location: Remote Our team is engaging Purchasing Agents to contribute to a customer's project focused on advancing AI systems in the procurement domain. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author expert-level procurement tasks reflecting real-world complexity, including RFP drafting, bid evaluation, supplier scoring, and contract negotiation scenarios. • Source, create, and format realistic procurement artifacts such as supplier quotations, specifications sheets, pricing tables, and technical documentation in multiple inconsistent formats. • Define defensible sourcing recommendations with clear, well-reasoned justifications that mirror sophisticated procurement decision-making. • Develop comprehensive grading rubrics to be used by AI grading agents, focusing on accurate evaluation of agent performance in vendor comparison, contract reasoning, and bid analysis. • Ensure tasks accurately represent the granular challenges of procurement in specialized domains such as IT, industrial, or professional services. • Provide clear, well-structured written and verbal communication to articulate procurement challenges, task context, and evaluation standards. • Collaborate with Our team’s project team to review, refine, and validate created tasks and rubrics for quality and relevance. Preferred Qualifications • Minimum 4 years of proven experience in corporate or public-sector procurement, with direct responsibility for supplier analysis, bid matrices, and contract negotiation. • Demonstrated expertise in analyzing non-standardized vendor submissions and producing detailed comparison matrices. • Deep category knowledge in IT, industrial, or professional-services procurement, enabling nuanced scenario creation and evaluation. • Exceptional written English skills, with advanced ability to author technical procurement documentation and articulate contract rationale. • Strong foundation in procurement best practices, regulatory frameworks, and supplier evaluation methodologies. • Experience with creating or assessing complex procurement scenarios or benchmarks is a plus. • Proven attention to detail, analytical mindset, and a commitment to high-quality deliverables in demanding technical contexts.

Role Title: Intellectual Property Counsel Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned Intellectual Property Counsels for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school. • Active bar admission in at least one U.S. jurisdiction. • Minimum of 3 years of counsel experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience at a corporate law firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: Subject Matter Expert – Chart & Data Visualization Analysis (AI Training) Role Type: Contractor Location: Remote Our team is selecting Subject Matter Experts – Chart & Data Visualization Analysis (AI Training) to contribute to a high-impact client project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for data-driven professionals with a meticulous eye for interpreting domain-specific charts, excellent quantitative reasoning, and a passion for communicating complex concepts clearly in both written and verbal form. Contributors from Medicine & Biostatistics, Finance & Economics, Engineering & Physics, Earth Sciences & GIS, Data Science & Statistics, or Operations & Manufacturing are especially encouraged to express interest. Scope of Work • Interpret and analyze domain-specific charts, graphs, and data visualizations with a high level of accuracy and domain terminology precision. • Design clear, unambiguous questions that require multi-step quantitative reasoning based on information-rich charts. • Develop objectively answerable tasks focused on in-depth reasoning, calculations, comparisons, and trend analysis. • Provide precise answers along with detailed, step-by-step explanations of your reasoning and calculation process. • Utilize correct chart terms, units, axes, scales, legends, confidence intervals, and time periods in all tasks and solutions. • Collaborate remotely with project coordinators and reviewers, demonstrating strong written and verbal communication skills. • Ensure tasks are clear, free from subjectivity, and avoid unsupported conclusions or unnecessary complexity. Preferred Qualifications • Bachelor's degree or equivalent professional experience in a relevant domain (Medicine, Finance, Engineering, Earth Science, Data Science, Operations, etc.). • At least two years of professional, academic, or research experience working with domain-relevant charts or quantitative data. • Advanced degree, professional credential, or significant industry specialization (highly desirable). • Demonstrated ability to select and interpret complex charts, including those with multiple data series, annotations, or statistical features. • Experience authoring technical assessments, benchmark questions, or structured analytical tasks for learning, analytics, or evaluation purposes. • Proven ability to write unambiguous, objectively answerable questions and communicate calculations clearly in English. • Remote collaboration and asynchronous communication experience with cross-functional technical or research teams.

Role Title: Immigration Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Immigration Attorneys from BigLaw firms to contribute their legal expertise to a dynamic client project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is designed for legal professionals who excel in complex immigration matters and have experience supporting technology-driven initiatives. Scope of Work • Review, analyze, and provide feedback on immigration law documents and legal scenarios for accuracy and compliance. • Draft, edit, and evaluate legal content, including memos, briefs, and case documentation, to support AI model improvement. • Conduct comprehensive legal research utilizing industry-standard tools and databases. • Utilize case management software to simulate and assess technology-enabled workflows. • Deliver clear, actionable feedback to shape and refine AI-generated legal outputs. • Collaborate with cross-functional project teams to ensure the integrity and practical applicability of legal data. • Contribute insights from BigLaw firm practice to enhance the depth and relevance of project deliverables. Preferred Qualifications • Active license to practice law with demonstrated expertise in U.S. immigration law. • Significant experience in a BigLaw firm environment, handling complex immigration casework and client advising. • Advanced legal writing and analytical skills, with a strong command of legal research tools. • Familiarity with cutting-edge case management and document review technologies. • Meticulous attention to detail and the ability to critically evaluate legal information. • Exceptional written and verbal communication skills, with a collaborative approach to multi-disciplinary projects. • Prior participation in technology-driven legal projects, AI initiatives, or legal operations innovation is a plus.

Role Title: In-House Counsel Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned In-House Counsels for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • Minimum of 3 years of In-House experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: Litigation Associate Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Litigation Associate Attorneys from top-tier US law firms to contribute expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review, analyze, and provide feedback on complex litigation and transactional documents, including contracts related to M&A, private equity, and capital markets activities. • Draft sample agreements and legal clauses, leveraging experience with high-value M&A transactions and private equity deals. • Evaluate legal scenarios and offer structured commentary to inform AI model development in areas such as data privacy and cross-border transactions. • Collaborate remotely with interdisciplinary teams to provide legal insight and ensure accuracy in simulated legal tasks and scenarios. • Contribute to the development of legal frameworks and decision rubrics (review rubric experience is a plus, but not required). • Participate in iterative feedback cycles to refine training data, ensuring legal precision and practical applicability. Preferred Qualifications • JD from a US law school and active bar admission in good standing within the United States. • Experience at an AmLaw 100 or similarly prestigious law firm, specifically with litigation and complex transactional matters. • Demonstrated expertise in M&A, private equity, capital markets, contract drafting, and data privacy. • Excellent written communication skills and the ability to articulate sophisticated legal reasoning for varied audiences. • Proven track record of successful remote collaboration and multidisciplinary teamwork. • Familiarity with developing or applying structured review rubrics is desirable. • Strong research, analytical, and problem-solving capabilities, with a keen attention to detail in high-stakes legal contexts.

Job Description Role Title: CAD / Mechanical Design Expert Role Type: Contractor Location: Remote Our team is selecting CAD / Mechanical Design Experts to contribute to a customer's project focused on advancing the capabilities of AI technologies in mechanical design engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. This is an opportunity to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex mechanical design challenges spanning GD&T, tolerance stack-up, DFM, and drawing release. Experts with a passion for precision, technical detail, and clear written and verbal communication will find this engagement both rewarding and influential. Scope of Work • Evaluate and solve advanced mechanical design and CAD problems spanning part/assembly design, GD&T, tolerance stack-up, and DFM. • Review and assess AI-generated technical responses for technical correctness, accuracy, and engineering quality. • Apply practical engineering judgment to real-world production design scenarios and theoretical questions. • Analyze and troubleshoot mechanical design problems using industry-standard techniques such as tolerance stack-up analysis, GD&T per ASME Y14.5, and design-for-manufacturability/assembly review. • Contribute domain expertise to inform model improvements and refine AI reasoning in mechanical design and CAD. • Document feedback and provide clear written and verbal explanations to enhance AI learning and performance. • Collaborate remotely with a distributed team of experts and project participants. Preferred Qualifications • MS or BS in Mechanical Engineering, Aerospace, or Industrial Design (CSWP/CSWE a plus). • At least 5 years of experience in production design roles, having personally owned designs through GD&T, tolerance stacks, DFM, and drawing release. • Expert knowledge of parametric CAD modeling, GD&T per ASME Y14.5, tolerance stack-up analysis, and design-for-manufacturability/assembly principles. • Proven ability to take a design from concept through detail drawings, ECR/ECN, and production release. • Familiarity with relevant standards bodies (ASME Y14.5, ASME B89 dimensional metrology) and manufacturing process constraints (machining, sheet metal, injection molding, casting). • Professional English proficiency with exceptional written and verbal communication skills. • Experience with CAD platforms (SolidWorks, Creo, NX, CATIA, Inventor), PLM/PDM systems, or CAM/CNC programming is a plus. • Strongly preferred — evidence of problem-authoring rigor, such as: service on an olympiad problem committee; a textbook problem-set or solutions-manual author credit; an item-writer role on an NCEES or academic qualifying-exam committee; service on an ASME Y14.5, ASME B89, or related dimensioning/tolerancing standards committee; a top placement or team-lead role in Formula SAE/Formula Student, ASME Student Design Competition/HPVC, MATE ROV, or a DARPA challenge; or an early-career fellowship/grant (NSF CAREER, DOE Early Career, Sloan Fellowship) or ASME Fellow recognition. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: BigLaw lawyers (Litigation/Corporate/M&A) Role Type: Contractor Location: Remote Our team is engaging lawyers to contribute their subject-matter expertise in support of a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for legal professionals with mandatory experience working at one or more Vault Law 100 firms. We are seeking candidates with top-tier legal training and exposure to sophisticated, high-stakes legal matters who are interested in applying their expertise in a collaborative, technology-driven environment. Scope of Work • Conduct comprehensive legal analysis on a variety of US law topics, providing nuanced insights and guidance. • Perform in-depth legal research to support project objectives and ensure current, accurate information is utilized. • Draft, review, and edit legal content, including memoranda, opinions, contracts, and other relevant documents. • Assess and provide structured feedback on legal texts for clarity, accuracy, and alignment with best practices. • Participate in remote, multidisciplinary collaboration to refine project deliverables and address complex legal scenarios. • Contribute to content quality assurance by spotting errors, inconsistencies, or ambiguities in legal materials. • Apply meticulous attention to detail to maintain exceptionally high standards in all submissions. Preferred Qualifications • Active license to practice law with strong academic credentials. • Current or prior experience at a top-tier US law firm, with exposure to varied practice areas. • Proven abilities in legal analysis, research, and drafting across a range of legal subjects. • Exceptional written and verbal communication skills, with demonstrated experience in legal content review. • Track record of successful remote collaboration and participation in multidisciplinary projects. • Experience with quality assurance and rubric-based evaluation of legal documents is a plus. • Demonstrated commitment to precision, accuracy, and upholding legal best practices in all work.

Role Title: Developer & Infrastructure Expert Role Type: Contractor Location: Remote Our team is engaging Developer & Infrastructure Experts to contribute to a customer's project evaluating AI-powered developer and infrastructure workflows. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Test and validate AI-assisted workflows for developer and infrastructure tasks using tools such as GitHub, GitLab, JIRA, AWS, Azure, GCP, Kubernetes, Docker, and Terraform. • Assess the accuracy and relevance of AI-generated commands, configurations, and outputs within cloud and platform engineering contexts. • Document observations, identify discrepancies, and provide detailed feedback based on your professional experience. • Evaluate how well AI agents interact with connected platforms and workplace tools, such as Slack, Google Drive, and Microsoft 365. • Collaborate asynchronously by submitting written evaluations and participating in virtual discussions to clarify workflow requirements. • Recommend enhancements and flag potential issues in AI-driven processes, with a focus on real-world applicability and industry standards. • Maintain clear written and verbal communication in all feedback and interaction with project stakeholders. Preferred Qualifications • Proven expertise in software engineering, DevOps, site reliability engineering (SRE), cloud, platform, or infrastructure domains. • Hands-on experience with Azure DevOps, AWS, GCP, Kubernetes, Docker, Terraform, CI/CD tools, and observability frameworks. • Familiarity with developer platforms and workflow management tools such as GitHub, GitLab, and JIRA. • Professional experience using AI agents (e.g., ChatGPT, Claude Code, Claude Cowork, Codex) in conjunction with development and infrastructure tools. • Demonstrated ability to evaluate technical processes and provide actionable feedback. • Strong skills in both written and verbal communication, with particular care for clarity and thoroughness. • Experience integrating or working with workplace connectors and automation tools considered a plus.

Role Title: Corporate Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Corporate Attorneys from top BigLaw firms to participate in a unique project for a leading customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for legal professionals well-versed in high-stakes corporate matters and interested in contributing to the future of legal technology. Scope of Work • Review and analyze complex corporate documents, contracts, and deal structures relating to mergers & acquisitions, private equity, and capital markets. • Provide accurate, detailed input on nuanced legal scenario assessments to inform AI model training. • Evaluate commercial litigation materials, identifying critical legal principles and procedural details. • Deliver expert feedback on legal reasoning, issue spotting, and drafting approaches as part of project deliverables. • Support the creation and refinement of legal data sets by annotating, categorizing, and explaining key issues in corporate law. • Ensure all work meets high standards for accuracy, clarity, and compliance with US legal practice. • Collaborate asynchronously with project managers and internal reviewers to align on rubrics and quality expectations. Preferred Qualifications • Active license to practice law in the United States. • Recent experience (current or within the last 3 years) at a top-tier BigLaw firm, focusing on corporate law, mergers & acquisitions, private equity, or capital markets. • Demonstrated expertise in commercial litigation and high-value transactional matters. • Exceptional attention to detail in the analysis and interpretation of legal documents. • Experience drafting, reviewing, and negotiating complex agreements and legal instruments. • Strong written communication skills, with the ability to clearly and concisely explain legal concepts for diverse audiences. • Prior experience with legal data annotation or rubric-based review is a plus, but not required.

Role Title: Specialized Industries Expert Role Type: Contractor Location: Remote Our team is engaging Specialized Industries Experts to participate in a project focused on testing AI-powered workflows for professional software and business systems across Government Contracting & Federal Acquisition, Commodities & Maritime, Nonprofit & Grants, and Education Operations. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and test AI-driven workflows tailored to your area of industry expertise, providing actionable feedback on usability and accuracy. • Interact with large language models (LLMs) and AI agents to simulate real-world professional scenarios and decision-making processes. • Review and validate workflow outputs for correctness, completeness, and alignment with industry standards and regulations (e.g., FAR, DFARS for federal contracting). • Document edge cases, workflow gaps, or unrealistic scenarios encountered during platform interaction. • Utilize advanced AI tools such as ChatGPT Work, Codex, Claude Cowork, or similar to assess integration with workplace applications. • Collaborate asynchronously with project coordinators, providing written insights and suggestions based on your observations. • Contribute recommendations to enhance workflow logic and support the development of practical, functional AI solutions. Preferred Qualifications • Substantial professional experience in one or more of the following: Government Contracting & Federal Acquisition, Commodities & Maritime Operations, Nonprofit & Grant Management, or Education & EdTech Operations. • Proficiency with workplace applications such as Gmail, Google Drive, Slack, Microsoft 365, SharePoint, Notion, or sector-specific tools. • Direct experience using generative AI applications (e.g., ChatGPT Work, Codex, Claude Code, Claude Cowork) within professional contexts. • Ability to discern incomplete, incorrect, or impractical elements in professional workflows and relay clear, constructive feedback. • Hands-on familiarity with professional and industry-specific platforms, systems, or regulatory frameworks relevant to your field. • Strong written communication skills for documenting findings and recommendations. • Curiosity and adaptability in experimenting with new AI-powered platforms and processes.

Role Title: Mergers & Acquisitions (M&A) Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Mergers & Acquisitions (M&A) Attorneys from top-tier US law firms to contribute expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Provide expert analysis and annotation of complex M&A and corporate law scenarios for AI model training. • Conduct in-depth legal research on M&A, private equity transactions, and related litigation topics. • Review, comment on, and refine datasets to ensure legal accuracy and real-world relevancy. • Collaborate with multidisciplinary teams to contextualize materials and clarify legal nuances. • Offer written insights and feedback on legal reasoning, transaction structures, and deal documentation. • Engage in remote project discussions and contribute to iterative quality assurance processes. • Support the development of evaluation rubrics and best practices where requested by internal stakeholders. Preferred Qualifications • Juris Doctor (JD) from an accredited US law school and active bar admission in the United States. • Experience practicing as an M&A attorney at an Am Law 100 or other leading US law firm. • Extensive track record in M&A transactions, private equity, and corporate advisory engagements. • Strong litigation exposure, particularly within corporate or transactional contexts. • Demonstrated ability to collaborate across disciplines and communicate complex legal concepts clearly. • Background in legal research, drafting, and the review of transaction documents. • Familiarity with remote collaboration tools and a commitment to delivering meticulous, high-quality work.

Role Title: Business Intelligence & Analytics Expert Role Type: Contractor Location: Remote Our team is engaging Business Intelligence & Analytics Experts to contribute to an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals with hands-on experience building, managing, or validating dashboards, reports, and analytical workflows using leading BI and analytics tools. Scope of Work • Review, analyze, and provide feedback on data dashboards, analytical reports, and visualizations across various BI platforms. • Develop, validate, or refine interactive dashboards and data visualizations using Power BI, Tableau, Looker, Qlik, Sigma, Databricks, or comparable tools. • Evaluate and troubleshoot calculation logic, data sources, and metrics to ensure precision and reliability of outputs. • Assess the effectiveness of KPI tracking and reporting structures for accuracy and actionable insights. • Interact with AI-powered agents and workplace connectors, such as ChatGPT Work, Codex, and Claude Cowork, to enhance or review analytic workflows. • Document findings, deliver structured feedback, and summarize improvements or corrections for data-driven processes. • Contribute to best practices for integrating BI tools with collaborative platforms like Google Drive, Slack, Microsoft 365, SharePoint, or Salesforce. Preferred Qualifications • Professional experience in business intelligence, data analytics, reporting, or data visualization. • Technical proficiency with products such as Power BI, Tableau, Looker, Qlik, Sigma, Databricks, or MySQL. • Proven track record in building, managing, or validating dashboards, analytical workflows, and metric reporting. • Familiarity with using or evaluating AI tools including ChatGPT Work, Codex, Claude Code, or Claude Cowork. • Experience integrating and connecting BI platforms with workplace systems and cloud-based data sources. • Detail-oriented approach to identifying inconsistencies or errors in analytical outputs, calculations, and KPIs. • Excellent analytical, problem-solving, and communication skills to deliver actionable feedback and insights.

Role Title: BigLaw lawyers Role Type: Contractor Location: Remote Our team is engaging lawyers to contribute their subject-matter expertise in support of a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for legal professionals with mandatory experience working at one or more Vault Law 100 firms. We are seeking candidates with top-tier legal training and exposure to sophisticated, high-stakes legal matters who are interested in applying their expertise in a collaborative, technology-driven environment. Scope of Work • Conduct comprehensive legal analysis on a variety of US law topics, providing nuanced insights and guidance. • Perform in-depth legal research to support project objectives and ensure current, accurate information is utilized. • Draft, review, and edit legal content, including memoranda, opinions, contracts, and other relevant documents. • Assess and provide structured feedback on legal texts for clarity, accuracy, and alignment with best practices. • Participate in remote, multidisciplinary collaboration to refine project deliverables and address complex legal scenarios. • Contribute to content quality assurance by spotting errors, inconsistencies, or ambiguities in legal materials. • Apply meticulous attention to detail to maintain exceptionally high standards in all submissions. Preferred Qualifications • Active license to practice law with strong academic credentials. • Current or prior experience at a top-tier US law firm, with exposure to varied practice areas. • Proven abilities in legal analysis, research, and drafting across a range of legal subjects. • Exceptional written and verbal communication skills, with demonstrated experience in legal content review. • Track record of successful remote collaboration and participation in multidisciplinary projects. • Experience with quality assurance and rubric-based evaluation of legal documents is a plus. • Demonstrated commitment to precision, accuracy, and upholding legal best practices in all work.

Role Title: Evaluation Specialist/Recent Grad Role Type: Contractor Location: Remote Our team is engaging Evaluation Specialists/Recent Grads to contribute to a high-impact project for a customer at the frontier of artificial intelligence. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop original, challenging question-and-answer pairs that test the limits of advanced AI models across diverse subjects. • Conduct in-depth research, applying rigorous source triangulation to ensure each answer is accurate, comprehensive, and well-documented. • Create multi-step questions that require synthesis and analytical reasoning — not just single-source lookups. • Test your questions against AI models, analyze outcomes, and iterate to increase or adjust difficulty as needed. • Document your research process, providing clear citations and logical explanations for each answer. • Refine content based on reviewer input and maintain alignment with project guidelines and quality standards. Preferred Qualifications • Proven ability to conduct thorough, independent research and critically evaluate information from multiple sources. • Exceptional attention to detail and written precision in English (fluency required, but it does not need to be your first language). • Talent for crafting nuanced and well-structured questions that probe deep understanding. • Strong self-direction, reliability, and accountability in remote, independent project work. • Interest in cutting-edge AI and a passion for testing the boundaries of current model capabilities. • Prior experience in AI training, evaluation, or content creation is a plus, but not required. • Open to recent graduates, advanced-degree holders, and individuals from any academic or professional background with demonstrated research and writing expertise. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Computer Systems Analyst Role Type: Contractor Location: Remote (US based) Our team is engaging Computer Systems Analysts to contribute to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze complex computer systems and business processes to identify areas for improvement and innovation within customer projects. • Gather, document, and validate requirements from diverse stakeholders, ensuring clarity and alignment with project objectives. • Develop detailed business process models using industry-standard methodologies to drive system enhancements. • Utilize SQL to extract, analyze, and interpret data for process optimization and issue resolution. • Diagnose and troubleshoot technical challenges, proposing actionable solutions to support ongoing platform development. • Collaborate virtually with project managers, developers, and other professionals to ensure deliverable quality and alignment with customer needs. • Contribute domain expertise to support the design and validation of AI training data and scenarios. Preferred Qualifications • At least 5 years of experience as a Computer Systems Analyst or in a closely related technical consulting capacity. • Expertise in systems analysis, requirements elicitation, and business process modeling (e.g., BPMN, UML). • Advanced proficiency with SQL for data analysis, reporting, and troubleshooting. • Proven ability to translate complex business requirements into technical specifications and actionable insights. • Demonstrated success in virtual collaboration on remote projects. • Strong problem-solving skills and a detail-oriented approach to delivering high-quality outputs. • Experience contributing to technology-driven transformation or supporting AI-related initiatives is a plus.

Role Title: AI trainer Role Type: Contractor Location: Remote Our team is engaging AI trainers to contribute to a customer's project focused on advancing artificial intelligence capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review, critique, and generate examples for AI model outputs across diverse domains. • Collaborate remotely with fellow experts to evaluate, improve, and annotate data sets. • Deliver clear, insightful feedback and written rationales to support learning objectives. • Author and refine prompts, questions, and tasks that challenge and expand AI reasoning. • Contribute to ongoing testing that assesses AI performance in realistic scenarios. • Document findings and communicate progress effectively with project stakeholders. • Ensure the quality, accuracy, and engagement level of all project deliverables. Preferred Qualifications • Demonstrated expertise in a specialized domain (e.g., science, education, law, engineering, writing). • Exceptional written and verbal communication skills, with a strong attention to detail. • Previous experience in data annotation, teaching, research, or technical writing is advantageous. • Proven ability to think critically and articulate nuanced feedback or suggestions. • Comfort working independently in a remote project-based environment. • Adaptability to quickly learn project guidelines and adjust deliverables accordingly. • Interest in the development and ethical use of artificial intelligence technologies.

Role Title: Designer Role Type: Contractor Location: Remote (US Based) Our team is engaging Designers to contribute to a customer's project focused on elevating visual and user experience standards. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design visually compelling graphics, layouts, and interfaces that align with project objectives and user needs. • Create and refine UI/UX wireframes, prototypes, and design systems using Figma. • Apply advanced typography principles to enhance readability and brand consistency. • Review, analyze, and provide feedback on design iterations with precision and clarity. • Document design processes and articulate design decisions in both written and verbal formats. • Contribute authentic, real-world insights on user interaction and usability best practices. • Collaborate efficiently in a remote environment, submitting deliverables according to project milestones. Preferred Qualifications • 5+ years of professional experience in Graphic or UI/UX Design, with a strong portfolio demonstrating impact. • Expert-level proficiency in Figma and contemporary design tools. • Deep understanding of typography, color theory, and layout design for digital products. • Excellent written and verbal communication skills, with a focus on clarity and detail. • Demonstrated ability to deliver constructive feedback and iterate on complex design challenges. • Self-motivated contributor who thrives in autonomous, remote project settings. • Familiarity with accessibility standards and inclusive design principles is a plus.

Role Title: Software Developer Role Type: Contractor Location: Remote (US Based) Our team is engaging Software Developers to contribute to a dynamic customer project centered on building robust, scalable solutions. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement specifically seeks professionals with a strong foundation in programming, data structures, and algorithms, as well as a track record of delivering impactful software solutions. Top-tier communication, both written and verbal, is highly valued to ensure clarity and precision throughout the project lifecycle. Only professionals based in the US with 5+ years of software engineering experience will be considered for this opportunity. Scope of Work • Develop, review, and refine code samples and modules in alignment with project requirements. • Analyze and evaluate coding solutions for efficiency, scalability, and maintainability. • Contribute feedback and insights related to data structures, algorithms, and debugging strategies. • Utilize Git for version control and collaborative code management throughout the assignment. • Document technical approaches and code logic clearly to facilitate communication and knowledge sharing. • Participate in asynchronous written and verbal discussions to clarify deliverables and support iterative improvement. • Identify and resolve technical issues or inconsistencies, ensuring high-quality deliverables. Preferred Qualifications • Minimum of 5 years of professional experience in software development, particularly within the US market. • Expertise in core programming concepts, with proficiency in at least one major programming language. • Deep understanding of data structures, algorithms, and debugging methodologies. • Proven track record of utilizing Git for collaborative software projects. • Outstanding written and verbal communication skills, with an emphasis on clarity and responsiveness. • Experience contributing to projects that required clear documentation and peer review. • Self-motivated and adaptable, comfortable working independently in remote, asynchronous environments.

Job Title: Transactional Attorney Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned in-house transactional attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • Minimum of 3 years of in-house experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience at a corporate law firm in either M&A or fund formation for private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Título da Vaga: Gravador(a) de Vídeos em Casa Tipo de Contratação: Prestador(a) de Serviços Localização: Remoto – profissionais baseados na América Latina e no Caribe. Países elegíveis incluem: Argentina, Bahamas, Barbados, Brasil, Chile, Colômbia, Costa Rica, República Dominicana, Jamaica, México, Panamá e Uruguai. Resumo da Vaga: Nesta função, você utilizará sua experiência para ajudar no treinamento de sistemas de IA de última geração. Seu trabalho contribuirá diretamente para a forma como esses modelos aprendem, raciocinam e executam tarefas por meio de dados reais e de alta qualidade. Não é necessário ter experiência prévia com Inteligência Artificial — o mais importante é sua capacidade de seguir instruções e produzir dados de qualidade. Principais Responsabilidades • Capturar dados precisos de movimento utilizando os sensores IMU do seu smartphone durante atividades físicas especificadas. • Gravar vídeos sincronizados para garantir a precisão dos dados e a integridade de todas as informações de movimento coletadas. • Seguir protocolos técnicos detalhados para atender consistentemente aos padrões de qualidade, rotulagem e padronização do projeto. • Entregar no mínimo 10 horas semanais de vídeos aprovados e de alta qualidade durante todo o período do projeto. • Comunicar-se de forma clara e proativa com a equipe para esclarecer dúvidas e compartilhar observações sobre o processo de coleta de dados. • Garantir entregas pontuais e consistentes, em conformidade com os marcos e expectativas do projeto. • Participar da verificação de compatibilidade do dispositivo e de um processo de entrevista inovador com suporte de IA durante o onboarding. Requisitos • Ter acesso a uma faixa para fixação do celular na cabeça (head strap), capaz de registrar ambas as mãos, em até 48 horas após a data de início. • Possuir um smartphone compatível. Dispositivos suportados incluem: • iPhone 12 ou superior; • Google Pixel 6 ou superior; • Samsung Galaxy S21 ou superior. • Excelente atenção aos detalhes e capacidade comprovada de seguir protocolos padronizados. • Capacidade de gerenciar entregas de forma consistente e cumprir prazos em um ambiente dinâmico e orientado por dados. • Excelentes habilidades de comunicação escrita e verbal para documentação e colaboração remota. • Facilidade com tecnologia e experiência no uso de dispositivos móveis para captura de vídeo e dados de sensores. • Condições físicas para realizar tarefas repetitivas de movimento com segurança e eficiência. • Acesso a um smartphone compatível capaz de realizar coleta de dados com alta fidelidade. Observação: Candidaturas enviadas utilizando um endereço de e-mail Gmail serão consideradas um diferencial, pois facilitam a integração com as ferramentas do projeto. Qualificações Desejáveis • Formação ou experiência em robótica, cinesiologia, coleta de dados por sensores ou áreas técnicas relacionadas. • Experiência com análise de movimento humano, segmentação de atividades ou rotulagem de conjuntos de dados para aprendizado de máquina. • Familiaridade com organização e estruturação de grandes conjuntos de dados para aplicações de IA e robótica. Estrutura de Remuneração • A remuneração é baseada na produção. Os profissionais são pagos por cada vídeo gravado que atenda às especificações do projeto. O tempo necessário para concluir as atividades pode variar de acordo com a experiência e o fluxo de trabalho de cada participante. Há requisitos mínimos de entrega: os vídeos devem possuir a duração especificada pelo projeto, e cada profissional deverá enviar entre 10 e 15 horas de vídeo por semana. Início das Atividades e Disponibilidade • Normalmente concluímos o processo de seleção em até 48 horas, portanto buscamos profissionais disponíveis para iniciar rapidamente. Caso seja selecionado(a), esperamos que você comece sua primeira tarefa assim que avançar no processo de candidatura. • A expectativa é que o início das atividades ocorra aproximadamente 24 horas após a conclusão do onboarding. Requisitos de Equipamentos Smartphone • Todas as tarefas deste projeto deverão ser realizadas utilizando um smartphone. • Os participantes gravarão seu fluxo de trabalho diretamente pelo dispositivo móvel enquanto executam as atividades. Faixa para Cabeça (Head Strap) • As tarefas exigem o uso de uma câmera posicionada na cabeça por meio de uma faixa (head strap). • Os participantes gravarão vídeos em primeira pessoa enquanto realizam as atividades físicas. • As especificações da faixa necessária e de quaisquer equipamentos adicionais serão compartilhadas durante o processo de onboarding.

Título del Puesto: Grabador de Video con Smartphone Tipo de Contratación: Contratista (Contractor) Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Enlace al Video Resumen del Puesto En este rol, utilizarás tus habilidades para contribuir al entrenamiento de sistemas de Inteligencia Artificial de última generación. Tu trabajo ayudará directamente a que estos modelos aprendan, razonen y ejecuten tareas mediante datos reales y de alta calidad. No es necesario tener experiencia previa en Inteligencia Artificial. Lo más importante es tu capacidad para seguir instrucciones y generar datos de alta calidad. Responsabilidades Principales • Capturar datos precisos de movimiento utilizando los sensores IMU de tu smartphone mientras realizas actividades físicas específicas. • Grabar videos sincronizados para garantizar la precisión de los datos y la integridad de toda la información de movimiento recopilada. • Seguir protocolos técnicos detallados para cumplir de manera consistente con los estándares de calidad, etiquetado y estandarización del proyecto. • Comunicarte de forma clara y proactiva con el equipo para resolver dudas y compartir observaciones sobre el proceso de recolección de datos. • Cumplir de manera constante con los plazos y entregables establecidos por el proyecto. • Participar en una verificación de compatibilidad del dispositivo y en un proceso de entrevista asistido por IA durante el onboarding. Requisitos • Contar con una banda para sujetar el celular en la cabeza (head strap), capaz de capturar ambas manos en el video, dentro de las 48 horas posteriores a la fecha de inicio. • Tener un smartphone compatible. Los dispositivos compatibles incluyen: • iPhone 12 o superior. • Google Pixel 6 o superior. • Samsung Galaxy S21 o superior. • Excelente atención al detalle y capacidad demostrada para seguir procedimientos estandarizados. • Capacidad para gestionar entregas de forma consistente y cumplir plazos en un entorno dinámico y orientado a datos. • Excelentes habilidades de comunicación escrita y verbal para documentar información y colaborar de forma remota. • Facilidad para utilizar tecnología y experiencia con dispositivos móviles para la captura de video y datos de sensores. • Condición física para realizar tareas repetitivas de movimiento de manera segura y eficiente. • Acceso a un smartphone compatible capaz de recopilar datos con alta fidelidad. Nota: Las postulaciones enviadas con una dirección de correo electrónico de Gmail serán consideradas un valor agregado, ya que facilitan la integración con las herramientas del proyecto. Cualificaciones Deseables • Formación o experiencia en robótica, kinesiología, recolección de datos mediante sensores o áreas técnicas relacionadas. • Experiencia en análisis del movimiento humano, segmentación de actividades o etiquetado de conjuntos de datos para aprendizaje automático (Machine Learning). • Familiaridad con la organización y estructuración de grandes volúmenes de datos para aplicaciones de IA y robótica. Estructura de Compensación La compensación se basa en la producción. Los contratistas reciben un pago por cada video que cumpla con las especificaciones del proyecto. El tiempo necesario para completar las tareas puede variar según la experiencia y el flujo de trabajo de cada participante. Existen requisitos mínimos de entrega: los videos deben cumplir con la duración especificada por el proyecto y cada participante deberá enviar entre 10 y 15 horas de video por semana. Inicio de Actividades y Disponibilidad Normalmente completamos el proceso de selección en un plazo de 48 horas, por lo que buscamos personas con disponibilidad para comenzar rápidamente. Si eres seleccionado(a), esperamos que inicies tu primera tarea tan pronto avances en el proceso de contratación. Se espera que el inicio de las actividades ocurra aproximadamente 24 horas después de completar el onboarding. Requisitos de Equipamiento Smartphone Todas las tareas del proyecto deberán realizarse utilizando un smartphone. Los participantes grabarán su trabajo directamente desde el dispositivo móvil mientras realizan las actividades asignadas. Banda para la Cabeza (Head Strap) Las tareas requieren el uso de una cámara colocada en la cabeza mediante una banda para celular (head strap). Los participantes grabarán videos en primera persona mientras realizan las actividades físicas. • Las especificaciones de la banda requerida y de cualquier equipo adicional se compartirán durante el proceso de onboarding.

Role Title: Funds Attorney Role Type: Contractor Location: Remote We are seeking seasoned Funds Attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school. • Active bar admission in at least one U.S. jurisdiction. • Minimum of 2 years in the funds department of a corporate law firm. • Familiarity with standard M&A agreements, including LPA’s, subscription agreements, and side letters. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: 3D Animator / CGI Artist Role Type: Contractor Location: Remote Our team is engaging 3D Animator / CGI Artists to contribute their creative and technical expertise to a dynamic video data annotation project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers around leveraging your animation skills and knowledge of CGI/VFX pipelines to support the development of innovative artificial intelligence, focusing on the intricacies of character movement, rigging, and realistic animation in 3D environments. Scope of Work • Create and annotate high-quality 3D character animations using tools such as Blender, Maya, or Cinema 4D for AI training datasets. • Implement rigging and character movement techniques to ensure accurate representation of motion and behavior in 3D models. • Provide critical analysis and annotation of video data to improve AI understanding of animation and CGI elements. • Collaborate with project coordinators to clarify annotation guidelines and align deliverables with the customer's needs. • Leverage CGI/VFX expertise to identify and document nuanced animation features for the project’s dataset. • Ensure submissions maintain consistency, accuracy, and high standards of visual presentation. • Offer constructive feedback to continuously refine annotation strategies and processes. Preferred Qualifications • Proficiency in 3D animation using Blender, Maya, or Cinema 4D. • Solid understanding of rigging, skinning, and character movement workflows. • Experience with CGI/VFX pipelines and best practices for video data annotation or asset review. • Exceptional attention to detail, with the ability to recognize and describe subtle differences in movement and visual style. • Excellent written and verbal communication skills, with an emphasis on clarity and collaboration in a remote setting. • Entry-level or mid-level experience in 3D animation, CGI, or related fields (senior-level expertise is not required). • Passion for advancing AI technologies through high-quality creative contributions.

Role Title: Corporate Treasury Expert Role Type: Contractor Location: Remote Our team is engaging Corporate Treasury Experts to contribute their industry know-how to a cutting-edge project supporting a leading customer in the finance sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate banking, treasury, and cash-management workflows in real-world business scenarios using provided digital tools and integrations. • Test and assess the functionality of payments, liquidity, reconciliation, and cash management modules, identifying operational strengths and limitations. • Deliver expert feedback on system performance, authenticity of workflows, and areas for improvement based on your professional experience. • Identify and document any incorrect, unrealistic, or suboptimal outcomes presented by AI-enabled or connected applications. • Collaborate with project coordinators to clarify requirements and provide actionable recommendations for refining workflow logic and tool connectivity. • Contribute clear, concise written reports outlining findings, insights, and suggestions for enhancing tool usability and outcome reliability. • Support iterative testing and review processes as the project evolves, prioritizing accuracy and practicality from a treasury professional's perspective. Preferred Qualifications • Significant practical experience in corporate treasury, cash management, business banking, payments, liquidity management, or related treasury operations. • Hands-on knowledge of banking, treasury, or cash-management platforms in operational business settings. • Sound judgment in financial processes, operational risk, and reconciliation practices. • Strong attention to detail, analytical ability, and commitment to accuracy. • Clear, professional communication skills, especially in documenting findings and sharing feedback. • Familiarity with AI tools such as ChatGPT, Claude, or similar platforms is a plus. • Previous participation in technology testing, workflow validation, or AI evaluation projects is beneficial but not required.

Role Title: Avid Media Composer Editor Role Type: Contractor Location: Remote Our team is engaging Avid Media Composer Editors to support a customer's project in high-impact video data annotation and AI model training. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Contribute to the annotation and curation of video data using Avid Media Composer workflows. • Leverage professional editing techniques to provide accurate metadata and context for a variety of video content. • Apply knowledge of broadcast and film post-production processes to inform AI data training assignments. • Organize and manage media assets, ensuring clarity, consistency, and accessibility for project objectives. • Review, label, and segment video sequences as per specified guidelines to facilitate AI learning. • Document your editing decisions and provide clear written feedback to support model refinement. • Communicate effectively with project managers and technical leads through strong written and verbal channels to resolve queries and clarify requirements. Preferred Qualifications • Proven experience with Avid Media Composer in professional video editing environments. • Familiarity with broadcast and film post-production workflows, particularly asset management and versioning. • Strong organizational skills for media and project management tasks. • Keen attention to detail in annotation, labeling, and metadata entry. • Clear and concise written and verbal communication abilities. • Experience at the entry or mid-career level in video editing or media production (senior-level expertise not required for this engagement). • Interest in emerging technologies and willingness to work on AI-related video data projects.

Role Title: Legal Technology Expert Role Type: Contractor Location: Remote Our team is engaging Legal Technology Experts to participate in a project supporting a customer's legal operations and AI initiatives. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design, test, and refine realistic legal and contract management workflows using leading legal technology platforms. • Evaluate the performance and integration of eDiscovery, litigation support, compliance, contract, and e-signature solutions within simulated operational environments. • Review the outputs generated by AI and technology-assisted tools, identifying inaccuracies, unrealistic results, or workflow breakdowns. • Document insights and feedback clearly, referencing best practices and professional standards from real-world legal operations. • Highlight user experience challenges, inefficiencies, and potential improvements in technology-assisted legal processes. • Collaborate with the project team to communicate findings, demonstrate tested workflows, and suggest actionable refinements. • Stay aligned with compliance and privacy considerations relevant to legal technology use cases. Preferred Qualifications • Professional background in legal research, litigation support, contracts, or eDiscovery, with hands-on use of technology platforms in daily practice. • Strong understanding of compliance, privacy, and regulatory requirements within legal operations. • Experience implementing or managing e-signature workflows, contract lifecycle tools, or document automation solutions. • Demonstrated ability to assess, critique, and improve digital workflows and end-user experiences in legal settings. • Attention to detail and sound judgment when evaluating outputs and identifying risks or errors. • Clear written communication skills for reporting observations and recommendations effectively. • Familiarity with ChatGPT, Claude, or similar AI tools, and experience in AI evaluation projects or workplace integrations is a plus but not required.

Role Title: Adobe Marketing Technology Expert Role Type: Contractor Location: Remote Our team is engaging Adobe Marketing Technology Experts to participate in a customer-focused project shaping the future of enterprise marketing operations. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Test, validate, and provide feedback on marketing technology workflows using Adobe Workfront, AEM, Customer Journey Analytics, Adobe Analytics, and related platforms in simulated, realistic scenarios. • Evaluate the integration and connectivity between content, campaign management, analytics, and digital experience tools to identify strengths, inefficiencies, or unrealistic outcomes. • Document detailed observations and insights on usability, workflow accuracy, and user experience based on your professional practice. • Recommend improvements or adjustments to processes and workflow design grounded in real-world marketing and content operations expertise. • Identify gaps, inconsistencies, or AI-driven errors in workflow outputs, offering actionable feedback for system training. • Collaborate with Our team’s project team, providing clear written input and participating in structured feedback cycles as requested. • Contribute to the evaluation of tool connectors or workplace integrations where relevant to marketing operations. Preferred Qualifications • Extensive hands-on experience with Adobe Workfront, Adobe Experience Manager (AEM), Customer Journey Analytics, Adobe Analytics, or Experience Cloud in an enterprise marketing, campaign, content, or workflow operations context. • Experience in connectors such as Codex or Claude Cowork is highly preferred. • Demonstrated ability to assess, critique, and optimize marketing technology workflows from an end-user or practitioner perspective. • Deep understanding of enterprise content, campaign, or digital experience management best practices. • Strong professional judgment, attention to detail, and the ability to identify and communicate realistic versus theoretical workflow scenarios. • Experience documenting process feedback and workflow improvement recommendations for technical or AI-driven projects. • Previous participation in technology evaluation, testing, or feedback assignments is advantageous but not required.

Role Title: AI Domain Expert Role Type: Contractor (Part Time) Location: Remote Our team is engaging AI Domain Experts to contribute to a high-impact project that advances artificial intelligence. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and critically assess AI-generated outputs for accuracy, logic, and alignment with best practices in your field. • Design and refine prompts that challenge AI reasoning and reflect realistic scenarios relevant to your domain. • Deliver clear, concise, and constructive written feedback to improve AI model responses and performance. • Evaluate and annotate data with keen attention to detail, helping to build robust datasets for model training and validation. • Conduct quality reviews on AI outputs, documentation, and feedback provided by other experts. • Collaborate remotely with a diverse, global community of professionals, sharing insights to foster ongoing learning and improvement. • Uphold ethical standards in AI development through careful analysis and thoughtful critique. Preferred Qualifications • 3+ years of experience in fields such as Software Engineering, Finance, Data Science, or Legal, with a proven record of producing exceptional written work (e.g., technical documentation, investment memos, legal memoranda, research papers, or strategy presentations). • Outstanding written English with the ability to articulate complex analyses, deliver nuanced feedback, and communicate clearly in a remote setting. • Demonstrated critical thinking and analytical skills, with experience reviewing, critiquing, or editing high-stakes documents. • Strong attention to detail, professional writing ability, and adaptability when facing evolving project requirements. • Experience working independently and collaboratively within remote or distributed environments. • Backgrounds from leading technology companies, top consulting firms, elite financial institutions, premier law firms, or world-renowned universities are highly valued but not required. • Exposure to data annotation, prompt engineering, or AI output evaluation is an advantage, though not essential.

Role Title: At-Home Video Recorder Location: Remote - experts based in Latin America and the Caribbean. Selected countries include: Argentina, Bahamas, Barbados, Brazil, Chile, Colombia, Costa Rica, Dominican Republic, Jamaica, Mexico, Panama and Uruguay. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work from above mention country. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: Autodesk Fusion 360 Specialist Role Type: Contractor Location: Remote Our team is engaging Autodesk Fusion 360 Specialists to contribute expertise on a high-impact customer project focused on advanced parametric CAD modeling. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Note on Software: We're looking for experts with strong 3D parametric CAD modelling experience — for example, in Autodesk Fusion 360 Specialist. This experience is directly transferable to FreeCAD, which is the software this project will focus on. Prior FreeCAD experience is ideal. Scope of Work • Develop fully parametric 3D models of mechanical parts and assemblies based on detailed written briefs, emphasizing robust sketching, constraints, and feature trees. • Edit and update existing parametric CAD models to reflect evolving requirements, ensuring manufacturability and compliance with specifications. • Audit and review CAD models for dimensional accuracy, tolerance application, and alignment with design intent, calling out any gaps or deviations. • Support AI model training by delivering consistent, high-quality CAD data and clear documentation of design decisions. • Apply deep working knowledge of manufacturing processes—such as injection molding, sheet metal fabrication, CNC machining, and casting/forging—to optimize designs for production. • Communicate design rationale, feedback, and technical insights with clarity—both in writing and verbally—in support of collaboration and continuous project improvement. Preferred Qualifications • Extensive hands-on experience with parametric CAD platforms (ideally FreeCAD, with strong proficiency in Autodesk Fusion 360, SolidWorks, or Inventor acceptable). • Proven application of GD&T principles (ASME Y14.5 or equivalent) in real-world projects. • Demonstrated DFM expertise across at least 2-3 manufacturing processes relevant to the project scope. • 4+ years of applied experience for model editing tasks; 10+ years for complex model creation assignments. • Proven ability to tackle assembly-level modeling, not just single-part tasks. • Experience in reverse engineering workflows, such as scan-to-CAD or point cloud conversions, is highly valued. • Familiarity with CAD automation or scripting (e.g., Python, iLogic, NX Open, VBA) considered a strong plus for automating and standardizing workflows.

Role Title: Data Analyst Role Type: Contractor Location: Remote Our team is engaging Data Analysts to contribute expertise to a confidential client project focused on evaluating AI assistants in real-world analytical workflows leveraging cloud data warehouses. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Execute structured evaluation tasks simulating typical analytical workflows (e.g., anomaly investigation, KPI reporting, data refreshes) using AI-powered solutions with cloud data warehouse connectivity. • Independently verify AI-generated figures against source data by writing and running your own SQL queries, and assess the correctness of data joins, filters, and time windows. • Maintain, reset, and manage seeded datasets within Snowflake, ensuring data integrity and correct answer states for test scenarios. • Oversee warehouse roles, permissions, and access controls to facilitate secure and repeatable evaluation environments. • Configure and document connectivity and authentication processes across multiple analytics and SaaS platforms. • Investigate and document novel or undocumented product behavior encountered during workflow execution. • Participate in calibration sessions with peers to ensure consistency and rigor when grading or scoring outputs. Preferred Qualifications • At least 3 years of hands-on experience as a data analyst or analytics engineer, with advanced SQL skills and expertise in Snowflake (warehouses, access control, query history). • Demonstrated proficiency in auditing and reconciling reported metrics against raw data, with a keen eye for catching subtle aggregation or logic errors. • Versed in using connectors across Claude and ChatGPT. • Familiarity with business and finance analytics, including KPI definitions and reporting practices relevant to leadership or external stakeholders. • Experience in administering database access, managing roles, grants, and integrating authentication/security protocols; OAuth or security-integration familiarity is advantageous. • Working knowledge of common SaaS tools such as Slack, Google Workspace, or Microsoft 365 for sharing analytical outcomes. • Prior experience using AI assistants for analytics, with a critical perspective on the accuracy of AI-generated SQL and outputs. • Background in rubric-based evaluation, QA, or data labeling, with a meticulous approach and strong written and verbal communication skills.

Role Title: 3D Animator (Cinema 4D/ Blender/ Mixamo/ Unity) Role Type: Contractor Location: Remote Our team is engaging 3D Animators (with proficiency in Cinema 4D, Blender, Mixamo, or Unity) to contribute expert skills for a customer-focused project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is an exciting opportunity for creative professionals passionate about crafting compelling 3D experiences and interested in influencing the future of AI-powered animation. Scope of Work • Produce and refine 3D animation sequences in one or more of the following: Cinema 4D, Blender, Mixamo, or Unity, based on project briefs. • Deliver visually engaging character and object animations that meet specified quality and style requirements. • Document creative processes, technical setups, and project decisions to facilitate knowledge sharing for AI training purposes. • Evaluate, critique, and provide input on animation workflows to enhance AI model understanding and accuracy. • Collaborate with technical and creative stakeholders via clear written and verbal communication, ensuring alignment on deliverables and revisions. • Contribute real-world challenges, tips, and insights related to 3D animation pipelines. • Participate in feedback cycles, iterating on animations and documentation as required by the project scope. Preferred Qualifications • Expert-level proficiency in at least one of: Cinema 4D, Blender, Mixamo, or Unity for 3D animation. • Demonstrated portfolio of high-quality 3D animation projects across various genres or applications. • Strong written and verbal communication skills, with a keen attention to detail for documentation and feedback. • Ability to analyze and articulate complex animation workflows and creative problem-solving strategies. • Experience collaborating with multidisciplinary teams in remote, fast-paced environments. • Understanding of rigging, motion capture integration, and optimization for real-time or rendered outputs is a plus. • Interest in contributing to innovative AI-driven projects and sharing practical insights from hands-on animation practice.

Role Title: Manufacturing Design Engineer Role Type: Contractor Location: Remote Our team is engaging Manufacturing Design Engineer experts to contribute to a customer’s project focused on advanced mechanical design for manufacturing. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Participants will leverage proficiency in FreeCAD or similar parametric CAD platforms to design, document, and validate production-ready components and assemblies. This opportunity is ideal for professionals passionate about precision engineering, technical documentation, and advancing the future of intelligent design tools. Scope of Work • Create and modify detailed parametric 3D CAD models of mechanical parts and assemblies using FreeCAD or comparable software. • Develop comprehensive engineering drawings, including GD&T and tolerance stack-ups, suitable for manufacturing handoff. • Design for a variety of manufacturing processes, such as sheet metal fabrication, CNC machining, plastics, and injection molding. • Perform CAD validation and quality assurance reviews to ensure model accuracy and readiness for production use. • Prepare clear, concise technical documentation and assembly instructions as reference materials for AI model training. • Incorporate feedback from technical reviewers to revise and improve CAD models and supporting documents. Preferred Qualifications • Minimum 2 years’ experience designing mechanical components for manufacturing environments. • Expertise in FreeCAD or similar parametric CAD software for advanced modeling, assemblies, and drawing generation. • Hands-on exposure to sheet metal, CNC, plastics, and injection molding design considerations. • Strong knowledge of GD&T, tolerance analysis, and Design for Manufacturing (DFM) best practices. • Proven ability to produce production-grade CAD models and validate them against real-world manufacturability criteria. • Exceptional written and verbal communication skills, ensuring clarity in documentation and collaborative exchanges.

Role Title: Tamil Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Tamil Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Tamil and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Tamil language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Tamil, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Senior DoD Staff Writing SME Role Type: Contractor Location: Remote (US Only) Our team is engaging Senior DoD Staff Writing SMEs to contribute expert knowledge and writing skills to a pivotal customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and provide well-structured prompts, input artifacts, and golden responses for diverse Department of Defense (DoD) staff writing tasks such as WARs, SITREPs, executive summaries, and performance reports. • Create grading guidelines to evaluate and score AI-generated outputs, ensuring alignment with DoD standards and expectations for accuracy, tone, and compliance. • Produce authentic report artifacts reflecting the style, structure, and language used in real-world DoD documentation across a range of operational and administrative scenarios. • Contribute to the design and review of test materials that evaluate AI capabilities in summarizing and reporting tasks typically performed by federal personnel. • Engage in feedback cycles to refine prompts, responses, and grading rubrics based on project needs and model performance. • Leverage back-office and communication experience to simulate weekly, monthly, and ad hoc reporting formats familiar to federal organizations. Preferred Qualifications • Former federal contributor for the U.S. Department of War (Department of Defense), with at least 3 years of relevant experience. • Experience producing key reporting artifacts such as Weekly Activity Reports (WARs), Situation Reports (SITREPs), executive summaries, and similar standard formats. • Background in one of the six branches of the U.S. military, with diversity of experience across different roles and units preferred. • Demonstrated excellence in written and verbal communication, with clear attention to detail and audience-appropriate language. • Familiarity with back-office tools and processes, including the production and formatting of PowerPoint briefings, memos, Excel summaries, and related documentation. • Strong analytical skills for evaluating and providing constructive feedback on AI-generated staff writing outputs. • US-based with an understanding of federal compliance, reporting requirements, and DoD-specific terminology and workflows.

Role Title: Video Annotation Expert Role Type: Contractor Location: Remote Our team is engaging Video Annotation Experts to contribute to a project focused on robotics and human-activity video annotation and evaluation pipelines. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze short video clips of robots or people performing actions, assessing alignment with provided written directives. • Determine the accuracy and completeness of actions based on defined end states and project guidelines. • Compare video samples to identify which better fulfills the specified instruction. • Refine, correct, or augment AI-generated video annotations, including action boundaries, descriptions, and feedback points. • Detect subtle differences in movement, object interaction, and action sequences for precise evaluation. • Document observations and decisions using clear written communication. • Apply detailed rubrics and maintain consistent annotation quality throughout the assignment.

Role Title: Adobe Video Editor (Premiere Pro & After Effects) Role Type: Contractor Location: Remote Our team is engaging Adobe Video Editor (Premiere Pro & After Effects) specialists to contribute to a customer's project focused on video data annotation and AI training. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, annotate, and categorize video data using Adobe Premiere Pro and After Effects for optimal input into AI training processes. • Create, modify, and composite motion graphics to enhance and illustrate video data sets. • Ensure accuracy, consistency, and clarity in all video annotations and edits according to project specifications. • Collaborate remotely with project coordinators and other contributors to deliver annotated video assets on time. • Document video editing and annotation methodologies clearly for inclusion in training datasets. • Provide insights and feedback on annotation guidelines to improve data quality and AI learning outcomes. Preferred Qualifications • Proficiency with Adobe Premiere Pro and After Effects, including effects, transitions, keyframing, and compositing. • Experience in professional video editing, motion graphics, and visual storytelling. • Strong written and verbal communication skills, with attention to detail in feedback and documentation. • Background in video data annotation or similar content labeling activities is a plus. • Ability to work independently and manage deliverables in a remote setting. • Enthusiasm for advancing AI technology through high-quality data contribution. • Entry-level or mid-level expertise; this opportunity is not suited for senior-level professionals.

Job Title: Strategic Project Lead, Coding/SWE Job Type: Full-Time Location: Remote The Role As a Strategic Projects Lead (SPL), you will own the end-to-end delivery of coding data pipelines used to train frontier AI models. You’ll work closely with AI Lab clients, software engineering experts, reviewers, and internal teams to ensure high-quality, scalable execution. What You’ll Do • Own end-to-end delivery of coding data pipelines, ensuring quality, timelines, and client alignment. • Drive automation of pipeline workflows, including task generation, validation, QC, and reporting. • Coordinate across experts, reviewers, MTS, and clients to maintain execution consistency and quality. • Define task specifications, golden samples, and review rubrics to establish clear quality standards. • Track and optimize pipeline health across quality, AHT, throughput, and delivery metrics. • Lead continuous improvement based on client feedback, audits, and performance data. What We’re Looking For • Bachelor’s degree in Computer Science, Software Engineering, Computer Engineering, or a related technical field. • Strong understanding of software engineering and coding fundamentals. • 2+ years leading technical projects, operations, or complex data workflows. • Strong analytical and problem-solving skills, with experience using metrics to drive improvements. • Ability to translate client requirements into clear technical specifications and scalable workflows. • Strong stakeholder management and communication skills across technical and client-facing teams. • Startup mindset with a bias toward ownership, automation, and execution. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $120,000 –$160,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Product Management Expert Role Type: Contractor Location: Remote, US-based. micro1 is engaging Product Management Experts to contribute to a customer's project focused on shaping the future of AI-driven product workflows. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Participants will design tasks and craft golden-standard responses reflective of core Product Management deliverables, including PRDs, launch memos, roadmap decks, executive reviews, and cross-functional briefs. This engagement highlights the opportunity to set benchmarks for PM documentation and influence the development of cutting-edge AI capabilities. Scope of Work • Design realistic product management scenarios encompassing spec writing, launch reviews, exec updates, and strategy memos. • Develop gold-standard deliverables that exemplify senior PM-level clarity, polish, and executive-readiness. • Evaluate AI-generated outputs for content structure, prioritization logic, technical depth, and stakeholder clarity. • Author detailed rubrics that define the quality bar for PM communications, including leadership-level vs. early-draft distinctions. • Identify and annotate common failure modes in PM deliverables, such as vague objectives, missing tradeoffs, or unclear prioritization. • Partner with the Our team platform to ensure task designs map to authentic, high-impact PM workflows. Preferred Qualifications • At least 4 years' experience as a PM with a major tech company (FAANG, Microsoft, or similar scale). • Deep ownership of PRDs, launch documentation, roadmaps, and executive presentations. • Mastery of core PM frameworks, including JTBD, opportunity solution trees, or prioritization models. • Exceptional technical writing and native-level written English, adaptable for both technical and executive audiences. • Experience with product strategy, cross-functional communication, and stakeholder management in high-growth environments. • Master's degree preferred, such as an MBA or MS in a relevant technical field.

Role Title: Autodesk Maya Specialist Role Type: Contractor Location: Remote Our team is engaging Autodesk Maya Specialists to participate in a dynamic project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals with 2-3 years of experience who value both verbal and written communication and are passionate about sharing insights from their hands-on proficiency with Autodesk Maya. Scope of Work • Contribute high-quality, detailed insights on Autodesk Maya workflows, tools, and best practices. • Evaluate, annotate, and review 3D models, animations, and assets to support accurate data representation. • Provide clear written and verbal feedback on software usability, feature effectiveness, and common challenges. • Curate and explain best practices for modeling, rigging, texturing, lighting, and rendering in Autodesk Maya. • Assess and critique sample files, tutorials, and user queries for relevance, accuracy, and completeness. • Document key Maya functions, shortcuts, and advanced techniques in accessible language for non-experts. • Collaborate asynchronously with project coordinators to clarify requirements and deliverables. Preferred Qualifications • 2-3 years of practical experience using Autodesk Maya in production or academic settings. • Advanced knowledge of Maya's interface, tools, and industry workflows. • Strong written and verbal communication abilities, with a focus on clarity and precision. • Demonstrated attention to detail in reviewing and generating 3D assets or documentation. • Experience troubleshooting common Maya issues and providing step-by-step solutions. • Ability to explain complex concepts simply for diverse audiences. • Enthusiasm for contributing expertise to improve AI-driven tools and future creative technologies.

Role Title: 3D Animator / Character Animator Role Type: Contractor Location: Remote Our team is engaging 3D Animator / Character Animators to contribute specialized knowledge on a customer’s advanced annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints using MediaPipe-style hand topology, ensuring accuracy and adherence to strict guidelines. • Identify and mark anatomical joints, including the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), fingertips, and thumb-specific joints (CMC, MCP, IP, thumb tip). • Precisely place landmarks following defined annotation protocols and specified tolerance thresholds. • Infer and accurately annotate partially occluded or visually challenging joints and landmarks, reasoning through complex hand positions and object interactions. • Interpret a wide range of hand poses, orientations, and perspectives to ensure consistent and high-quality annotations across varied image and video data. • Review visual feedback, identify deviations from requirements, and make targeted corrections to maintain annotation quality at scale.

Role Title: Robotics/Mechatronics Expert Role Type: Contractor Location: Remote Our team is engaging Robotics/Mechatronics Experts to contribute to a technically advanced project in collaboration with a leading customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and deliver practical robotics or mechatronics tasks using advanced AI coding agents, such as Codex, Claude Science, Claude Code, and Claude Cowork. • Design, implement, and document solutions to challenging technical scenarios relevant to robotics and mechatronics systems. • Demonstrate the application of AI agents in complex, ambiguous, or large-scale engineering problems, including navigating extensive codebases and debugging advanced issues. • Produce detailed, structured written and verbal feedback on AI agent performance and usability, emphasizing workflows where agents generate code sequences rather than simple chat responses. • Contribute real-world examples of using AI coding tools for end-to-end feature development, architectural changes, and problem-solving in STEM contexts. • Collaborate remotely with the project lead, sharing insights on how AI agents can be leveraged for technical acceleration in robotics or mechatronics projects. Preferred Qualifications • Current robotics, mechatronics, or STEM professional with a proven track record of hands-on technical projects. • Proficiency in using Codex, Claude Science, Claude Code, and Claude Cowork agents to generate code sequences for real-world engineering applications. • Demonstrated experience applying AI coding agents to solve complex challenges beyond simple code generation—such as debugging, system design, and optimizing technical workflows. • Strong written and verbal communication skills, with the ability to produce clear documentation and articulate technical insights effectively. • Experience contributing to projects involving large or intricate codebases, end-to-end feature implementation, or major architectural shifts. • Ability to showcase specific examples where AI agentics have been integral to technical problem-solving or workflow automation in robotics or mechatronics. • Familiarity with collaborative, remote project environments and a proactive approach to sharing expertise and knowledge.

Role Title: PhD Physicist Role Type: Contractor Location: Remote Our team is engaging PhD Physicists to contribute their expertise to a customer’s project focused on advanced physics research and AI training. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Contributors will investigate the laws of matter and energy, develop and elucidate physical theories, and play a pivotal role in teaching, evaluating, and articulating complex scientific concepts. This opportunity is ideal for those passionate about research, critical analysis, and scientific communication. Scope of Work • Conduct deep-dive research on fundamental and applied physics topics, exploring the latest developments in the field. • Analyze experimental data and interpret findings to support the formulation of robust physical theories. • Develop clear, detailed explanations of complex scientific concepts for AI system evaluation and instruction purposes. • Assist in the creation and curation of physics-related educational content for AI training modules. • Critically review and assess AI-generated content for conceptual accuracy, clarity, and scientific rigor. • Collaborate remotely with project stakeholders to refine deliverables and ensure alignment with project objectives. • Provide written and verbal feedback on research outcomes and physics-related queries as part of an iterative AI training process. Preferred Qualifications • Doctorate (PhD) in Physics or a closely related scientific discipline. • Demonstrated experience in conducting rigorous scientific research and publishing in peer-reviewed journals. • Strong foundation in theoretical and experimental physics, with the ability to synthesize and communicate complex ideas. • Exceptional critical thinking and problem-solving skills, with a keen attention to detail. • Proficiency in both written and verbal communication, with a passion for science education and outreach. • Experience in developing or delivering physics instruction at the university or advanced undergraduate level is a plus. • Comfort engaging in collaborative, remote research and contributing to multidisciplinary projects.

Role Title: Voice Recorder (Korean + English) Role Type: Contractor Location: Remote Our team is engaging Korean Bilingual Experts to participate in a unique language and audio project for a global customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips and provide accurate transcriptions or evaluations of content in Korean. • Record yourself reading provided sentences in your native language, either in a stationary car or a quiet office environment. • Create specific background noises (such as seatbelt clicks or window motions) during recordings, when requested, ensuring all recordings are completed with the car stationary. • Review and annotate audio data to support the development of speech and language AI models, following detailed project guidelines. • Ensure clarity and naturalness in both written and spoken Korean, contributing to datasets that will be used for machine learning and AI research. • Submit high-quality audio recordings and written feedback through the project platform, adhering to submission requirements. • Comply with all privacy and data usage guidelines, acknowledging that recordings may be retained for ongoing research and system improvement. Preferred Qualifications • Native-level fluency in Korean, with the ability to communicate complex ideas effectively in both spoken and written form. • At least B2-level proficiency in English to follow instructions and provide basic feedback in English. • Strong attention to detail, especially in audio quality, linguistic accuracy, and annotation. • Ability to perform tasks independently and consistently meet project deadlines and deliverables. • Comfortable working in remote settings using digital platforms and audio tools. • Commitment to privacy and ethical data handling, with an understanding of how audio data supports AI development.

Job Title: Senior Accountant Job Type: Full-time Location: Remote Job Summary: We are seeking a Senior Accountant to own our general ledger and month-end close processes. You will be part of our financial reporting function — ensuring books are accurate, close timelines are met, and the integrity of our financial data supports confident decision-making at every level of the organization. Key Responsibilities: • Own the end-to-end month-end close process, including preparation and posting of journal entries, accruals, and adjustments • Maintain and reconcile the general ledger, investigating and resolving discrepancies promptly • Prepare monthly, quarterly, and annual financial statements in accordance with GAAP • Perform balance sheet reconciliations and ensure all accounts are substantiated and documented • Support external audits by preparing schedules, documentation, and reconciliations • Identify and implement improvements to the close process to reduce cycle time and increase accuracy • Partner with leadership to ensure financial data is audit-ready and decision-ready at all times • Maintain and strengthen internal controls around the close and reporting cycle Required Skills and Qualifications: • Bachelor’s degree in Accounting or Finance; CPA or CA preferred • 3-5 years of accounting experience with a clear focus on G/L and month-end close • Hands-on experience with ERP/accounting system • Strong command of Google Sheets and Excel • Deep knowledge of GAAP, account reconciliation, and financial statement preparation • Strong attention to detail with the ability to manage tight close deadlines without sacrificing accuracy • Excellent written and verbal communication skills in English • Comfortable working independently in a fully remote, fast-paced startup environment Preferred Qualifications: • CPA license, or progress toward professional certification • Exposure to AI tools or automated accounting workflows Compensation & Benefits Notice The national pay range for this full-time position is base salary of $90,000 –$120,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: IT Support Specialist Role Type: Contractor Location: Remote Our team is selecting experienced IT Support Specialists to contribute their technical expertise to an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Diagnose and resolve common hardware and software issues across Windows, Mac, and Linux environments, focusing on real-world troubleshooting scenarios. • Document incident details, troubleshooting steps, and resolutions with clarity and precision using ticket management systems (ITSM). • Utilize networking knowledge (TCP/IP, DNS, VPN) to resolve connectivity and configuration incidents. • Support non-technical users by providing clear, empathetic communication and step-by-step technical guidance. • Contribute detailed, scenario-based examples and process documentation that reflect best practices in IT support. • Ensure all input and feedback is well-documented for AI training and continuous improvement purposes. • Collaborate asynchronously within a remote engagement model, delivering high-quality, written and verbal feedback. Preferred Qualifications • Minimum of 3 years’ experience providing Tier 2/3 IT support in diverse operating system and network environments. • Deep familiarity with troubleshooting hardware, software, and networking issues, including root cause analysis. • Proficiency in documenting technical incidents and resolutions using ITSM or similar ticketing platforms. • Strong written and verbal communication skills, with a focus on supporting non-technical end users. • Certifications such as CompTIA A+, CompTIA Network+, or ITIL Foundation are advantageous. • Demonstrated ability to contribute to technical process documentation and knowledge bases. • Proactive, detail-oriented, and comfortable participating in remote, independent project engagements.

Role Title: Data Privacy Analyst Role Type: Contractor Location: Remote Our team is engaging Data Privacy Analysts to contribute their expertise to a customer's data privacy initiative focused on protecting sensitive information. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. This opportunity is designed for professionals adept at reviewing, verifying, and safeguarding personal identifiable information (PII) within transformed datasets. The project emphasizes qualitative input and thorough spot-checks to ensure all sensitive details have been properly managed. Scope of Work • Conduct spot-checks of transformed datasets to identify and validate proper redaction or anonymization of PII. • Perform detailed document reviews to verify data privacy standards are consistently upheld. • Assess data sets for any missed or improperly handled sensitive information, providing clear and actionable feedback. • Document and report any discrepancies or observations using provided tools and templates. Preferred Qualifications • Strong background in contract review, quality assurance, eDiscovery, and compliance processes. • In-depth understanding of Personal Identifiable Information (PII) and data privacy regulations. • Background as a Paralegal, eDiscovery Specialist, Privacy Analyst, Information Governance Specialist, Compliance Manager, or Legal Document Review Lead. • Experience in legal document review, litigation support, or managed legal services. • Proven track record of working with sensitive data in high-stakes environments. • Detail-oriented, analytical, and able to maintain accuracy under pressure.

Role Title: Business Document Expert (Excel, PowerPoint, Word) Role Type: Contractor Location: Remote Our team is engaging Business Document Experts (Excel, PowerPoint, Word) to participate in a project designed to advance AI capabilities in professional business documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work • Design and create realistic business tasks and scenarios based on your professional experience involving complex PowerPoint, Excel, and Word deliverables. • Engage in dynamic, prompt-driven conversations with language models, challenging them with work representative of Fortune 500 business environments. • Evaluate AI-generated solutions by comparing multiple model responses, assessing quality, accuracy, and effectiveness for real-world business needs. • Develop and submit detailed assessments highlighting strengths, weaknesses, and areas for model improvement based on your domain expertise. • Contribute cross-functional tasks such as financial modeling, executive presentations, strategic proposals, or data-driven reporting, tailored to your industry background. • Document findings and provide actionable feedback to inform the ongoing development of AI systems for business documentation use cases. • Collaborate asynchronously with project coordinators to ensure the authenticity and utility of submitted challenges and evaluations. Preferred Qualifications • At least 3 years of hands-on experience in business settings across finance, healthcare, consulting, tech, retail, or related industries. • Extensive proficiency with advanced Excel, PowerPoint, and Word—creating complex models, reports, presentations, and analyses. • Direct experience supporting or driving projects in strategy, operations, sales, marketing, finance, or HR functions within a Fortune 500 context. • Expertise in designing nuanced business scenarios that reflect challenging, high-impact office deliverables. • Strong written and verbal communication skills, with the ability to clearly articulate feedback and rationale in documentation. • Familiarity with conversational interactions or prompt engineering with language models is a plus, but not required.

Job Title: Robot Teleoperator Job Type: Full-time Location: On-site, US Only The Role Join our Robotics Operations team as a Robot Teleoperator. In this hands-on laboratory role, you'll operate state-of-the-art robotic manipulators and humanoid robots using advanced teleoperation interfaces, including leader-arm systems, VR headsets, motion controllers, and other human-machine interfaces. You'll work alongside robotics engineers and AI researchers to generate high-quality demonstration data that trains the next generation of Physical AI foundation models. What You'll Do • Teleoperate robotic arms and humanoid robots using 1:1 real-time control in designated safety lanes via leader-arm systems, VR headsets, and handheld controllers. • Perform structured manipulation tasks while producing consistent, high-quality • demonstration data for a wide variety of real-world tasks, including: • Picking and placing objects • Sorting household items • Folding clothing and fabrics • Opening and closing containers • Assembly and light manufacturing tasks • Multi-step manipulation use-cases • Meet established quality and productivity metrics throughout each 8-hour shift. • Monitor data collection sessions and report hardware or software failures. • Support continuous improvements to our data collection pipelines. • Note: This is a metrics-based role. Operators are expected to meet established quality and productivity targets while maintaining exceptional demonstration accuracy. Consistent, high-quality data collection is essential to the success of our AI systems. Physical Requirements • Ability to stand, walk, and move throughout the robotics facility for up to 6 hours per shift. • Full use of both arms, hands, and upper-body mobility to safely teleoperate robotic arms and humanoid robots. • Excellent manual dexterity, fine motor skills, and hand-eye coordination for precise 1:1 robot control. • Comfortable performing repetitive manipulation tasks while maintaining consistent accuracy and quality. • Able to wear VR headsets and operate leader-arm systems, handheld controllers, and other teleoperation interfaces for extended periods. • Capable of working safely around active robotic systems while following all laboratory safety protocols. Shift Schedule Operations run 24/7 with overlapping shifts to maximize productive robot-hours. • Shift 1: 5:45 AM – 12:00 PM • Shift 2: 11:45 AM – 6:00 PM • Shift 3: 5:45 PM – 12:00 AM • Shift 4: 11:45 PM – 6:00 AM Shift overlap allows operators to transfer context, hand off robots efficiently, and maintain continuous production in our facility. What We're Looking For • Excellent hand-eye coordination and manual dexterity. • Gaming experience requiring precise controller input (FPS, simulation, racing, VR). • Experience with VR systems (Meta Quest, Vision Pro, SteamVR, or similar). • Strong attention to detail and commitment to quality. • Comfortable performing repetitive, precision-focused work. • Able to learn new robotic platforms and control interfaces quickly. • Basic troubleshooting skills and ability to communicate technical issues. • Reliable, collaborative, and comfortable working in a fast-paced laboratory environment. Nice to have • Experience with robotics, automation, manufacturing, laboratory work, or teleoperation. • Interest in robotics, AI, or human-robot interaction.

Role Title: Math Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Math Experts (PhD) to contribute to an advanced AI training project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and provide comprehensive, accurate, and insightful responses to complex mathematics prompts spanning undergraduate and graduate curricula. • Review, refine, and deliver "golden responses"—high-quality model answers that exemplify subject mastery for use in AI training. • Collaborate with a distributed team of experts to ensure clarity, precision, and educational value in all mathematics content produced. • Analyze and interpret intricate mathematical problems, proofs, and concepts, distilling them into structured and accessible explanations. • Contribute feedback to improve project guidelines, response standards, and content workflows as the engagement evolves. • Adhere to project requirements regarding format, quality, and timeliness of deliverables. Preferred Qualifications • PhD in Mathematics or closely related discipline from an accredited institution. • Proven track record of academic excellence and subject-matter expertise, especially at the graduate level. • Exceptional written and verbal communication skills; ability to articulate complex concepts clearly and succinctly. • Experience authoring or reviewing mathematics materials, such as textbooks, exams, problem sets, or journal articles. • Familiarity with various branches of pure and applied mathematics. • Demonstrated attention to detail and commitment to producing precise, high-quality work. • Adaptability and openness to collaborative, iterative feedback in a remote expert network environment. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Private Equity & Investment Funds Attorney Role Type: Contractor Location: Remote Our team is engaging Private Equity & Investment Funds Attorneys to contribute to a customer project focused on complex transaction documentation and investment fund matters. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and annotate a diverse range of transactional agreements, including MSAs, SPAs/APAs, DPAs, LPAs, side letters, and NDAs, ensuring accuracy and practical insight. • Analyze and provide structured feedback on credit agreements, banking documents, SaaS/cloud technology service agreements, leases, employment agreements, and IP/technology licenses. • Contribute expertise on investment funds, asset management, private equity, M&A, and corporate/commercial law, focusing on the nuances of contract negotiation and drafting. • Evaluate and clarify legal language to improve the understanding and application of contractual terms for advanced AI learning frameworks. • Draft sample clauses and identify key risk areas in legal contracts, supporting the creation of robust training data sets. • Stay attuned to sector-specific trends in data privacy, cybersecurity, and technology transactions, providing context as needed for AI system accuracy. • Collaborate with other legal professionals to benchmark agreement standards and highlight best practices for learning materials. Preferred Qualifications • JD from an accredited law school is strongly preferred; LLM may be considered with exceptional relevant experience. • 8+ years of experience in private equity, investment funds, M&A, or asset management legal practice with significant responsibility for complex agreements. • Demonstrated expertise with a variety of transactional documents, including MSAs, SPAs/APAs, LPAs, DPAs, side letters, and NDAs. • In-depth knowledge of contract-heavy work in the investment funds, banking & finance, technology/SaaS, and data privacy sectors. • Exceptional written and verbal communication skills, with a focus on clarity and precision in legal drafting and analysis. • Ability to synthesize complex legal concepts for varied audiences and leverage attention to detail in all deliverables. • Familiarity with emerging trends in technology contracts, data privacy, and cloud services is a plus.

Role Title: Senior Hospitalist Clinical Reviewer Role Type: Contractor Location: Remote Our team is engaging Senior Hospitalist Clinical Reviewers to contribute to a high-impact project with a customer focused on inpatient quality and documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. This is a unique opportunity for experts who care deeply about clinical excellence and enjoy articulating nuanced clinical reasoning and judgment in both written and verbal formats. Scope of Work • Review inpatient cases for clinical quality, documentation accuracy, and appropriate care. • Use clinical judgment to identify unclear, complex, or unusual cases. • Provide clear feedback and explain the reasoning behind your decisions. • Help improve guidelines and review standards used to train AI models. • Document findings clearly and support decisions with clinical standards when needed. • Work with the project team to clarify difficult cases and questions. • Help maintain high-quality and consistent review standards. Preferred Qualifications • MD or DO with 10+ years of attending-level hospitalist experience. • Experience with clinical quality, documentation review, medical auditing, or QA. • Strong clinical judgment and ability to make clear decisions on complex or ambiguous cases. • Strong written and verbal communication skills. • Experience leading or contributing to inpatient quality, documentation improvement, or coding/QA programs is a plus. • Experience with hospital quality assurance or medical audit processes. • Comfortable working independently in a remote environment.

Role Title: SolidWorks Specialist Role Type: Contractor Location: Remote Our team is engaging SolidWorks Specialists to contribute to a high-impact mechanical design project for an innovative customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Note on Software: We're looking for experts with strong 3D parametric CAD modelling experience — for example, in SolidWorks. This experience is directly transferable to FreeCAD, which is the software this project will focus on. Prior FreeCAD experience is ideal. Scope of Work • Create fully-parametric 3D CAD models of mechanical parts and assemblies based on written briefs, focusing on robust feature trees and precise constraints. • Edit and update existing parametric models to meet new technical requirements, ensuring complete documentation of changes. • Audit and review models for dimensional accuracy, proper tolerance application, and manufacturability across various processes. • Apply deep knowledge of DFM principles for injection molding, sheet metal, CNC machining, and casting/forging throughout modeling tasks. • Translate design intent and requirements into clear, structured CAD data suitable for AI model training. • Communicate effectively with project coordinators and fellow contributors through detailed written reports and verbal updates. Preferred Qualifications • 4+ years of hands-on parametric CAD experience (SolidWorks, FreeCAD, Fusion 360, or Autodesk Inventor) for editing, and 10+ years for creation of complex assemblies. • Practical application of GD&T per ASME Y14.5 or equivalent standards in real-world manufacturing contexts. • Track record in supporting at least two or more manufacturing methods: injection molding, sheet metal, CNC, or casting/forging. • Current, active involvement in mechanical/industrial CAD modeling. • Strong written and verbal communication skills, with emphasis on clear, concise project documentation. • Reverse engineering capability (e.g., scan-to-CAD, point cloud conversions) considered a significant advantage. • Experience with assembly-level modeling and, optionally, automating CAD workflows via scripting (Python, iLogic, VBA, etc.).

Role Title: Federal Staff Reporting Analyst Role Type: Contractor Location: Remote (US Only) Our team is engaging Federal Staff Reporting Analyst Experts to contribute to a dynamic project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create, review, and refine authentic federal reporting artifacts such as Weekly Action Reports (WARs), Situation Reports (SITREPs), after-action summaries, and executive briefings, based on provided prompts and documentation. • Develop high-quality, clear written responses and summaries that reflect the nuanced styles and standards of federal and military reporting practices. • Evaluate and grade sample project submissions, utilizing detailed grading guidelines to assess clarity, accuracy, compliance, and adherence to reporting conventions. • Contribute input artifacts and golden reference responses for a variety of status, activity, and compliance report types often used across federal agencies and military branches. • Support the creation of guidelines, criteria, and evaluative rubrics for training AI models in federal report generation and staff writing. • Consult on task design and requirements, lending insights from specialized reporting experience to improve project outputs. • Participate in feedback cycles to ensure deliverables consistently meet evolving project and client standards. Preferred Qualifications • Prior experience as a federal professional in the US Department of War/Defense, with a minimum of 3 years engaged in federal reporting or staff writing functions. • Demonstrated expertise producing templated reports, such as WARs, MARs, SITREPs, after-action reports, executive summaries, and similar documents. • Background with one or more branches of the US military; a diverse range of experiences across branches and positions is especially valued. • Exceptional written and verbal communication skills, with a strong attention to clarity, tone, and compliance with federal style guides. • Experience using Microsoft Office suite (PowerPoint, Excel, Word) in producing official reports, memos, and presentations. • Ability to articulate reporting methodology and provide feedback for training and assessment purposes. • Based in the United States with a proven track record of confidential and compliant report handling in a federal or military context.

Role Title: Subject Matter Expert – Medicine & Biostatistics Chart Analysis Role Type: Contractor Location: Remote Our team is selecting Subject Matter Expert – Medicine & Biostatistics Chart Analysis professionals to contribute advanced domain insights to a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Interpret complex medical and biostatistical charts, including Kaplan-Meier curves, forest plots, ROC curves, hazard-ratio plots, and similar clinical or epidemiological visualizations, with professional accuracy. • Draft clear, objective, and multi-step analytical questions based on intricate visual data, requiring quantitative reasoning and detailed interpretation beyond basic data extraction. • Deliver precise, unambiguous answers accompanied by comprehensive, step-by-step explanations in expert-level written English, outlining calculations, statistical inferences, or clinical judgment. • Apply domain-specific medical and biostatistical terminology, ensuring accurate reference to units, scales, confidence intervals, p-values, and annotations across all deliverables. • Design reasoning tasks that emphasize graphical interpretation, comparisons, calculations, trend analysis, and data interpolation, while strictly avoiding subjective or ambiguous phrasing. • Collaborate remotely and reliably with project teams via written and verbal channels, actively incorporating feedback and upholding consistent, high-quality communication. • Produce verifiable reasoning assignments that directly support training and evaluation use cases for advanced AI models. Preferred Qualifications • Bachelor's, Master's, or Doctoral degree (MD, MPH, PhD, or equivalent) in Medicine, Epidemiology, Biostatistics, Public Health, or a closely related quantitative or clinical field. • Two or more years of professional, academic, or research experience interpreting clinical trial data, survival analyses, or epidemiological visualizations. • Demonstrated advanced skill with axes, legends, units, scales, confidence intervals, and statistical annotations in medical charts (e.g., Kaplan-Meier, forest, ROC curves). • Proven ability to clearly articulate analytical processes and provide clinical or biostatistical reasoning in high-quality written and spoken English. • Bilingual proficiency in English and, ideally, a second language relevant to medical or research practice. • Experience in technical documentation, scientific publishing, assessment or analytical task development, or structured data annotation for clinical, research, or AI-focused projects. • Background in producing benchmark questions, technical reports, or data annotation tasks for medical, clinical research, or AI model development engagements.

Job Title: QA Engineer Job Type: Full-time Location: Remote The Role We’re looking for a QA Engineer to help ensure the quality, reliability, and overall performance of our products. In this role, you’ll work closely with engineers, product teams, and other stakeholders throughout the development lifecycle. You’ll be responsible for testing new features, identifying and documenting issues, improving test coverage, and helping the team maintain a high standard of quality as we continue to build and ship quickly. The ideal candidate has strong manual testing fundamentals, hands-on experience with test automation, and a solid understanding of modern QA practices and software development lifecycles. Key Responsibilities • Own testing activities across new features, product improvements, and bug fixes. • Design, execute, and maintain comprehensive manual test cases and test scenarios. • Identify, document, track, and validate bugs throughout the development lifecycle. • Build and maintain automated tests to improve regression coverage and overall testing efficiency. • Perform functional, regression, integration, and exploratory testing across the product. • Collaborate with engineering and product teams to understand requirements, identify potential risks, and ensure appropriate test coverage. • Participate in Agile development processes, including planning, refinement, and release cycles. • Identify opportunities to improve QA processes, testing practices, and overall product quality. • Manage testing priorities and communicate blockers, risks, and findings throughout the development lifecycle. Required Skills and Qualifications • Proven experience in software quality assurance within agile, fast-paced environments. • Strong expertise in manual testing methodologies, test planning, and test execution. • Hands-on experience implementing, maintaining, and executing automated tests and testing frameworks. • Proven experience performing functional, regression, integration, and exploratory testing. • Strong understanding of software development lifecycles, QA processes, and release validation. • Solid experience with bug-tracking systems, test management tools, and version control platforms. • Proven experience identifying, documenting, reproducing, and validating software defects. • Strong understanding of test coverage, regression strategies, and quality assurance best practices. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $100,000 –$140,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Accountant (CPA/CA) Job Type: Contract Location: Remote Job Summary: You'll use your tax expertise to help train next-generation AI systems. The core work is reading US sales and use tax statutes and defining exactly what an AI's formal translation of the law must capture to be correct. Work spans multiple state jurisdictions, with some federal provisions as well. No prior AI experience needed. Your ability to read a statute and break it into precise, testable requirements is what matters. Key Responsibilities: • Read and interpret sales and use tax statutes and regulations across US state jurisdictions, and occasionally federal tax provisions, at the level of individual subsections. • Author rubrics: break a section of law into a checklist of discrete requirements the AI's translation must satisfy, grounded strictly in the statute text and written independently of the AI's output. • Assign severity to each requirement (critical vs. secondary vs. minor) based on genuine statutory weight, not defaulting everything to critical. • Review the AI's formal translation of a statute and score it pass/fail against your rubric, checking that conditions, thresholds, AND/OR logic, and exceptions are captured accurately. • Write clear, self-contained test scenarios (including edge cases) for failed criteria, with explicit facts, dates, amounts, and expected outcomes. • Identify and flag discrepancies, statutory exceptions, and genuine ambiguities in the law. • Work within a digital review platform, submitting structured written evaluations. Required Skills and Qualifications: • Active CPA license, Chartered Accountant designation, or experience as a US tax attorney. • Sales and use tax or broader state and local tax statutory experience strongly preferred. • Proven ability to read and interpret tax statutes and regulations, not just prepare returns. • Comfort working with legal logic: conditions, thresholds, AND/OR structures, exceptions, and defined terms. • Strong written communication with a focus on precision. Another reviewer should reach the same conclusion from your criteria. • High attention to detail, especially around "except for" clauses and edge cases. • Comfort providing structured feedback through a digital review interface. Preferred Qualifications: • Experience across multiple state tax jurisdictions. • Enrolled Agent designation, or federal tax experience relevant to the scenario-review track. • Direct experience reviewing or validating AI or technology-driven tax content. • Background in training teams or giving written feedback on legal/tax language. • Interest in the intersection of technology and tax compliance.

Role Title: Hospitalist Physician Role Type: Contractor Location: Remote Our team is engaging Hospitalist Physicians to contribute their medical expertise to a customer project focused on inpatient care and documentation standards. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work • Review medical records, including FHIR data and clinical notes for AI Training. • Check whether clinical information and claims are supported by the medical record. • Review inpatient documentation, including HPI, PMH, assessments, and plans. • Follow clear guidelines and apply the same standards consistently. • Identify missing, incorrect, or inconsistent information in medical records. • Share feedback to help improve AI models and data quality. • Communicate clearly with the project team about your work and findings. Preferred Qualifications • MD or DO, board certified in Internal Medicine, Pediatrics, or Hospital Medicine. • Current or recent inpatient/hospitalist experience (within the last 2 years). • Strong understanding of inpatient documentation and hospital workflows. • Comfortable reviewing clinical notes and raw medical record data. • Strong attention to detail and ability to follow clear guidelines consistently. • Experience with chart review, clinical documentation improvement, utilization review, or medical coding/QA is a plus. • Experience working across different inpatient services or specialties is a plus.

Role Title: Travel Agent Role Type: Contractor Location: Remote Our team is engaging Travel Agents to provide specialized insight and practical knowledge to support a dynamic customer project in the travel sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement is ideal for experienced travel professionals who excel in written and verbal communication and thrive in a collaborative, forward-thinking environment. Scope of Work • Deliver detailed, scenario-based feedback on travel planning, booking processes, customer interaction, and industry best practices. • Analyze and critique travel-related queries, itineraries, and sales strategies to ensure AI outputs align with real-world standards. • Develop realistic travel booking scenarios and effective negotiation approaches for a variety of customer profiles and destinations. • Evaluate and improve communication protocols and customer service responses for clarity and professionalism. • Provide recommendations for optimizing sales techniques and upselling strategies within the travel domain. • Participate in written and verbal project discussions to clarify requirements and share expert perspectives. • Review and refine AI-generated content, ensuring high-quality reading comprehension and industry relevance. Preferred Qualifications • 5+ years of experience as a Travel Agent or in a closely related travel consultancy role. • Proven expertise in customer service, travel planning, and sales negotiation. • Exceptional written and verbal communication skills, with the ability to provide actionable, constructive feedback. • Strong reading comprehension for evaluating complex travel scenarios, itineraries, and procedures. • Familiarity with current travel industry trends, technologies, and global destinations. • Experience handling diverse customer requests and resolving conflicts with a customer-centric approach. • Detail-oriented and analytical mindset with a passion for continuous learning and process improvement.

Role Title: Senior Backend Engineer Role Type: Contractor (20 hrs perweek) Location: Remote Our team is engaging Senior Backend Engineers to participate in an advanced project for a customer, focused on creating sophisticated Reinforcement Learning Environments for AI model training and evaluation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert, you will create Reinforcement Learning Environments that test an AI model’s ability to design, deploy, troubleshoot, secure, scale, and recover production-grade cloud infrastructure. You will develop realistic scenarios involving distributed systems, networking, IAM, queues, durable storage, observability, rolling deployments, and disaster recovery, then build reproducible environments, deterministic validation tests, golden reference solutions, and intentionally defective variants. Scope of Work • Design, develop, and implement realistic cloud infrastructure environments to evaluate AI model proficiency in systems design, deployment, and troubleshooting. • Create detailed and reproducible scenarios involving distributed systems, networking, Identity and Access Management (IAM), message queues, persistent storage, observability, rolling deployments, and disaster recovery. • Develop deterministic validation tests and golden reference solutions to ensure the reliability and accuracy of reinforcement learning environments. • Produce intentionally defective variants and failure scenarios to rigorously test AI model responses and recovery strategies. • Document the architecture, edge cases, and operational flows for all developed environments, ensuring clarity and reproducibility for future use. • Collaborate with technical leads and project participants to iteratively refine environment specifications and acceptance criteria. • Apply DevOps and infrastructure automation practices to deliver scalable, secure, and maintainable solutions for cloud-based systems evaluation. Preferred Qualifications • Proven expertise with backend programming languages, such as C++, Python, Rust, GoLang, JAVA, or JavaScript. • Strong practical experience with DevOps, cloud infrastructure, CI/CD pipelines, and automation tools. • Demonstrated ability to architect, scale, and secure distributed systems in production-grade environments. • Deep understanding of networking, IAM, queues, durable storage, and disaster recovery concepts. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes), reviewed by recruiters) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Associate Data Partnerships Manager Job Type: Full-time Location: Remote The Role We are looking for a Data Partnerships Manager to identify, engage, and close partnerships with companies that have valuable operational data for AI training and evaluation. Compensation: $50–$70/hour and ~$2K per deal closed. Closing 5–10 deals/month is very achievable. What You'll Do • Find companies that have valuable operational data for AI training. • Reach out to founders, executives, and business owners through outbound prospecting. • Book and run discovery calls with potential partners. • Explain how their data can be used for AI training and evaluation. • Answer questions about privacy, security, data ownership, and anonymization. • Negotiate partnership terms and close deals. • Build and manage your pipeline from first outreach through signed agreement. • Work with internal teams to onboard partners after closing. What We're Looking For • Strong communication and relationship-building skills. • Comfortable speaking with founders, executives, and business owners. • Confident running discovery calls and explaining value clearly. • Comfortable with outbound outreach and building new relationships from scratch. • Able to clearly explain technical concepts to non-technical people. • Resourceful, proactive, and comfortable working in a fast-moving environment. • Motivated by closing deals and performance-based compensation. Preferred • 2+ years of experience in Business Development, Partnerships, B2B Sales, or a similar role. • Proven experience sourcing, negotiating, and closing B2B deals. • Experience with outbound prospecting and pipeline development. • Experience in AI, data, SaaS, or technology partnerships.

Role Title: Biostatistician Role Type: Contractor Location: Remote Our team is engaging Biostatisticians to contribute to a customer's advanced project in AI benchmarking. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author expert-level evaluation tasks simulating real-world biostatistics challenges, such as clinical trial analysis, regulatory submission reviews, and observational study assessments. • Source, construct, and curate authentic datasets including trial data, patient records, and protocol documents for task use. • Define correct methodological solutions and defensible clinical interpretations for each evaluation scenario. • Develop comprehensive, 35+ item rubrics to evaluate AI agent performance with respect to methodological rigor and clinical reasoning. • Ensure all tasks reflect the complexity and depth of real-world biostatistics practice, avoiding simplified or textbook-style examples. • Collaborate with project stakeholders to ensure deliverables align with regulatory and scientific standards. Preferred Qualifications • MS or PhD in biostatistics, statistics, or epidemiology. • 4+ years of experience in pharmaceutical, contract research, hospital, or academic medical contexts. • Demonstrated command of clinical study design, regulatory documentation, and observational research methodologies. • Advanced proficiency in R, Python, SAS, or Stata applied to real clinical or epidemiological datasets. • Strong attention to methodological detail, clinical interpretation, and regulatory sensitivity. • Experience preparing submission-ready deliverables for regulatory agencies (e.g., FDA, EMA) is a plus. • Excellent written communication skills and ability to author detailed grading rubrics and technical documentation. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: CAD Data Generation & Validation Specialist (FreeCAD) Role Type: Contractor Location: Remote Our team is engaging CAD Data Generation & Validation Specialists (FreeCAD) to contribute to a leading-edge customer project focused on AI model training. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work • Produce, edit, and validate precise parametric CAD models using FreeCAD, focusing on robust geometric accuracy and engineering best practices. • Develop a diverse library of mechanical parts, assemblies, and features to support AI dataset creation and model training needs. • Apply Geometric Dimensioning & Tolerancing (GD&T) principles to ensure models reflect real-world mechanical design standards. • Conduct quality assurance reviews of CAD data, identifying and resolving discrepancies while maintaining detailed engineering documentation. • Implement feedback and revisions efficiently to continually refine CAD deliverables in response to evolving project requirements. • Optionally utilize Python scripting to automate modeling tasks or enhance model parametrization for increased efficiency and dataset richness. • Document modeling workflows and decisions to ensure reproducibility and transparency in the dataset creation process. Preferred Qualifications • 2+ years of experience in mechanical design, CAD modeling, manufacturing, or industrial engineering, with a strong track record using FreeCAD or equivalent parametric CAD software. • Demonstrated expertise in parametric modeling and mechanical design, with a deep understanding of engineering best practices. • Proficiency in CAD validation and the application of GD&T for real-world manufacturing scenarios. • Familiarity with industrial engineering principles and common manufacturing processes. • Strong attention to detail and a commitment to precision and quality in all deliverables. • Experience preparing comprehensive engineering documentation for technical and non-technical audiences.

Role Title: Data Entry Keyer Role Type: Contractor Location: Remote Our team is engaging Data Entry Keyers to contribute to a customer's advanced AI benchmark project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and produce expert-level evaluation tasks that simulate real-world data entry and validation challenges for AI agents. • Construct and curate large, complex datasets—including CSVs, PDFs, spreadsheets, and technical documents filled with realistic errors such as malformed records, missing data, and inconsistent formats. • Define the correct final state for each task, specifying the exact error cases and reconciliation requirements that an AI must address. • Author detailed grading rubrics (35+ criteria) for assessment of AI agent outputs, focusing on both accuracy and completeness in error detection. • Ensure all authored tasks mirror the authentic complexity and standards of highly regulated or audit-sensitive environments. • Collaborate asynchronously through precise written and verbal communication to iterate and refine evaluation materials. Preferred Qualifications • Extensive experience in data entry, quality assurance, or data validation within regulated or audit-sensitive domains such as healthcare claims, finance back office, or legal operations. • Demonstrated ability to achieve and document high accuracy standards, including measurable error rates and outcomes. • Strong skills in detecting and analyzing data inconsistencies, silent truncations, and formatting irregularities across diverse file types. • Proficient written English, enabling clear drafting of complex evaluation tasks and comprehensive grading rubrics. • Exceptional attention to detail and a disciplined, process-oriented work style. • Experience contributing to projects with high stakes for compliance, accuracy, or data integrity is highly valued. • Comfort working independently and communicating proactively within remote, distributed project environments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: STEM AI Agent Research Specialist Role Type: Contractor Location: Remote Our team is engaging STEM AI Agent Research Specialists to contribute to a customer's advanced AI training project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement focuses on reviewing and analyzing historical session traces from local or agentic AI tools used in rigorous STEM research or technical problem-solving. Strong written and verbal communication skills are essential, as you will assess, document, and articulate technical processes and insights for project deliverables. Scope of Work • Review, curate, and submit historical session traces from local or agentic AI tools (e.g., Claude Code, Claude Cowork, Codex, Claude for Life Sciences, OpenCode) demonstrating substantive STEM research or technical workflows. • Analyze and validate the technical depth and integrity of AI-assisted problem-solving, ensuring sessions involve multi-step reasoning and authentic human guidance. • Document research methodologies, problem-solving approaches, and points of human intervention within session traces. • Evaluate the effectiveness and limitations of agentic AI tools in STEM research contexts, highlighting areas for improvement or model training. • Produce clear, concise written explanations outlining session processes, outputs, and validation steps. • Provide constructive feedback on the AI’s performance, accuracy, and reasoning based on professional STEM experience. • Important: This role requires hands-on experience using local agentic AI tools to support STEM workflows (e.g., research, coding, analysis, experimentation, or technical problem-solving). Candidates without practical experience using these tools may not be a strong fit for this project. Preferred Qualifications • Advanced academic or professional background in a STEM field (science, technology, engineering, or mathematics). • First-hand experience using local or agentic AI tools for research or technical projects, beyond web-based chatbots. • Access to and familiarity with historical session data involving STEM or technical workflows. • Strong skills in scientific reasoning, technical research, data analysis, code debugging, and research documentation. • Demonstrated ability to guide, challenge, and validate AI-generated outputs within complex problem-solving scenarios. • Excellent written and verbal communication skills for clear technical documentation and feedback. • Experience with AI evaluation, output validation, and iterative research methods is highly valued.

Role Title: Senior FreeCAD Engineer Role Type: Contractor Location: Remote Our team is engaging Senior FreeCAD Engineers to contribute expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create, modify, and validate detailed parametric CAD models in FreeCAD to specified project requirements. • Develop and optimize mechanical assemblies, leveraging best practices in assembly design and component integration. • Apply rigorous Geometric Dimensioning and Tolerancing (GD&T) and Design for Manufacturing (DFM) principles to ensure manufacturability and quality. • Generate clear, precise technical drawings and documentation for engineering review and downstream processes. • Conduct thorough engineering QA reviews of CAD models and drawings to identify, communicate, and help resolve issues. • Utilize Python scripting for CAD automation tasks, streamlining repetitive or complex modeling operations (highly preferred, not mandatory). • Collaborate by providing insightful feedback on model accuracy, design intent, and process improvements. Preferred Qualifications • 2+ years of experience in mechanical engineering, product design, or industrial engineering or any other related field with a focus on parametric CAD modeling. • Advanced proficiency in FreeCAD or equivalent parametric CAD platforms. • Strong knowledge of mechanical design fundamentals, including GD&T and DFM best practices. • Demonstrated ability to produce comprehensive technical drawings and documentation for manufacturing and assembly. • Experience conducting engineering QA and verifying model integrity and compliance with specifications. • Excellent analytical, problem-solving, and communication skills relevant to remote, project-based collaboration.

Job Title: AI/ML Engineer, Internal Platforms Job Type: Full-time Location: Remote The Role Join our team to build and improve a next-generation AI recruiting agent. You'll develop new capabilities, experiment with the latest LLMs and agent frameworks, and ship production-ready AI features that make the agent smarter, more reliable, and more useful. What You'll Do • Build and improve AI agent capabilities using modern LLMs. • Develop backend services and APIs in Python. • Design and iterate on prompts, workflows, RAG, and agent orchestration. • Evaluate model performance and continuously improve quality through experimentation. • Collaborate with product and engineering teams to deliver AI-powered features. • Deploy and maintain scalable AI systems in production. • Stay current with the latest AI models, tools, and best practices. What We're Looking For • Strong Python software engineering skills. • Experience building applications with LLMs and AI APIs. • Familiarity with agent frameworks such as LangChain, LangGraph, or LlamaIndex. • Experience building APIs with FastAPI or similar frameworks. • Experience with cloud platforms (AWS, GCP, or Azure). • Strong problem-solving skills and an experimental mindset. • Excellent communication and collaboration skills. Preferred Qualifications • Experience shipping AI products or AI agents to production. • Familiarity with RAG, tool calling, model evaluation, or prompt engineering. • Contributions to open-source AI projects or personal AI applications. • Experience working in fast-paced, AI-first environments. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $130,000 –$160,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Member of Technical Staff, Robotics Research Job Type: Full-time Location: Remote The Role Join us in shaping the future of robotics data. As a Robotics Researcher, you’ll work at the intersection of robotics, embodied AI, and data—researching and designing the datasets, collection methods, and evaluation frameworks that power next-generation robot learning and perception systems. You’ll collaborate with leading AI and robotics teams to translate frontier research challenges into high-quality, scalable data solutions for real-world physical AI. What You’ll Do: • Research the data needs of frontier robotics, world models, and physical AI systems. • Design new datasets and collection methods across egocentric video, teleop, UMI, robot trajectories, sensors, and simulation. • Define data schemas, annotations, ground truth, and evaluations for areas like manipulation, navigation, spatial reasoning, and physical understanding. • Run experiments to understand what data and structure most improve model performance. • Work with leading AI and robotics labs to turn research needs into scalable data pipelines and products. • Stay current on frontier research and use it to shape Our team’s robotics data strategy. What You Bring • 2–5+ years in robotics, computer vision, multimodal learning, embodied AI, or applied ML research. • Strong understanding of robotics/physical AI and multimodal data. • Ability to translate research problems into concrete datasets, experiments, and specifications. • Strong technical communication and cross-functional collaboration skills. • Degree in Robotics, CS, EE, ML, or related field, or equivalent experience. Bonus Points • Experience working at a leading robotics, AI, or autonomous systems company or research lab. • Hands-on experience with embodied AI datasets, imitation learning, teleoperation, or robot learning pipelines. • Experience designing or working with multimodal robotics datasets, including video, sensor, trajectory, or simulation data. • Hands-on experience with robotics hardware, sensor integration, or rapid prototyping. • Familiarity with data collection and evaluation for manipulation, navigation, spatial reasoning, or world models. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Member of Legal Staff, Commercial Counsel Job Type: Full-time Location: Remote (opportunity to work from our SF office) The Role We are looking for a high-potential commercial attorney to join our legal team. This person will initially focus on data-licensing agreements, inbound technology transactions, marketing and procurement contracts, and a broad range of other commercial matters. The ideal candidate has exceptional academic credentials, strong foundational legal training, and a demonstrated ability to move quickly. Experience with intellectual property and data licensing is valuable, but we care most about strong commercial-contracting fundamentals and the ability to work effectively with a broad range of internal stakeholders in a very fast paced, fluid environment. This is an opportunity for an ambitious attorney who wants to grow alongside a rapidly scaling company. We expect this person to develop expertise in new areas of the business, take on increasingly sophisticated matters, and materially expand their remit as their capabilities and the needs of the company grow. What You’ll Do • Draft, review, and negotiate a broad range of commercial agreements, with a particular focus on data licensing, marketing, and inbound technology agreements. • Support other commercial matters, including vendor agreements, partnership agreements, statements of work, and NDAs. • Partner with internal teams to translate legal and contractual risk into clear, business-oriented recommendations. • Develop a deep understanding of the company’s products, business model, technical environment, and data flows. • Navigate novel legal and commercial questions with limited precedent, exercising strong judgment around when to make a call and when to escalate. • Build and improve contract templates, negotiation playbooks, fallback positions, and self-service resources that help the business move faster. • Identify opportunities to streamline legal operations through AI-enabled contract review, intake, automation, and knowledge management. • Help shape scalable legal processes as the company and its commercial relationships grow in complexity. What We’re Looking For • Juris Doctor (JD) and active membership in at least one U.S. state bar. • Strong academic credentials and foundational legal training. • Significant experience drafting and negotiating sophisticated commercial and technology agreements, particularly involving data, software, technology, or intellectual property. • Excellent legal judgment and the ability to distinguish between theoretical risk and risk that materially impacts the business. • Ability to quickly understand technical products, business models, and unfamiliar legal areas. • Exceptional written and verbal communication skills, with a high bar for clarity and precision. • Strong intellectual curiosity, adaptability, and a willingness to develop expertise in emerging areas. • High ownership and comfort operating independently in a fast-moving, highly asynchronous environment. Nice to Have • Experience at a top-tier law firm focused on technology transactions, commercial agreements, or IP. • Experience with data licensing, artificial intelligence, privacy, or data protection. • Familiarity with legal issues surrounding AI systems, data rights, permitted use, and emerging technology. • Experience working with a venture-backed technology company, AI company, or other high-growth environment. • Hands-on experience using AI or automation to improve legal workflows. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Member of Legal Staff, Corporate & Legal Ops Associate Job Type: Full-time Location: Remote (opportunity to work from SF office) The Role We are looking for a corporate legal professional who combines strong transactional execution with a genuine interest in AI and legal operations. The ideal candidate is either an experienced corporate paralegal or a junior corporate attorney with foundational training at a law firm and hands-on experience with venture financings, corporate governance, equity administration, and transaction closings. This person will own the details that keep corporate matters moving, from drafting and signatures through filings, records, and closing organization. They will also help build AI-enabled workflows, self-service tools, and automations to reduce manual work, improve response times, and allow the legal team to focus on higher-value matters. What You’ll Do • Support venture financings, secondary transactions, board and stockholder approvals, and other corporate matters, including drafting documents and coordinating with outside counsel. • Own transaction execution from signatures, checklists, and document circulation through closing sets and post-closing matters. • Maintain the company’s master data room and ensure corporate records remain accurate, organized, and current. • Manage corporate governance and entity administration, including state filings, annual reports, minute books, organizational documents, and subsidiary records. • Administer cap tables, equity plans, and equity grants, including grants, exercises, transfers, cancellations, and reconciliation of equity records. • Independently draft and manage routine corporate and legal documents, exercising judgment around when to escalate or involve outside counsel. • Design AI-enabled legal intake and triage workflows, particularly for a highly asynchronous and Slack-driven environment. • Build self-service tools, templates, playbooks, and automation for recurring legal processes such as NDAs, approvals, and signature requests. • Identify repetitive legal work and develop systems that make the legal function faster, more accurate, and more scalable. What We’re Looking For • Significant experience supporting venture capital financings, M&A, or similar corporate transactions, with strong knowledge of transaction documents, approvals, and closing processes. • Strong experience with corporate governance, entity management, state filings, cap tables, and equity administration. • Exceptional organization and attention to detail, with the ability to independently drive matters from start to finish. • Strong drafting, proofreading, project management, and communication skills. • Genuine interest in AI, legal technology, workflow design, and automation. • Strong judgment and the ability to identify issues that require escalation or outside counsel. • A hands-on, collaborative approach and willingness to work across both legal and operational responsibilities. • Comfort operating autonomously in a fast-paced, highly asynchronous environment. Nice to Have • JD and active U.S. bar membership with 3+ years of corporate experience at a leading U.S. law firm; or 8+ years of corporate paralegal experience supporting venture transactions across law firm and in-house environments. • Experience supporting venture-backed or high-growth technology companies. • Hands-on experience building workflows with AI tools, automation platforms, Slack integrations, or contract management systems. • Experience improving or scaling legal processes through technology and automation. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $120,000 –$150,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: English Audio Recording Expert (AUS) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Join our customer's team as an Audio Recording Expert, where your expertise in voice and audio production will drive the creation of high-quality voice samples on your language. This is a unique opportunity to leverage your passion for audio and linguistic diversity while working remotely with a dynamic, global team. If you excel at both the technical and creative aspects of voice recording, we want to hear from you! Key Responsibilities: • Record your own voice while ensuring clarity, natural delivery, and accurate pitch/tone. • Maintain strict audio quality standards and manage post-recording cleanup as needed. • Collaborate with the customer’s team to understand project requirements and deliver recordings on time. • Provide feedback and suggestions for enhancing script delivery and audio quality. • Adjust delivery style to suit different project contexts and language nuances. • Organize and manage recordings, ensuring proper labeling and documentation. • Communicate effectively through written and verbal channels to align with team goals. Required Skills and Qualifications: • Proven experience in audio recording, engineering, voice-over, or a related field. • Exceptional verbal and written communication skills. • Strong attention to detail with a keen ear for pitch, tone, and clarity. • Ability to deliver natural, engaging audio performances in at least one language, and willingness to try multiple languages. • Familiarity with audio editing software and recording equipment. • Self-motivated, organized, and able to manage multiple recordings independently. • Passion for linguistic diversity and language learning. Preferred Qualifications: • Professional experience as a voice-over artist, audio engineer, or linguist. • Proficiency in more than one language. • Background in audio production for global or multicultural projects.

Role Title: AI Software Engineering Domain Expert Role Type: Contractor (Part Time) Location: Remote Our team is engaging AI Software Engineering Domain Experts to contribute to a customer’s project focused on developing and refining advanced AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, review, and enhance AI-generated technical content, ensuring clarity, accuracy, and alignment with best practices in software engineering. • Create, refine, and evaluate prompts and instructions designed to guide AI models in producing high-quality technical deliverables. • Conduct rubric-based assessments of AI model outputs, providing detailed feedback on quality, correctness, and completeness. • Draft and edit technical documentation, architecture plans, RFCs, design specifications, and engineering proposals for use in AI training. • Perform independent research and fact-checking to validate technical assertions and ensure data-driven accuracy in content. • Interpret and annotate data, leveraging software engineering expertise to support nuanced evaluation and labeling tasks. • Collaborate asynchronously with project leads and other experts to meet deliverable requirements within established guidelines. Preferred Qualifications • 3+ years of professional experience in software engineering roles such as Software Engineer, Senior Software Engineer, Staff Engineer, Technical Lead, Engineering Manager, or Solutions Architect. • Track record of authoring or reviewing technical artifacts, including documentation, architecture documents, design specifications, RFCs, engineering proposals, postmortems, technical blogs, or code reviews. • Exceptional critical thinking, analytical reasoning, and logical problem-solving skills. • Demonstrated attention to detail and commitment to quality assurance in technical outputs. • Strong written communication abilities, with experience in professional or technical writing and editing. • Familiarity with AI coding tools (e.g., code assistants, automated documentation generators) is a plus, but not required. • Advanced degree (Master’s, JD, MBA, PhD) or credentials from highly selective universities or equivalent academic programs are highly regarded.

Role Title: Corporate Counsel Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned in-house Corporate Counsels for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • Minimum of 3 years of in-house experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience at a corporate law firm in either M&A or fund formation for private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: Finance Specialist Role Type: Contractor Location: Remote Our team is engaging Finance Specialists to contribute to a unique AI agent project supporting a customer's initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity specifically seeks professionals who can share authentic, expert-authored financial documents, providing the depth and rigor only true practitioners can offer. Contribution emphasizes quality, originality, and clarity — including well-structured analysis, comprehensive visual elements, and evidence of technical excellence. Scope of Work • Submit original, self-produced financial documents such as reports, investment analyses, valuation models, or internal memos as PDFs or Word files. • Ensure each submission features multimodal content — tables, charts, figures, diagrams, or data visualizations that enhance the analytical value. • Demonstrate substantial domain expertise and depth in financial analysis, modeling, or reporting throughout all contributions. • Maintain the highest standards of accuracy, proper sourcing, and professional polish in every document provided. • Provide a range of document lengths (ideally between 10 and 100 pages) to capture both comprehensive reports and focused analyses. • Engage in clear, professional written and verbal communication as needed for project alignment and Q&A. Preferred Qualifications • Proven track record of creating in-depth financial documentation for industry, academic, or internal business use. • Advanced skills in financial analysis, quantitative modeling, and data-driven storytelling. • Experience presenting complex information using rich visualizations and well-structured reports. • Strong attention to accuracy, detail, and disciplined sourcing practices in all deliverables. • Exceptional written and verbal communication capabilities, with demonstrated clarity and professionalism. • Background as a finance professional, consultant, analyst, or academic with access to original, high-quality materials. • Familiarity with compliance standards related to financial documentation and reporting is a plus.

Role Title: Police Dispatcher (911) Role Type: Contractor Location: Remote Our team is selecting Police Dispatchers experts to contribute to a customer's project focused on emergency response and real-time communications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Prioritize and triage incoming requests with precision under high-pressure, time-sensitive conditions experience. • Monitor and manage multiple communication channels simultaneously, including radio, phone, and digital platforms. • Apply APCO or NENA protocols to assess, record, and route incidents in accordance with documented procedures. • Provide clear, concise, and accurate written and verbal responses during fast-paced, simulated or real-world emergency scenarios. • Deliver detailed feedback regarding incident handling, decision-making, and escalation processes for AI model evaluation and development. • Assist in scenario development by outlining typical and edge-case dispatch situations and recommended response protocols. • Review and annotate transcripts or incident logs to ensure fidelity and clarity for training data sets. Preferred Qualifications • 3+ years of active experience as a police dispatcher, coordinator, or equivalent in emergency communications. • Demonstrated expertise in prioritization, multitasking, and rapid decision-making in high-stress environments. • APCO (Association of Public-Safety Communications Officials) and/or NENA (National Emergency Number Association) certification strongly preferred. • Exceptional written and verbal communication skills, with a keen eye for accuracy and professionalism. • Familiarity with dispatch protocols, CAD systems, and modern emergency communication technologies. • Experience documenting and communicating procedures for training or quality assurance purposes. • Detail-oriented, adaptable, and collaborative approach to project-based work in a remote setting.

Role Title: CAM Programmer Role Type: Contractor Location: Remote Our team is engaging CAM Programmers to contribute expertise on a customer’s project, focusing on developing advanced CNC toolpaths and instructional materials for CAM best practices. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop precision CAM toolpaths in Autodesk Fusion 360 for 3, 4, and 5-axis CNC machining operations • Program complex milling and turning geometries across metals and plastics, optimizing for material, tolerance, and machine capabilities • Simulate and verify toolpaths to identify and resolve potential issues such as collisions, gouging, and inefficient cycle times • Configure, tune, and document post-processors for various CNC machines (e.g., Haas, Makera) • Create detailed setup sheets, tool lists, and strategy documentation for downstream manufacturing professionals • Author clear, instructional content, walkthroughs, or written guidance on CAM programming techniques and best practices • Incorporate feedback from first-part results and inspection reports to iterate and refine CAM outputs Preferred Qualifications • 5+ years of hands-on CAM programming experience, with demonstrated proficiency in Fusion 360 • Portfolio or sample work highlighting multi-axis programming and toolpath strategy • Strong understanding of GD&T, DFM principles, and post-processor configuration • Expertise programming for advanced CNC environments, including experience with a range of materials (aluminum, stainless, titanium, plastics) • Excellent written and verbal English communication skills, with strong attention to detail • Experience creating or delivering CAM training content (formal courses, tutorials, mentoring, or online instructional materials preferred) • Ability to document and communicate complex technical concepts clearly and effectively

Role Title: Corporate Attorney Role Type: Contractor Location: Remote (US Only) Our team is engaging Corporate Attorneys to contribute their legal expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, review, and annotate legal documents across corporate, litigation, bankruptcy, and compliance domains to support AI model development. • Draft realistic legal scenarios, research memos, and hypothetical case studies to enhance model understanding of complex legal concepts. • Evaluate AI-generated legal content for accuracy, clarity, and compliance with US law, providing actionable feedback and corrections. • Contribute to the development of guidelines and quality standards for legal data used in AI training initiatives. • Participate in collaborative discussions to identify emerging legal trends and risk areas relevant to AI applications. • Translate intricate legal principles into clear, structured formats suitable for computational use. • Deliver high-quality written and verbal communication addressing technical legal matters to multidisciplinary teams. Preferred Qualifications • JD degree from an accredited US law school. • Active license to practice law in at least one US jurisdiction. • 3-15 years of substantive experience in litigation, corporate law, bankruptcy, or compliance. • US-based independent practitioner with demonstrated expertise in complex legal matters. • Experience as a judicial clerk, offering unique legal reasoning and analytical skills (preferred). • Prior experience teaching law students or legal professionals, with strong instructional abilities (preferred). • Editorial experience on a legal journal during law school is highly valued.

Role Title: Turkish Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Turkish Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Turkish and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Turkish language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Turkish, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Job Title: Full Stack Developer Job Type: Contractor Location: Remote Our team is selecting skilled Full Stack Developers to support a customer's innovative project. In this role, you'll apply your end-to-end development expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your development skills are what matter. As an expert, you will be creating Reinforcement Learning Environments which test an AI model's ability to solve full-stack software problems, spanning frontend, backend, and the connection between them. You will be tasked with creating a reproducible environment and a golden reference solution for the problem. Scope of Work • Contribute clear code samples, debugging approaches, and development insights across frontend and backend, using languages like JavaScript/TypeScript, Python3, Java, or Go. • Identify, troubleshoot, and resolve bugs that span both the UI and the underlying API or database layer. • Build small to medium features end-to-end, from the interface through to the data layer, following good coding practices. • Improve existing frontend and backend code to make it cleaner, more consistent, and easier to maintain. • Document your reasoning, approach, and code decisions to support AI training data quality. • Review peer-contributed code and technical submissions for correctness and clarity. Preferred Qualifications • 1+ years of hands-on experience building both frontend and backend applications. • Comfortable with at least one frontend framework (React, Vue, or Angular) and one backend stack (Node/Express, Python/Django/Flask, Java/Spring, or similar). • Solid understanding of how frontend and backend systems connect through APIs. • Ability to debug issues that cross the frontend/backend boundary. • Good documentation and communication skills to explain your technical decisions clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required).

Role Title: IT Manager Role Type: Contractor Location: Remote Our team is engaging IT Managers to contribute their expertise to a customer’s strategic technology project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is best suited for experienced IT/Systems Managers who have a strong track record leading technical teams or overseeing complex infrastructure for 5+ years. Scope of Work • Provide comprehensive input and insights on IT strategy development, systems architecture planning, and infrastructure optimization scenarios. • Evaluate and comment on real-world problems in vendor management and procurement processes, ensuring effective collaboration and system integration. • Contribute real-world examples and recommendations regarding security compliance, risk mitigation, and regulatory standards. • Review and critique proposed IT solutions, identifying potential gaps or areas for improvement in architecture and implementation. • Share best practices in team leadership, knowledge transfer, and upskilling within technical organizations. • Deliver detailed feedback on documentation, workflows, and process designs to improve clarity, feasibility, and operational efficiency. • Participate in structured discussions and written assignments to inform the development of smarter AI tools for IT professionals. Preferred Qualifications • 5+ years of experience as an IT/Systems Manager, leading technical teams or managing enterprise-scale infrastructure. • Proven expertise in IT strategy, systems architecture, and technology roadmapping. • Strong background in vendor management, contract evaluation, and integration of third-party solutions. • In-depth knowledge of security compliance frameworks (e.g., ISO 27001, NIST, GDPR) and risk management practices. • Demonstrated ability to communicate complex technical concepts clearly in both written and verbal formats. • Experience mentoring or coaching IT professionals, with a passion for fostering growth and best practices. • Ability to analyze and assess documentation, workflows, and processes from a holistic IT management perspective.

Role Title: Sales Agent (Securities & Commodities) Role Type: Contractor Location: Remote Our team is engaging Sales Agent (Securities & Commodities) experts to participate in a cutting-edge project geared toward advancing frontier AI benchmarks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will be designing and producing expert-authored evaluation tasks that reflect the authentic complexity of securities and commodities markets. This includes engaging with substantial and varied datasets—such as CSVs, PDFs, spreadsheets, and technical documentation—to pose rigorous, multi-step problems that challenge how AI interprets, reasons, and acts in genuine market scenarios. Scope of Work • Develop realistic evaluation tasks for AI agents, simulating complex activities in securities and commodities trading, client advisory, and compliance reasoning. • Source, compile, and curate authentic supporting materials, including market data, client documentation, and relevant regulatory references. • Define and justify correct market decisions or advisory actions, explicitly considering compliance and regulatory frameworks. • Author comprehensive rubrics of 35+ items to systematically assess agent performance in market judgment, compliance sensitivity, and client communication accuracy. • Ensure the complexity and authenticity of tasks reflect true-to-life, day-to-day operations rather than simplified scenarios. • Collaborate with technical teams to clarify task intent and refine benchmarking standards. Preferred Qualifications • Active Series 7/63 license or international equivalent demonstrating regulatory proficiency. • Minimum of 4 years’ experience at a brokerage, banking, or trading platform with significant compliance-driven workflow exposure. • Direct involvement in executing trades and providing client advisory within securities and commodities markets. • Strong fluency in reviewing and interpreting market data, technical documentation, and regulatory materials. • Exceptional written and verbal communication skills, with a focus on producing clear, precise, and comprehensive technical documentation. • Proven ability to design nuanced tasks and grading rubrics relevant to real-world financial operations. • Experience working remotely and independently on complex deliverables is a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Senior Software Engineer Role Type: Contractor (~15 hrs a week) Location: Remote Our team is selecting expert Senior Software Engineers to support a customer’s innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test and AI model's ability to solve complex software engineering problems related to fixing code, creating features, refactoring code and optimizing performance. You will be tasked with creating a reproducible environment and golden reference solution for the problem. Scope of Work • Contribute expert-level code samples, debugging strategies, and development insights in Python3, Java, Rust, Go, C++, or TypeScript. • Analyze, troubleshoot, and resolve complex software defects and performance bottlenecks in diverse codebases. • Implement robust new features, ensuring scalability, maintainability, and adherence to software best practices. • Refactor and optimize legacy code to improve clarity, efficiency, and long-term reliability. • Document technical reasoning, solution approaches, and code decisions to enhance AI training data quality. • Review and validate peer-contributed code and technical submissions for accuracy and clarity. Preferred Qualifications • Significant hands-on expertise in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript. • Deep understanding of algorithms, data structures, and software engineering principles. • Proven ability to debug complex systems, resolve bugs, and deliver effective optimizations. • Experience with large codebase refactoring and legacy system modernization. • Track record of delivering high-impact features from conception through delivery within cross-functional projects. • Strong documentation and communication skills to articulate technical concepts clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required). Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Pharmacovigilance Expert Role Type: Contractor Location: Remote Our team is engaging Pharmacovigilance Experts to contribute their advanced drug safety expertise on a key customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals experienced in authoring and reviewing complex safety reports, passionate about data quality, and committed to clear written and verbal communication. Scope of Work • Author and review evaluation tasks based on DSURs, PSURs/PBRERs, and associated safety data and case-level records. • Apply expert judgment to assess the accuracy and adequacy of interval safety findings, signal evaluations, and benefit-risk conclusions in alignment with best practices. • Assess template and structural conformity to ICH E2F and ICH E2C requirements, including proper section content, presentation of cumulative versus interval data, and completeness of appendices. • Reconcile figures and case counts across report sections and data sources, identifying and documenting discrepancies significant for regulatory review. • Evaluate safety conclusions in light of new data or events, and provide clear, structured written rationales supporting your determinations. • Deliver structured feedback to inform the development of AI-driven tools for pharmacovigilance documentation and analysis. Preferred Qualifications • 5+ years of pharmacovigilance or drug safety experience at a sponsor, CRO, or as an independent consultant. • Demonstrated proficiency in authoring or reviewing DSURs and/or PSURs/PBRERs from start to finish. • Working fluency with ICH E2F, ICH E2C(R2), and GVP guidelines, including signal management and benefit-risk assessment methodology. • Hands-on experience with MedDRA coding, seriousness and causality assessment, expectedness determination, and aggregate safety data analysis. • Expertise in reconciling aggregate safety data and identifying inconsistencies with case-level information. • Advanced degree in life sciences, pharmacy, nursing, or medicine (PharmD, MD, MSc, or equivalent). • Experience in both development-stage and post-marketing safety reporting, QPPV or deputy QPPV roles, safety committee participation, or AI-assisted safety review tools is a plus.

Role Title: Dutch Bilingual Expert Role Type: Contractor Location: Remote Our team is selecting Dutch Bilingual Experts to contribute to a dynamic project for a global customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to short audio clips in Dutch and assess the nativeness and fluency of speech generated by AI models. • Evaluate pronunciation, grammar, and overall linguistic authenticity in alignment with native Dutch standards. • Provide detailed written feedback on language nuances, errors, and areas for improvement. • Document findings clearly and efficiently using project-specific tools and guidelines. • Collaborate with quality assurance leads to ensure consistency and accuracy of assessments. • Maintain high attention to detail in all evaluations and submissions. • Participate in occasional project update sessions and respond to clarifications as needed. Preferred Qualifications • Native-level proficiency in Dutch, with a deep understanding of regional language variations. • Strong written and verbal communication skills in both Dutch and English (B2+ required). • Demonstrated attention to detail in language analysis or editorial tasks. • Previous experience in linguistic evaluation, language teaching, translation, or similar fields is advantageous. • Ability to provide constructive, actionable feedback in a clear and concise manner. • Comfort using online platforms for reviewing, documenting, and submitting assessments remotely. • Interest in language technology and a commitment to maintaining linguistic accuracy.

Role Title: Supply Chain Manager Role Type: Contractor Location: Remote Our team is selecting Supply Chain Managers to provide their expertise on a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Utilize ERP systems (SAP, Oracle, NetSuite, or similar) at a user level to support supply chain workflows and data entry. • Build straightforward demand forecasts and supply plans using real or hypothetical data inputs. • Develop and complete supplier evaluation scorecards, assessing performance based on cost, quality, reliability, and service metrics. • Analyze inventory and stock levels, flagging discrepancies, risks, or potential shortages. • Prepare clear, actionable reports using intermediate Excel functions (pivot tables, lookups, basic formulas) for supply chain reporting and decision support. • Combine sourcing insights with purchasing knowledge to simulate end-to-end procurement scenarios. • Document processes and communicate findings through concise written and verbal input, ensuring clarity for both technical and non-technical audiences. Preferred Qualifications • 5+ years of hands-on experience with leading ERP platforms (such as SAP, Oracle, or NetSuite) in a supply chain context. • Strong written and verbal communication skills, with the ability to articulate complex supply chain concepts and analysis clearly. • Solid background in demand planning or building supplier scorecards, ideally with direct responsibility for supplier performance monitoring. • Proficiency in intermediate Excel functions relevant to supply chain analysis and reporting. • Demonstrated ability to evaluate suppliers and manage supplier relationships using structured processes. • Experience collaborating with Purchasing Agents or in roles combining sourcing with procurement responsibilities. • Ability to work independently, efficiently organize tasks, and meet project deliverables in a remote setting.

Role Title: Regulatory Affairs Specialist Role Type: Contractor Location: Remote Our team is engaging Regulatory Affairs Specialists to contribute to a customer's project focused on AI innovation in regulatory documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Author and review evaluation tasks inspired by real-world agency requests and sponsor response threads, determining if drafted responses meet regulatory expectations. • Apply expert judgment to review clinical documentation, assessing whether conclusions are substantiated, commitments are properly scoped, and records can withstand regulatory scrutiny. • Distinguish between substantively adequate and superficially polished responses, articulating clear rationales for any deficiencies. • Assess consistency across comprehensive document sets, identifying unsupported or conflicting claims within or between documents. • Provide structured, well-reasoned written feedback grounded in applicable regulatory guidelines rather than subjective impressions. • Collaborate asynchronously and communicate complex regulatory concepts clearly in both written and verbal form. Preferred Qualifications • 5+ years of direct regulatory affairs experience at a sponsor, CRO, or consultancy, with responsibility for clinical submissions. • Documented experience drafting or leading responses to health authority information requests, particularly for ongoing regulatory filings. • Demonstrated working knowledge of the ICH framework, CTD/eCTD structure, and practical expectations of at least one major regulatory body (FDA, EMA, MHRA, PMDA, or Health Canada). • Proven ability to critically read clinical or safety documents to identify regulatory risks, unsupported statements, and potential reviewer concerns. • Exceptional written communication skills, with the capability to convey regulatory reasoning clearly, concisely, and defensibly. • Degree in life sciences, pharmacy, medicine, or a related field; RAC certification is an advantage. • Experience engaging with multiple regions or agencies, prior health authority reviewer/assessor background, or familiarity with AI-assisted regulatory tools (all considered valuable).

Role Title: Biostatistician Role Type: Contractor Location: Remote Our team is engaging Biostatisticians to contribute their clinical statistics expertise to a dynamic customer project focused on AI-assisted clinical research. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Author and review evaluation tasks that require deriving, reproducing, or validating statistical outputs from clinical datasets and associated tables, figures, and listings (TFLs). • Apply expert judgment to assess the correctness and consistency of reported estimates, confidence intervals, p-values, analysis populations, and missing data handling in alignment with the statistical analysis plan (SAP). • Identify discrepancies between statistical outputs and their narrative descriptions in clinical study reports (CSR), including subtle errors in population definitions, censoring rules, or multiplicity handling. • Establish defensible ground truth for each evaluation task, documenting the derivation process to enable independent verification. • Provide structured written rationales distinguishing true statistical errors from acceptable methodological alternatives, employing clear and concise communication. • Collaborate with a multidisciplinary project team, providing statistical insights and feedback as needed to refine evaluation tasks and criteria. Preferred Qualifications • 5+ years as a biostatistician supporting clinical trials at a sponsor, CRO, or academic trials unit. • Hands-on experience producing or quality controlling TFLs for regulatory submissions and working directly from CDISC SDTM/ADaM datasets. • Solid understanding of statistical methods used in confirmatory trials, including survival analysis, mixed models, covariate adjustment, multiplicity control, and estimand and missing-data strategies under ICH E9(R1). • Proficiency in SAS and/or R, with the ability to independently reproduce analyses from written specifications. • Ability to interpret SAPs and ensure reported results are consistent with pre-specified analyses. • Advanced degree (MSc or PhD) in Biostatistics, Statistics, or a closely related quantitative field. • Nice to have: Experience as lead statistician on pivotal/registrational studies, authoring or reviewing CSR statistical sections, oncology endpoint expertise, and exposure to AI-assisted statistical review tools.

Role Title: Korean Language Expert Role Type: Contractor Location: Remote Our team is engaging Korean Language Experts to contribute linguistic insight and bilingual expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and generate Korean language content for accuracy, clarity, and cultural relevance. • Analyze Korean text and spoken material to ensure natural usage and idiomatic correctness. • Provide detailed feedback and linguistic annotations to enhance AI language understanding. • Translate and localize materials between Korean and English, prioritizing contextual meaning over literal translation. • Collaborate with project participants to refine data collection and annotation processes. • Contribute to the development of language guidelines and resources tailored for AI training purposes. • Participate in regular written and verbal communication to discuss progress, challenges, and best practices. Preferred Qualifications • Native or near-native proficiency in Korean and advanced English language skills. • Background in linguistics, translation, localization, or a related language field. • Exceptional written and verbal communication abilities, with attention to detail in both languages. • Demonstrated experience working with language data or content review in a professional context. • Ability to provide constructive feedback and linguistic insight in a clear, collaborative manner. • Familiarity with language technology, digital content platforms, or AI-driven projects is a plus. • Strong intercultural awareness and sensitivity to nuances in Korean language usage.

Role Title: Software Developer Role Type: Contractor Location: Remote Our team is engaging Software Developers to contribute expertise to a dynamic customer project focused on digital innovation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and implement scalable, maintainable, and robust software solutions leveraging Python, Java, JavaScript/Node.js, and full-stack technologies. • Conduct detailed code reviews, providing actionable feedback to ensure functionality, performance, and adherence to standards. • Develop and maintain comprehensive technical documentation to support architectural decisions and ongoing maintenance. • Collaborate in shaping software architecture and recommending industry best practices for long-term stability and scalability. • Participate in the analysis of requirements to deliver efficient, high-quality deliverables meeting client and project needs. • Contribute real-world programming examples, explanations, and problem-solving approaches as foundational input for AI training datasets. • Communicate findings, challenges, and solutions effectively using clear written and verbal communication skills. Preferred Qualifications • 5+ years of proven experience as a professional, consultant, or specialist in one or more of: Python, Java, JavaScript/Node.js, or full-stack software development. • Demonstrated expertise in designing and reviewing complex software architectures and codebases. • Strong background in producing and maintaining high-quality, user-friendly technical documentation. • Solid experience with code review processes, offering insightful, constructive feedback to peers or contributors. • Ability to distill complex software concepts into clear, concise written and verbal communication pieces. • Experience working remotely and collaborating across distributed teams using digital communication tools. • Nice to have: exposure to AI, machine learning concepts, or contributing to technology training datasets.

Role Title: Korean Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Korean Transcription Experts to contribute to a high-impact project for an innovative customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Transcribe audio samples accurately and consistently, ensuring precision in capturing both Korean and English content. • Review, edit, and proofread transcriptions for quality assurance, correcting errors and verifying linguistic accuracy. • Annotate audio files with relevant metadata and contextual notes to support AI training requirements. • Collaborate with project coordinators to clarify guidelines and maintain alignment with evolving project specifications. • Deliver completed transcription assignments within established project timelines and quality benchmarks. • Contribute feedback on workflow processes, tool usability, and linguistic challenges encountered during transcription tasks. Preferred Qualifications • Native or near-native fluency in Korean, with advanced comprehension of both spoken and written language. • Professional experience performing audio transcription, especially in settings where high accuracy is essential. • Demonstrated attention to detail and strong commitment to delivering error-free language data. • Familiarity with industry-standard transcription tools or platforms. • Proficiency in both written and verbal communication, with the ability to articulate guidance, clarify ambiguities, and document findings. • Ability to manage multiple assignments and adapt to changing project requirements. • Prior experience with projects involving AI training, data annotation, or language resource development is a plus.

Role Title: Bengali Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Bengali Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Bengali and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Bengali language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Bengali, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Personal Trainer Role Type: Contractor Location: Remote Our team is engaging Personal Trainers to contribute their expertise to a customer's project focused on enhancing the capabilities of next-generation AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for seasoned professionals passionate about motivation, communication, and personalized program development who are eager to make a unique impact at the intersection of fitness and technology. Scope of Work • Design and review comprehensive fitness and wellness programs tailored to diverse needs and goals. • Provide detailed written and verbal feedback on fitness-related scenarios, concepts, and instructional content. • Evaluate health and safety protocols within exercise routines and contribute recommendations for best practices. • Develop motivational strategies and communication techniques for various client profiles. • Assess exercise instruction quality and program design effectiveness, offering domain-specific insights. • Document findings and recommendations with clarity to inform AI model development. • Collaborate with other experts to ensure the accuracy and relevance of training materials. Preferred Qualifications • 5+ years of demonstrated experience as a certified Personal Trainer. • Up-to-date certification from a recognized fitness authority (e.g., NASM, ACE, ACSM). • Exceptional written and verbal communication abilities, with attention to detail. • Proven track record in program design, motivation, and safe exercise instruction. • Strong commitment to reliability, consistency, and delivering high-quality input on assignments. • Familiarity with a range of populations and training environments. • Previous experience contributing to educational content or training materials (a plus).

Role Title: Mental-Health Crisis Prevention Expert Role Type: Contractor Location: Remote Our team is engaging Mental-Health Crisis Prevention Experts to contribute to a customer-focused project centering on mental-health safety and crisis prevention frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement is ideal for contributors passionate about advancing safe digital mental-health practices and creating resources that support individuals at risk. Scope of Work • Develop and refine structured taxonomies related to self-harm, eating disorders, emotional dependency, and suicide prevention. • Design comprehensive frameworks for detecting potentially harmful advice or crisis signals within digital environments. • Create and validate rubrics for clinical response standards that prioritize mental-health safety and crisis intervention protocols. • Establish benchmark guidelines to evaluate risk, support vulnerable individuals, and minimize harm across digital platforms. • Contribute expert insight to the development of mental-health safety evaluation tools, focusing on adolescent and adult populations. • Review, annotate, and classify real-world scenarios for AI training, ensuring high accuracy and ethical alignment. • Collaborate with a multidisciplinary expert community to ensure all deliverables meet the highest standards of clinical credibility and care. Preferred Qualifications • Licensed clinician (therapist, psychiatrist, or psychologist) with significant crisis-care and clinical safety experience. • 5+ years of direct practice within mental-health crisis response, adolescent mental-health, or related care settings; 8–20 years preferred for advanced assignments. • Demonstrable expertise in self-harm prevention, suicide prevention, eating disorders, or emergency mental-health support. • Strong written and verbal communication skills; experience creating clinical documentation, guidelines, or evaluation frameworks. • Advanced degree, professional certification, or equivalent proven operational experience in psychology, psychiatry, or similar domains. • Experience with clinical risk assessment, digital mental-health platforms, or relevant research is a plus. • Commitment to upholding ethical standards, privacy protections, and evidence-based practice in all project contributions.

Role Title: Hindi Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Hindi Audio Recording Experts to support a unique project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for individuals with deep experience in audio recording and editing, particularly those who have crafted professional-grade Hindi audio content. Participants should be ready to demonstrate their proficiency by submitting a sample recorded with their highest-quality, professional equipment as part of the engagement process. Scope of Work • Produce and deliver high-quality Hindi audio recordings based on provided scripts or prompts. • Apply advanced audio editing techniques to ensure final submissions are clear, crisp, and free of background noise or artifacts. • Adhere to project-specific guidelines for pronunciation, pacing, clarity, and emotional tone. • Utilize professional audio equipment and industry-standard software to achieve optimal sound quality. • Collaborate remotely and communicate progress or technical hurdles as needed throughout the engagement. • Submit audio files in required formats and ensure all deliverables meet quality benchmarks and deadlines. • Participate in feedback cycles by revising and improving recordings following client or project specifications. Preferred Qualifications • Minimum three years of professional experience in Hindi audio recording and editing. • Demonstrated expertise in handling studio-grade audio hardware and software. • Strong portfolio showcasing high-quality, professionally produced Hindi voice recordings. • Attention to detail, with a commitment to producing clean and accurate audio output. • Familiarity with technical requirements for machine learning or speech recognition data (nice to have). • Experience meeting strict quality standards and managing multiple deliverables independently. • Ability to provide a polished audio sample using personal professional equipment during the engagement process.

Role Title: Strategy & Business Analysis Specialist Role Type: Contractor Location: Remote (NAMER and Europe-based) Our team is engaging Strategy & Business Analysis Specialists to contribute to a project designed to assess and elevate the performance of advanced AI models in producing executive-level business deliverables. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author strategy and analysis tasks that simulate real-world business challenges, including providing multi-file inputs (spreadsheets, PDFs, and source data). • Create gold-standard deliverables such as PowerPoint board decks, investment committee memos, and robust Excel financial models that reflect senior stakeholder expectations. • Establish the appropriate analytical frameworks, employing MECE structure and defensible recommendations for each scenario. • Develop detailed evaluation rubrics (35+ items) to assess AI model outputs on structure, accuracy, and executive-readiness. • Identify and document common failure modes in strategy communication, including unclear recommendations, logical inconsistencies, and unsupported figures. • Ensure all produced content exhibits clean visual storytelling, numerical rigor, and polished executive presentation. Preferred Qualifications • Approximately 5 years of experience in management consulting (MBB, tier-2), investment banking, PE, corporate strategy, or FP&A settings. • Hands-on ownership of board-level decks, strategy recommendations, or investment committee memos subject to senior review. • Expertise in financial modeling from scratch within Excel, encompassing scenario and sensitivity analysis. • Mastery of structured problem-solving approaches (MECE, issue trees, pyramid principle) and executive communication best practices. • Exceptional written and verbal English communication skills, with a proven ability to produce executive-facing content. • Experience developing outputs against in-house or standardized deck templates. • Sector-specific analytical exposure (such as TMT, healthcare, consumer, or financial services) is advantageous. • Prior experience with rubric writing or AI training projects is a plus, though not required. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Hebrew Language Expert Job Type: Language Expert Location: Remote Job Summary: We are seeking a passionate and highly skilled Hebrew Language Expert to join our customer's team. In this role, you will leverage your linguistic expertise and cultural fluency to support a range of language projects, ensuring exceptional quality and accuracy. If you care deeply about clear written and verbal communication, and are eager to shape meaningful content in Hebrew, we want to hear from you. Key Responsibilities: • Translate, localize, and proofread diverse materials from and into Hebrew, upholding the highest standards of accuracy and clarity. • Collaborate with cross-functional teams to provide linguistic guidance, terminology management, and quality assurance. • Develop and refine written content, adapting tone and style to fit project requirements and audiences. • Conduct linguistic reviews and provide constructive feedback to enhance team effectiveness and deliverables. • Maintain up-to-date knowledge of Hebrew language trends, cultural nuances, and industry best practices. • Ensure all communications and materials align with brand voice and cultural context. • Support process improvements for Hebrew language workflows and documentation. Required Skills and Qualifications: • Native or near-native proficiency in Hebrew, with strong command of grammar, spelling, and stylistic conventions. • Exceptional written and verbal communication skills in both Hebrew and English. • Demonstrated experience in translation, localization, or linguistic quality assurance. • Solid understanding of Hebrew language trends, idioms, and cultural sensitivities. • Proven ability to craft compelling, accurate, and audience-appropriate written content. • Detail-oriented, organized, and committed to delivering consistent, high-quality work. • Comfortable working independently in a fully remote environment, with proactive communication skills. Preferred Qualifications: • Professional background in linguistics, translation, or related field. • Experience supporting product, marketing, or digital content initiatives in Hebrew. • Familiarity with CAT tools, localization platforms, or linguistic QA systems.

Role Title: Physics Expert (Gravitation / Cosmology / Astrophysics) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (Gravitation / Cosmology / Astrophysics) to participate in an advanced, research-driven project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity focuses on contributions to a frontier research-level physics benchmark spanning Dynamical Chern-Simons gravity, the Palatini tetrad formalism, FRW cosmology, quadratic inflation, and related phenomena. Based on your expertise, you may be considered for specialized assignments such as Solver, Auditor, or Adjudicator, with specific scopes and deliverables aligned to your subfield experience. Scope of Work • Provide detailed analytical and numerical solutions to problems involving Palatini gravity (first-order formalism), including tetrad and spin connection approaches. • Calculate and analyze Pontryagin density contributions and their implications in extended gravity theories. • Formulate, solve, and interpret Friedmann ODEs with torsion and their relevance in cosmological models. • Integrate coupled, nonlinear ODEs using advanced methods and critically evaluate results. • Apply Planck-unit normalization in all theoretical and computational tasks to ensure consistency and comparability. Preferred Qualifications • Advanced academic background (PhD or equivalent) in physics, with emphasis on gravitation, cosmology, or astrophysics. • Hands-on experience working with first-order Palatini gravity, tetrad and spin connection formalisms, and higher-order curvature corrections. • Proven ability to derive, solve, and interpret nonlinear ODE systems relevant to cosmology and gravitational physics. • Familiarity with Pontryagin density, Chern-Simons modifications, and their physical implications. • Demonstrated experience with Planck-unit normalization and physical interpretation in theoretical models.

Job Description Role Title: Materials Science Expert Role Type: Contractor Location: Remote Our team is selecting Materials Science Experts to contribute to a customer's project focused on advancing the capabilities of AI technologies in materials engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. This is an opportunity to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex materials challenges spanning selection, failure analysis, testing, and process development. Experts with a passion for precision, technical detail, and clear written and verbal communication will find this engagement both rewarding and influential. Scope of Work • Evaluate and solve advanced materials science and engineering problems spanning materials selection, failure analysis, testing, and process development. • Review and assess AI-generated technical responses for technical correctness, accuracy, and engineering quality. • Apply practical engineering judgment to real-world materials selection and failure scenarios and theoretical questions. • Analyze and troubleshoot materials issues using industry-standard techniques such as microstructural analysis, fractography, mechanical testing (tensile, fatigue, hardness), and thermodynamic/kinetic modeling. • Contribute domain expertise to inform model improvements and refine AI reasoning in materials science and engineering. • Document feedback and provide clear written and verbal explanations to enhance AI learning and performance. • Collaborate remotely with a distributed team of experts and project participants. Preferred Qualifications • MS or PhD in Materials Science & Engineering, Metallurgy, or ME/ChemE with a materials specialization. • At least 5 years of hands-on experience in materials selection, failure analysis, testing, or process development. • Expert knowledge of material classes (metals, polymers, ceramics, composites), microstructure-property relationships, and degradation/failure mechanisms. • Proven ability to analyze root-cause failures using fractography, metallography, and mechanical/thermal test data. • Familiarity with relevant standards bodies (ASTM, ASM, ISO materials standards) and process qualification requirements. • Professional English proficiency with exceptional written and verbal communication skills. • Experience with materials characterization equipment (SEM, XRD, TEM, DSC/TGA) or process development in a manufacturing environment is a plus. • Strongly preferred — evidence of problem-authoring rigor, such as: service on an olympiad problem committee; a textbook problem-set or solutions-manual author credit; an item-writer role on an NCEES or academic qualifying-exam committee; service on an ASTM, ASM, or ISO materials standards committee; a top placement or team-lead role in the TMS Materials Bowl, ASM International undergraduate design competition, or an MRS student award; a best-paper award at TMS Annual Meeting, MS&T, or MRS, or a publication in Acta Materialia / Nature Materials; an Acta Materialia Silver Medal; or an early-career fellowship/grant (NSF CAREER, DOE Early Career, Sloan Fellowship) or TMS Young Leader / MRS Outstanding Young Investigator recognition. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: 3D Character Animation Artist Role Type: Contractor Location: Remote Our team is engaging 3D Character Animation Artists to contribute their expertise to a specialized customer project focused on hand and finger landmark annotation using MediaPipe-style hand topology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints on images or video frames, following strict MediaPipe-style hand topology and project guidelines. • Identify and accurately mark anatomical joints such as the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), and fingertips, as well as CMC and IP joints for thumbs. • Infer and place landmarks even when fingers or joints are partially occluded by objects, other fingers, or hand orientation. • Interpret and annotate hands presented from varied angles, rotations, poses, and perspectives with high visual-spatial accuracy. • Maintain consistent annotation quality across large volumes of data, adhering to defined tolerance thresholds. • Review visual feedback and revise annotations to meet stringent quality assurance standards. • Follow all established protocols and documentation processes throughout the assignment. Preferred Qualifications • Demonstrated expertise in hand and finger anatomy or biomechanics, with a strong grasp of joint structure and articulation. • Background in 3D character animation, skeletal rigging, pose estimation, or computer vision annotation workflows. • Exceptional attention to visual detail, accuracy, and consistency in repetitive, precision-driven tasks. • Advanced visual-spatial reasoning and the ability to accurately interpret partially visible or occluded anatomical landmarks. • Experience in annotating keypoints, skeletons, or performing quality control on visual datasets is highly desirable. • Ability to rapidly learn and adhere to detailed annotation protocols and technical guidelines. • Track record of quality assurance, data review, or annotation correction in animation, computer vision, or related fields.

Role Title: Senior Software Engineer Role Type: Contractor (~15 hrs a week) Location: Remote Our team is selecting expert Senior Software Engineers to support a customer’s innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test and AI model's ability to solve complex software engineering problems related to fixing code, creating features, refactoring code and optimizing performance. You will be tasked with creating a reproducible environment and golden reference solution for the problem. Scope of Work • Contribute expert-level code samples, debugging strategies, and development insights in Python3, Java, Rust, Go, C++, or TypeScript. • Analyze, troubleshoot, and resolve complex software defects and performance bottlenecks in diverse codebases. • Implement robust new features, ensuring scalability, maintainability, and adherence to software best practices. • Refactor and optimize legacy code to improve clarity, efficiency, and long-term reliability. • Document technical reasoning, solution approaches, and code decisions to enhance AI training data quality. • Review and validate peer-contributed code and technical submissions for accuracy and clarity. Preferred Qualifications • Significant hands-on expertise in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript. • Deep understanding of algorithms, data structures, and software engineering principles. • Proven ability to debug complex systems, resolve bugs, and deliver effective optimizations. • Experience with large codebase refactoring and legacy system modernization. • Track record of delivering high-impact features from conception through delivery within cross-functional projects. • Strong documentation and communication skills to articulate technical concepts clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required). Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: At-Home Video Recorder Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, New York, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: Kinesiologist / Biomechanics Specialist Role Type: Contractor Location: Remote Our team is engaging Kinesiologist / Biomechanics Specialist to contribute specialized knowledge on a customer’s advanced annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints using MediaPipe-style hand topology, ensuring accuracy and adherence to strict guidelines. • Identify and mark anatomical joints, including the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), fingertips, and thumb-specific joints (CMC, MCP, IP, thumb tip). • Precisely place landmarks following defined annotation protocols and specified tolerance thresholds. • Infer and accurately annotate partially occluded or visually challenging joints and landmarks, reasoning through complex hand positions and object interactions. • Interpret a wide range of hand poses, orientations, and perspectives to ensure consistent and high-quality annotations across varied image and video data. • Review visual feedback, identify deviations from requirements, and make targeted corrections to maintain annotation quality at scale.

Role Title: Transactions Associate Role Type: Contractor Location: Remote Job Summary: We are seeking seasoned Transactions Associates for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school. • Active bar admission in at least one U.S. jurisdiction. • Minimum of 3 years of experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience at a corporate law firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Job Title: Word and PDF Experts Job Type: Contractor Location: Remote (Ideally based in the United States) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Conduct comprehensive document review, editing, and formatting in Word and PDF, ensuring adherence to industry and client-specific standards. • Manage tracked changes, comments, and version control effectively across large and complex files. • Create, edit, and fill dynamic forms and templates tailored to diverse professional needs. • Execute precise data extraction and consolidation from Word and PDF documents. • Collaborate with cross-functional teams to deliver accurate, timely, and confidential document solutions. • Implement and enforce document workflows for legal, regulatory, and compliance-driven projects. • Train and support stakeholders on advanced Word and PDF functionalities and best practices. Required Skills and Qualifications: • Minimum 3+ years’ experience working intensively with Word and PDF tools in professional settings. • Advanced proficiency in document formatting, tracked changes, reviews, and markup. • Exceptional written and verbal communication skills, with acute attention to detail. • Master’s, PhD, or JD degree in a related field (e.g., law, healthcare, academia, public policy, finance). • Track record of supporting Fortune 500 clients or similarly complex/regulated environments. • Ability to manage confidential information and sensitive materials discreetly. • Self-motivated, adaptable, and effective working independently in a remote, deadline-driven environment. Preferred Qualifications: • Experience working in specialist roles such as legal professionals, healthcare administrators, academic researchers, government consultants, or finance/real estate operations. • Proficiency in advanced PDF features (form fields, digital signatures, secure document handling). • Portfolio demonstrating high-impact Word and PDF project delivery.

Role Title: Reporters & Correspondents Role Type: Contractor Location: Remote Our team is selecting Reporters & Correspondents to contribute document-driven articles to a customer's project, focusing on in-depth research and accurate, factual storytelling. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals with a robust background in document-based research and investigative or analytical beats, who excel at transforming complex source materials into compelling, verifiable narratives. Scope of Work • Analyze and synthesize information from public records, reports, and lengthy documents to distill key findings. • Conduct rigorous source verification and fact-checking to ensure the accuracy and credibility of all content produced. • Develop well-structured, non-opinion articles employing industry-standard narrative formats such as the lead and inverted pyramid. • Craft concise, clear, and context-rich summaries or full-length articles based on provided document sets. • Participate in iterative editorial reviews, incorporating feedback to enhance clarity, structure, and factual consistency. • Document research methods and citation trails for transparency and future reference within the project. • Communicate findings effectively in both written and verbal formats, collaborating with project stakeholders as needed. Preferred Qualifications • Minimum of 4 years reporting or correspondent experience at a recognized media outlet. • Proven expertise in document-heavy beats such as investigative journalism, business, or science reporting. • Demonstrated excellence in synthesizing large volumes of material into engaging, structured narratives. • Track record of rigorous source validation, fact-checking, and verifiable reporting (not opinion or commentary). • Exceptional written and verbal communication skills, with the ability to explain complex topics clearly. • Familiarity with journalistic standards for transparency, citations, and use of public records. • Experience collaborating remotely with editorial or project teams is a plus.

Role Title: Anatomy / Medicine / Physiotherapy Student Role Type: Contractor Location: Remote Our team is engaging Anatomy / Medicine / Physiotherapy Students to contribute specialized knowledge on a customer’s advanced annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints using MediaPipe-style hand topology, ensuring accuracy and adherence to strict guidelines. • Identify and mark anatomical joints, including the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), fingertips, and thumb-specific joints (CMC, MCP, IP, thumb tip). • Precisely place landmarks following defined annotation protocols and specified tolerance thresholds. • Infer and accurately annotate partially occluded or visually challenging joints and landmarks, reasoning through complex hand positions and object interactions. • Interpret a wide range of hand poses, orientations, and perspectives to ensure consistent and high-quality annotations across varied image and video data. • Review visual feedback, identify deviations from requirements, and make targeted corrections to maintain annotation quality at scale.

Role Title: GitHub Contributor Role Type: Contractor (~15 hrs a week) Location: Remote Our team is engaging expert Senior Software Engineers to support a customer’s innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test and AI model's ability to solve complex software engineering problems related to fixing code, creating features, refactoring code and optimizing performance. You will be tasked with creating a reproducible environment and golden reference solution for the problem. Applicants must have clear open source contributions and profiles to showcase it like GitHub or GitLab. (Preferably with C++, Python, JAVA, GoLang, Typescript, or Rust) Scope of Work • Contribute expert-level code samples, debugging strategies, and development insights in Python3, Java, Rust, Go, C++, or TypeScript. • Analyze, troubleshoot, and resolve complex software defects and performance bottlenecks in diverse codebases. • Implement robust new features, ensuring scalability, maintainability, and adherence to software best practices. • Refactor and optimize legacy code to improve clarity, efficiency, and long-term reliability. • Document technical reasoning, solution approaches, and code decisions to enhance AI training data quality. • Review and validate peer-contributed code and technical submissions for accuracy and clarity. Preferred Qualifications • Significant hands-on expertise in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript. • Deep understanding of algorithms, data structures, and software engineering principles. • Proven ability to debug complex systems, resolve bugs, and deliver effective optimizations. • Experience with large codebase refactoring and legacy system modernization. • Track record of delivering high-impact features from conception through delivery within cross-functional projects. • Strong documentation and communication skills to articulate technical concepts clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required). Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Strategic Project Lead, MD/Health Job Type: Full-Time Location: Remote Your Role As a Strategic Projects Lead (SPL) — Health & Medicine, you will own end-to-end execution for projects with our top AI Lab customers, with a strong focus on healthcare and medicine. You will translate customer needs into clear project specifications, design and launch domain-specific data pipelines, and align Operations and Health/Medicine experts to deliver quickly and at a high quality. What You'll Do • Own projects end to end, from pipeline framing and scoping through execution and delivery. • Translate customer needs into clear, actionable project specifications for Health and Medicine workflows. • Design and continuously improve domain-specific pipelines for usability, accuracy, quality, and scalability. • Align Operations and Health/Medicine domain experts for rapid deployment. • Set delivery milestones and drive a tight execution cadence. • Own client communication, keeping it clear, direct, and consistent. • Manage Health/Medicine domain experts and project leads to ensure quality and delivery. • Provide daily internal updates with progress, blockers, and explicit next steps. What We're Looking For • MD (Doctor of Medicine) or equivalent medical degree required. • 2+ years of professional experience in medicine, healthcare, clinical practice, medical research, or a related field. • Exceptional communication and stakeholder management skills, particularly when working with senior healthcare and medical experts. • Strong ownership, urgency, and attention to detail. • Startup and entrepreneurial mindset with a bias toward execution. • 2+ years of experience leading complex projects, operational workflows, or healthcare-related initiatives. • Ability to turn ambiguous customer requirements into clear plans and execute rapidly. • Comfortable working in a fast-paced, high-intensity environment. Preferred Qualifications • Experience working with AI/ML companies, AI Labs, or data annotation/evaluation projects. • Experience managing healthcare, medical, technical, or data-intensive projects. • Familiarity with clinical workflows, medical research, healthcare data, or other complex Health/Medicine workflows. • Familiarity with data pipelines, AI training workflows, and human-in-the-loop operations. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$230,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: computational physics Role Type: Contractor Location: Remote Our team is engaging computational physics experts to contribute their technical expertise to a dynamic customer project focused on advancing AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. The opportunity is ideal for professionals deeply involved in STEM fields who have incorporated AI coding agents as active tools in their workflows, particularly for solving advanced computational problems. Scope of Work • Provide detailed, real-world walkthroughs of computational physics problem-solving utilizing AI coding agents in complex technical scenarios. • Demonstrate the use of AI agents—including Codex, Claude Science, Claude Code, and Claude Cowork—for tasks such as navigating extensive codebases, debugging nuanced issues, or developing sophisticated features. • Document and clearly articulate the specific approaches, decisions, and methodologies used when employing AI agents for sequence generation (not chat-based tasks). • Assess and describe workflows where agentic tools aided in architectural changes or the resolution of ambiguous computational challenges. • Generate high-quality examples and technical feedback to inform and improve AI model training. • Communicate findings and insights effectively through both written and verbal channels, ensuring clarity and accuracy. Preferred Qualifications • Advanced hands-on experience in computational physics, with a track record of technical problem-solving and research. • Proficiency and demonstrable history using Codex, Claude Science, Claude Code, and Claude Cowork in real-world settings. • Current or recent experience as a STEM professional applying AI agents to technical workflows beyond simple coding support. • Ability to clearly describe complex, end-to-end technical solutions and the agentic tools leveraged throughout. • Strong written and verbal communication skills, with emphasis on producing detailed technical documentation. • Experience generating agent-driven sequences for problem-solving, rather than relying on chat-based interactions. • Familiarity with debugging, architectural change management, and developing in large-scale code environments using AI tools.

Role Title: Ambulance Dispatcher - Emergency Communications Specialist Role Type: Contractor Location: Remote Our team is selecting Ambulance Dispatcher - Emergency Communications Specialists to contribute expertise to a customer's project focused on emergency response communications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As a dispatcher/coordinator, you will utilize protocol-driven decision making to receive, assess, and route emergency requests in real-time, ensuring effective and timely resource allocation. This opportunity values clear and empathetic communication—both written and verbal—as you engage across diverse channels (radio, phone, chat) and handle urgent situations under pressure. Scope of Work • Receive and triage emergency requests via radio, phone, and chat, applying standardized protocols and checklists for accuracy and efficiency. • Prioritize concurrent requests, determining the urgency and nature of each situation to allocate resources appropriately in real time. • Document all inbound communications and dispatch decisions with clarity, ensuring thorough and accurate records. • Route information and dispatch instructions to relevant responders, consistently following established operational procedures. • Engage in multi-channel communication, managing multiple inbound and outbound streams simultaneously without compromising attention to detail. • Contribute domain expertise to help define data quality standards and protocol effectiveness for AI training purposes. • Participate in knowledge-sharing sessions to further enhance the realism and accuracy of AI communications simulations. Preferred Qualifications • Expertise in ambulance or emergency dispatch operations, including familiarity with incident triage and prioritization. • Demonstrated ability to multitask effectively and remain composed in high-pressure, time-sensitive scenarios. • Exceptional written and verbal communication skills, with a strong emphasis on clarity and professionalism. • Experience handling multiple communication channels (radio, phone, chat) simultaneously. • Proficiency in applying standardized decision-making protocols and checklists. • Strong attention to detail and commitment to accurate documentation of all interactions. • Experience as a dispatcher/coordinator is highly valued; formal certification is not required for this engagement.

Role Title: Physical Sciences Research Assistant Role Type: Contractor Location: Remote Our team is engaging Physical Sciences Research Assistants to contribute specialized expertise to a customer's innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author advanced evaluation tasks in the physical sciences, encompassing experimental analysis, computational modeling, and technical reasoning. • Source, synthesize, and curate authentic research artifacts, including datasets (CSVs, spreadsheets), computational results, and scientific references. • Craft scenarios and problem statements reflecting the complexity of real-world technical challenges, avoiding simplified or textbook-based examples. • Define rigorous methodological approaches and quantitative solutions for each task. • Develop detailed, 35+ item grading rubrics that assess technical rigor, numerical accuracy, interpretation quality, and adherence to scientific protocols. • Document protocols and experimental reasoning with clarity to ensure reproducibility and rubric fidelity. • Collaborate with project leads to ensure each task meets high standards of methodological integrity and benchmark relevance. Preferred Qualifications • Bachelor's or Master's degree in physics, chemistry, materials science, or a closely related discipline. • Minimum of 2 years of hands-on research experience or applied technical project work in a physical sciences domain. • Proven methodological rigor and strong quantitative analysis skills in scientific contexts. • Demonstrated ability to document complex technical procedures and results in clear, professional written English. • Experience authoring or evaluating scientific rubrics or assessments is a plus. • Familiarity with handling large volumes of technical data and diverse document formats (e.g., PDFs, spreadsheets). • Commitment to high standards of protocol and rubric fidelity throughout project assignments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Sales Representatives (Technical & Scientific materials) Role Type: Contractor Location: Remote Our team is selecting Sales Representatives (Technical & Scientific materials)s to contribute to a customer's project centered on technical and scientific materials. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for a technical salesperson adept at qualifying leads, translating complex technical pitches into compelling business benefits, and addressing common objections with confidence. You’ll leverage your strong written and verbal communication skills to bridge the understanding gap between technical products and non-technical buyers. Scope of Work • Identify and prospect B2B leads, leveraging advanced research and outreach strategies specific to technical and scientific material markets. • Qualify leads by assessing needs, budget, authority, and interest, ensuring alignment with technical product offerings. • Communicate complex technical value propositions clearly and persuasively to both technical and non-technical stakeholders. • Develop and deliver tailored written and verbal presentations that translate technical features into actionable business benefits. • Handle common objections and address concerns with factual, benefits-driven responses grounded in industry knowledge. • Document key interactions, feedback, and insights from prospect engagements to inform ongoing project improvements. • Collaborate cross-functionally with project managers and stakeholders to refine messaging based on market feedback. Preferred Qualifications • Demonstrated success in B2B sales within the technical or scientific materials sector. • Deep understanding of technical products, materials, and their applications across industries. • Proven ability to communicate technical concepts to non-technical audiences, both in writing and verbally. • Expertise in objection handling and negotiation within a consultative sales framework. • Familiarity with CRM platforms and digital prospecting tools relevant to B2B environments. • Strong analytical skills to assess prospect potential and adapt engagement strategies dynamically. • Commitment to delivering high-quality, concise, and actionable feedback for project development and AI model training.

Role Title: Voice Recorder (Japanese + English) Role Type: Contractor Location: Remote Our team is engaging Japanese bilingual experts to contribute to a customer's audio project focused on advancing machine learning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Record yourself reading sentences in Japanese, either from a stationary car or a quiet office environment. • Create specific background noises (such as seatbelt clicks, door openings, or car indicator signals) while ensuring all audio is captured with the vehicle stationary and in a safe manner. • Follow detailed linguistic and technical guidelines to ensure consistency and reliability of language data. • Submit high-quality audio recordings and accompanying written feedback as required by the project. • Collaborate remotely with project coordinators on clarifications, updates, or feedback related to deliverables. • Ensure all recordings and data submissions comply with confidentiality and ethical use guidelines. Preferred Qualifications • Native-level proficiency in Japanese, with clear enunciation and natural fluency. • Strong written and verbal communication skills in both Japanese and at least B2-level English. • Ability to follow precise instructions and meet project specifications for audio quality and content. • Comfort working independently in a remote setting and managing your own workflow for assigned tasks. • Attention to detail, especially regarding pronunciation, background noise, and data accuracy.

Role Title: Corporate Finance Expert Role Type: Contractor Location: Remote Our team is engaging Corporate Finance Experts to contribute their expertise on a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author complex, realistic finance-manager evaluation tasks that mirror real-world budgeting, forecasting, and variance analysis scenarios. • Source, create, and curate authentic supporting artifacts such as budget spreadsheets, forecast models, reconciliations, and technical documentation. • Define accurate solutions accompanied by clear, defensible financial reasoning for each task. • Develop detailed, multi-point rubrics (35+ items) focused on numerical rigor, methodological soundness, and narrative quality for grading AI agent outputs. • Ensure tasks reflect the full sophistication and nuance of true corporate finance practice, avoiding oversimplified or textbook examples. • Communicate findings and rationales clearly and precisely, both in writing and verbally, as part of submission requirements. Preferred Qualifications • 5+ years’ experience with direct ownership of a P&L or significant departmental budget in a corporate finance setting. • Hands-on expertise with month-end and quarter-end close processes, including reconciliation and variance analysis. • Advanced proficiency in financial modeling and management, with a strong track record of producing error-free numerical work. • Demonstrated ability to synthesize complex data into actionable financial insights and recommendations. • Exceptional written and verbal communication skills, capable of articulating technical concepts to diverse audiences. • Corporate finance background strongly preferred over pure accounting specialization. • Relevant certifications (CPA, CFA, FMVA) or an MBA considered a nice to have. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Retail CX & Policy Specialist Role Type: Contractor Location: Remote, US or Canada-based. micro1 is engaging Retail CX Policy Experts to contribute to a customer’s project focused on defining ground-truth operational guidelines for AI-powered customer experience (CX) systems. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will author authentic return, refund, and eligibility policies modeled after real-world US retail and e-commerce operations, creating the authoritative standards by which AI agents are evaluated. This opportunity involves comprehensive policy creation and scenario design, ensuring the coverage of nuanced, edge-case situations encountered in modern CX environments. Scope of Work • Author and document detailed return, refund, and eligibility policies reflecting up-to-date US retail and e-commerce practices. • Design nuanced customer-service scenarios, including edge cases, to surface policy ambiguities and operational gaps. • Establish clear, correct customer-service resolutions for both standard and exceptional situations according to your authored policies. • Create precise grading rubrics for evaluating agent performance on complex, multi-step customer experience cases. • Identify, document, and escalate policy conflicts or ambiguities to ensure comprehensive AI environment coverage. • Collaborate with domain leads and quality calibration contributors to evolve policies as project requirements shift. • Define and validate “golden outcomes” for AI model training and assessment. Preferred Qualifications • 3–5+ years of hands-on experience in US retail or e-commerce CX operations, including escalation handling and process design. • Direct background in authoring or redesigning return, refund, and eligibility policies (not just executing prewritten guidelines). • Deep knowledge of US retail conventions: return windows, restocking fees, gift returns, damaged goods, chargeback handling, and marketplace fulfillment. • Exceptional written and verbal communication skills, with a focus on unambiguous policy documentation. • Bachelor’s degree preferred (business, operations, or related disciplines) or equivalent real-world expertise. • Experience across multiple retail categories (such as apparel, electronics, home goods, and third-party marketplaces) is a plus. • Previous involvement in CX process design, knowledge management, or contract-based AI evaluation projects is advantageous. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Subject Matter Expert – Financial & Operations Chart Analysis Role Type: Contractor Location: Remote Our team is selecting Subject Matter Expert – Financial & Operations Chart Analysis contributors to support a customer's project focused on high-level chart interpretation and reasoning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Interpret a range of complex financial and operational charts, such as candlestick charts, yield curves, drawdown charts, market-volume charts, control charts, Pareto charts, process flows, and capacity/throughput charts using advanced domain knowledge. • Draft clear, objective reasoning questions based on intricate visualizations, requiring multi-step quantitative analysis and deep understanding beyond surface-level observations. • Deliver unambiguous, precise answers accompanied by comprehensive written explanations and explicit analytical steps or calculations in professional English. • Apply accurate financial, economic, and operational terminology, ensuring clarity in units, scales, timeframes, categories, and notation throughout all submissions. • Develop robust tasks targeting graphical reasoning, comparisons, trend analysis, calculations, and interpolation, while avoiding subjective or ambiguous language. • Collaborate remotely with project teams, communicating effectively in both written and verbal formats to incorporate feedback and ensure consistent, reliable contributions. • Consistently produce objectively verifiable tasks that support the development, training, and evaluation of advanced AI models. Preferred Qualifications • Bachelor’s degree or equivalent professional experience in Finance, Economics, Business Analytics, Industrial Engineering, Operations Management, or a related discipline. • Minimum two years’ professional, academic, or research experience interpreting financial market data, risk metrics, or operational performance charts. • Advanced proficiency in interpreting chart features such as axes, units, legends, scales, and annotations across diverse chart types. • Demonstrated ability to clearly articulate analytical processes and quantitative reasoning in both written and spoken English. • Bilingual proficiency in English and ideally a second language relevant to the financial or operational domain. • Experience in technical documentation, financial reporting, process or quality assessment, or structured analytical task creation. • Background in producing data-annotation tasks, benchmark questions, technical reports, or related deliverables for finance, operations, or AI-driven projects.

Role Title: Architect (CAD & Construction Documentation) Role Type: Contractor Location: Remote Our team is engaging Architect (CAD & Construction Documentation) experts to contribute their advanced skills to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create detailed floor plans and elevation sets based on project requirements • Develop comprehensive CAD drawings for architectural and engineering purposes • Prepare accurate Geometric Dimensioning and Tolerancing (GD&T) callouts for manufacturing documentation • Produce and annotate multi-sheet electrical schematics to industry standards • Design and review PCB layouts, integrating best practices for manufacturability and functionality • Collaborate through exchanges to clarify requirements and resolve technical questions • Deliver thorough documentation packages consistent with project milestones and quality expectations Preferred Qualifications • Minimum of 3 years of recent experience in architectural CAD and construction documentation • Proficiency with industry-standard tools for 2D/3D CAD and PCB layout design • Proven ability to generate and interpret GD&T callouts and complex schematic diagrams • Experience developing multi-sheet electrical schematics and integrating PCB layouts within building projects • Strong attention to detail and organizational skills for managing multi-document sets • Advanced communication skills in English • Background in collaborating on remote, cross-functional projects is a plus

Role Title: Civil Engineer Role Type: Contractor Location: Remote Our team is engaging Civil Engineers to contribute their expertise to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author authentic civil engineering evaluation tasks reflecting real-world complexity in areas such as structural design, transportation, water systems, and site development. • Source, generate, and curate technical documents including engineering drawings, geotechnical reports, specification sheets, cost estimates, and regulatory code references. • Develop challenging technical problems that require nuanced constraint reasoning and code compliance, mimicking professional engineering scenarios. • Determine the accurate engineering solution for each task, ensuring all relevant regulatory and geometric constraints are satisfied. • Craft comprehensive, multi-item rubrics designed for LLM-based assessment, grading solutions for technical correctness and adherence to codes. • Create and validate high-volume, realistic data files (CSVs, PDFs, spreadsheets) representative of typical project documentation. • Collaborate with project stakeholders to iteratively refine task clarity, realism, and evaluative standards. Preferred Qualifications • Minimum of 5 years of professional experience contributing to civil engineering projects across diverse domains. • Professional Engineer (PE) license or active pursuit of licensure strongly preferred. • Demonstrated mastery in preparing and managing technical documentation, including code-compliance and design specifications. • Experience sourcing and interpreting regulatory codes and integrating them into technical solutions. • Proficiency in generating or reviewing complex technical artifacts such as drawings, reports, and data sets used for project evaluation. • Ability to reason about intricate constraints and deliver solutions that reflect real-world engineering practice. • Strong written communication skills for authoring clear, comprehensive evaluation materials. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Sales Representatives (Wholesale) Role Type: Contractor Location: Remote Our team is selecting Sales Representatives (Wholesale) to contribute their expertise to a customer’s project focused on technical B2B sales. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals who excel at qualifying leads, translating complex technical offerings into compelling business value for wholesale buyers, and navigating extended sales cycles with skillful communication. Scope of Work • Identify, prospect, and qualify B2B leads in the wholesale sector, leveraging advanced techniques to assess fit and potential. • Translate technical product features and specifications into clear, non-technical business benefits for diverse audiences. • Develop and contribute to persuasive written proposals and verbal presentations that address customer needs and project goals. • Handle and resolve objections efficiently, using consultative selling skills and deep product knowledge. • Document sales interactions and key customer feedback to provide actionable insights for AI training purposes. • Engage with long sales cycle processes, demonstrating patience and persistence in nurturing complex opportunities. • Collaborate remotely with project coordinators to ensure accurate, relevant, and high-quality deliverables. Preferred Qualifications • Minimum of 4 years performing technical B2B sales, with a preference for experience in wholesale or complex solution environments. • Demonstrated success in prospecting, qualifying, and advancing leads through long-term consultative sales cycles. • Strong written and verbal communication skills, with proven ability to distill technical information into business value propositions. • Background in engineering, science, or a related technical field is highly desirable. • Track record of effective objection handling and closing strategies in technical sales contexts. • Comfort and proficiency working independently in a remote project environment. • Previous experience providing feedback or documentation to support training or process improvement is a plus.

Role Title: Life Sciences Research Assistant Role Type: Contractor Location: Remote Our team is engaging Life Sciences Research Assistants to contribute to a customer's project focused on creating next-generation AI benchmarks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You'll design and author expert-level evaluation tasks, using authentic research artifacts and technical challenges that mirror advanced practice in the life sciences. Each assignment will test AI agents with realistic data sets, multi-step problem-solving, and rigorous evaluation rubrics that go beyond textbook science. Scope of Work • Develop complex, authentic research evaluation tasks in the life sciences domain (e.g., experimental design critique, protocol analysis, and primary data interpretation). • Source and synthesize research materials, including raw experimental data, lab protocols, technical literature, and supplementary documents. • Define and document the correct methodological approach and biological interpretation for each task. • Create comprehensive, multiple item rubrics targeting methodological rigor, data interpretation, and source fidelity for LLM-based evaluation. • Ensure all tasks reflect the nuance, ambiguity, and depth of real-world scientific work — not simplified or hypothetical scenarios. • Collaborate asynchronously with project coordinators for feedback and refinement of deliverables. Preferred Qualifications • Bachelor's or Master's in biology, biomedical sciences, biochemistry, or a closely related discipline. • Minimum 2 years of hands-on research or laboratory experience with primary data analysis and scientific protocols. • Demonstrated expertise in protocol-driven, multi-source scientific workflows. • Mastery of scientific reasoning, source synthesis, and methodological evaluation. • Strong written English skills, with experience drafting or reviewing scientific documentation. • Familiarity with handling diverse data formats (CSVs, spreadsheets, PDFs, technical documents). • Attention to detail and commitment to rubric fidelity, ensuring high-quality, objective task design. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Forward Deployed Engineer, U.S. Government Job Type: Full-time Location: Hybrid - Washington, D.C. The Role We’re hiring an MTS to work on applied AI systems across research and production. This role spans model experimentation, infrastructure, and deployment in high-assurance, mission-critical environments, including forward-deployed work with strategic partners to ensure mission success. What You’ll Work On • Build and deploy agentic AI systems that support high-impact U.S. Government missions from prototype to production. • Design and integrate LLM applications, including multi-agent systems, tool-using agents, RAG workflows, and human-in-the-loop autonomy. • Work directly with government partners in forward-deployed environments to translate mission needs into technical systems. • Build and maintain large-scale data curation, and evaluation pipelines for model training and improvement. • Develop infrastructure for model inference, experimentation, evaluation, and deployment across frontier AI platforms. • Build AI systems that turn mission data, models, and tools into real operational autonomy. • Own systems across the full lifecycle, including discovery, architecture, implementation, deployment, reliability, security, and iteration. What We're Looking For • Able to operate independently in ambiguous, partner-facing settings with technical and operational ownership. • Strong Python engineer with end-to-end ownership experience. • Experience with LLMs and creating agentic systems. • Built or maintained data pipelines / ML infrastructure. • Familiar with RL workflows or simulation environments. • Comfortable in high-security / high-reliability environments. Preferred Qualifications • Active U.S. security clearance or eligibility and willingness to obtain one. • Experience supporting U.S. Government, defense, intelligence, or national security missions. • Prior experience at a startup, defense organization, Department of War, or government-focused technology company. • Background operating in fast-moving startup environments, mission-critical government settings, or both. Compensation & Benefits Notice All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Technical Writer Role Type: Contractor Location: Remote Our team is engaging Technical Writers to contribute to a customer’s pioneering AI benchmark project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author expert-level evaluation tasks using realistic technical data, such as CSVs, PDFs, spreadsheets, and technical documents, reflecting complex real-world scenarios. • Create and curate source material, including product specifications, code samples, SME interview notes, and regulatory documentation. • Define solution criteria and the expected output for technical problem-solving assignments, ensuring clarity and rigor. • Develop comprehensive, multi-point grading rubrics (35+ items) assessing agent outputs on accuracy, precision, testability, and audience alignment. • Draft diverse documentation tasks (e.g., API references, user guides, compliance documents) representative of authentic industry challenges. • Collaborate asynchronously with project leads to refine deliverables and ensure alignment with benchmark objectives. Preferred Qualifications • At least 2+ to 4+ years’ experience with a portfolio in software, hardware, medical devices, or regulated industries. • Demonstrated expertise in producing precise, testable technical documentation and instructions. • Advanced skill in structured authoring, adherence to style guides, and proficiency with documentation toolchains. • Exceptional written English skills, with control of tone and technical register for varied audiences. • Strong analytical and synthesis abilities to transform complex source material into clear guidance. • Experience defining acceptance criteria and rubrics for technical assignments. • Familiarity with benchmarking or evaluation methodologies within technical domains, is a nice to have. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Human Data Manager Job Type: Full-time Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Design, build, and manage robust data workflows for accurate annotation, collection, processing, and analysis. • Establish and monitor KPIs to optimize operational performance and drive data-driven decision-making. • Analyze datasets to uncover actionable insights and present recommendations that accelerate efficiency. • Collaborate cross-functionally to align data strategies with overarching business objectives. • Develop and maintain comprehensive reporting frameworks tracking key metrics and workflow improvements. • Continuously refine processes to ensure scalability, maintain data integrity, and uphold quality standards. • Demonstrate ownership and a proactive, hands-on approach to identifying and solving operational challenges. Required Skills and Qualifications • Technical aptitude with demonstrated experience in data analysis, annotation, or workflow optimization. • Familiarity with operational processes and a passion for increasing efficiency. • Ability to interpret and communicate data-driven insights clearly and persuasively, both in writing and verbally. • Strong drive to learn, thrive under pressure, and a willingness to work hard in a fast-paced environment. • Excellent collaboration skills and attention to detail in managing data quality and validation. Preferred Qualifications • Background in engineering or technical fields with operational focus or human data projects. • Experience with data visualization tools (such as Excel, Tableau, Power BI) or programming languages (such as Python, SQL). • Internship or project-based experience in data management, AI/ML, or process optimization. Regional Hiring Notes This role is being hired in parallel across multiple regions due to coverage needs, compliance requirements, and time-zone alignment. Responsibilities and expectations are identical; employment terms vary by region.

Job Title: Community Manager Job Type: Full-time Location: Remote - Latin America Job Summary: Join our team as a dynamic Community Manager and play a pivotal role in creating a positive, collaborative, and engaged online environment. You will be at the forefront of customer support and community moderation, proactively resolving issues, answering questions, and ensuring a welcoming experience for all members. If you thrive in fast-paced remote settings and are eager to make a meaningful impact every day, this role is for you. Key Responsibilities: • Monitor and moderate online communities to ensure a safe, respectful, and inclusive atmosphere. • Address customer complaints and questions promptly with empathy and professionalism. • De-escalate conflicts and diffuse tense situations to maintain group harmony. • Develop proactive engagement strategies to foster a vibrant and active community. • Collaborate with internal teams to relay feedback and insights from the community. • Manage time efficiently to handle multiple conversations and tasks in a remote environment. • Create clear, friendly, and effective written and verbal communications across channels. Required Skills and Qualifications: • Proven experience in customer support and online community moderation. • Manage and engage communities across platforms such as Discord and Reddit. • Exceptional verbal and written communication skills; a genuine care for clear and empathetic messaging. • Strong conflict management and de-escalation abilities. • Self-starter attitude with high energy and a proactive approach to problem-solving. • Excellent time management skills in a remote work setting. • Keen attention to detail and ability to multitask under pressure. • Adaptable, with a willingness to go the extra mile to support community needs. Preferred Qualifications: • Background in managing large-scale online communities. • Experience with various community platforms and CRM tools. • Passion for building lasting relationships and driving positive user experiences.

GCP DevOps Engineer Job Type: Full-time Location: Remote - US Job Summary: Join our team as a GCP DevOps Engineer and play a crucial role in designing, building, and maintaining modern cloud infrastructure solutions. You will collaborate closely with talented engineers and stakeholders to deliver scalable, reliable, and secure environments on Google Cloud Platform (GCP). We are seeking a proactive professional with a passion for infrastructure automation and a strong commitment to clear, effective communication. Key Responsibilities: • Design, implement, and manage scalable cloud infrastructure solutions on GCP. • Automate deployment, monitoring, and management processes using industry-leading DevOps practices. • Administer and optimize Kubernetes clusters for maximum reliability and performance. • Collaborate with development teams to streamline CI/CD pipelines and refine workflows. • Ensure the security and compliance of cloud environments by applying best practices. • Proactively identify and resolve infrastructure bottlenecks and incidents. • Document solutions and processes with a focus on clarity and thoroughness to support team knowledge sharing. Required Skills and Qualifications: • Strong hands-on experience with Google Cloud Platform (GCP). • Deep expertise in implementing and operating cloud infrastructure in production settings. • Proficiency with Kubernetes administration and orchestration. • Solid understanding of DevOps methodologies, tools, and best practices. • Experience building and maintaining CI/CD pipelines. • Competence with infrastructure-as-code tools (e.g., Terraform, Deployment Manager). • Excellent written and verbal communication skills; ability to convey complex concepts clearly. Preferred Qualifications: • GCP certifications such as Associate Cloud Engineer or Professional DevOps Engineer. • Experience with hybrid or multi-cloud environments. • Familiarity with security best practices and compliance standards relevant to cloud-native architectures. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $160,000-$220,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Statistician Role Type: Contractor Location: Remote Our team is selecting Statistician to contribute expert knowledge to a customer project focused on advancing data-driven solutions. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Clean, preprocess, and structure complex and messy datasets using advanced statistical software (such as R, Python, SAS, or Stata). • Apply and document basic descriptive and inferential statistical analyses to uncover trends and patterns in real-world data. • Develop clear and compelling data visualizations to illustrate key findings and support model development. • Contribute expertise in dataset annotation, labeling, or enrichment to enhance the quality of AI model training datasets. • Draft concise, well-organized written summaries of methods, analyses, and results for a non-technical audience. • Collaborate asynchronously with project stakeholders to clarify requirements, resolve ambiguities, and improve deliverables through effective written and verbal communication. • Continuously identify data quality issues, provide actionable recommendations, and document solutions for handling dirty or incomplete data. Preferred Qualifications • Advanced degree (MS or PhD) in Statistics, Data Science, Mathematics, Biostatistics, or a related quantitative field. • Expertise in cleaning and preparing complex, messy (“dirty”) datasets with R, Python, SAS, or Stata. • Proficiency in basic descriptive and inferential statistical techniques, including hypothesis testing and regression analysis. • Strong programming skills in Python or R for statistical analysis, data manipulation, and visualization. • Demonstrated ability to communicate complex findings to non-technical and technical audiences with clarity and precision. • Experience working with large, unstructured, or noisy datasets across a variety of domains. • Excellent written and verbal communication skills, with a focus on detailed documentation and collaboration in remote environments.

Newsletter Writer & Editor Job Type: Contract, Part-time (~20 hours/week) Location: Remote Job Summary: Our team is building the go-to weekly read on enterprise AI, focused on AI agent testing and improvement, benchmark releases, and where and why AI systems fail in real-world workflows. We’re looking for a Newsletter Writer & Editor to own the publication end-to-end from editorial planning and writing to contributor coordination and audience growth. If you want to help shape how enterprise AI reliability gets talked about, this is a fun one to own. Key Responsibilities: • Write, edit, and publish a high-quality weekly newsletter on enterprise AI. • Research and turn complex AI developments into clear, engaging stories. • Own the editorial calendar and weekly publishing schedule. • Coordinate internal and external contributors. • Develop new formats, hooks, partnerships, and promotion ideas to grow readership. • Maintain a consistent editorial voice and quality across every edition. Required Skills and Qualifications: • Experience writing or managing a newsletter. • Ability to write about AI and technology clearly, without unnecessary hype or jargon. • Understanding of what drives newsletter engagement and readership. • Editorial judgment and ability to identify compelling topics and angles. • Entrepreneurial mindset and interest in building something from the ground up. • Ability to independently manage the publication week to week.

Role Title: Fire Dispatcher - Emergency Communications Specialist Role Type: Contractor Location: Remote Our team is selecting Fire Dispatcher - Emergency Communications Specialists to contribute their operational expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is an opportunity for seasoned fire dispatch professionals to share their practical knowledge of prioritizing and routing emergency requests while applying standardized protocols in high-pressure environments. Expertise in both written and verbal communication will be essential in providing clear, actionable feedback and data for AI development. Scope of Work • Receive and analyze simulated or real-time emergency requests, determining urgency and allocating appropriate resources based on established protocols. • Apply triage skills to prioritize incoming information from multiple communication channels, ensuring timely and accurate routing. • Utilize standardized checklists and dispatching scripts to maintain procedural consistency and compliance with best practices. • Document scenario responses and communication flows in a clear and structured format for AI system learning. • Evaluate, critique, and suggest improvements to protocols or automated responses generated by AI models. • Collaborate with project coordinators to ensure project deliverables meet quality standards and operational objectives. • Provide concise feedback regarding the effectiveness and clarity of AI-generated communications. Preferred Qualifications • Significant experience as a fire dispatcher, emergency communications specialist, or equivalent. • Exceptional multitasking abilities, including managing simultaneous requests via radio, phone, and digital platforms. • Proficiency in applying, following, and interpreting standardized emergency protocols and checklists( APCO/NENA certification). • Demonstrated capacity for clear, concise, and professional written and verbal communication. • Ability to work effectively under pressure and make rapid, accurate prioritization decisions. • Familiarity with the unique challenges and workflows of emergency dispatch environments. • Experience contributing to training, evaluation, or improvement of operational procedures is a plus.

Role Title: Police Dispatcher - Emergency Communications Specialist Role Type: Contractor Location: Remote Our team is selecting Police Dispatcher - Emergency Communications Specialists to contribute to a critical project for a customer focused on high-stakes communication environments. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for detail-oriented specialists who excel at real-time coordination, prioritization, and clear communication under pressure. The engagement centers on accurate handling of emergency requests, leveraging your experience in multitasking, and applying standardized protocols or checklists to ensure the best possible outcome. Scope of Work • Receive and process incoming requests and incidents using multiple communication channels (e.g., radio, phone, digital platforms). • Apply standardized protocols and checklists to gather information, assess situation urgency, and ensure accurate data entry. • Prioritize and triage multiple concurrent requests while maintaining composure and professionalism in high-pressure situations. • Coordinate and route requests to appropriate field resources and agencies based on established procedures. • Deliver clear, concise, and accurate written and verbal communications in all interactions and record-keeping. • Participate in continuous protocol review and feedback processes to improve standard operating procedures and AI training datasets. Preferred Qualifications • Proven expertise in police dispatch, emergency communications, or similar high-stakes coordination settings (APCO/NENA certification). • Exceptional ability to multitask, prioritize, and manage competing requests without losing accuracy or composure. • Strong written and verbal communication skills, especially under stressful or uncertain conditions. • Experience applying standardized protocols or checklists to ensure consistent and reliable request handling. • Familiarity with digital communication platforms and information management systems commonly used in dispatch or emergency coordination. • A commitment to accuracy, attention to detail, and continuous improvement. • Ability to provide domain-specific insights to enhance AI model learning and evaluation.

Role Title: Lawyer Role Type: Contractor Location: Remote Our team is selecting Lawyers to contribute valuable legal expertise to a customer’s project focused on reviewing and drafting legal documents. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Contributors will focus on analyzing sample contracts, identifying and flagging risky or problematic clauses, and providing clear, concise explanations of legal concepts for non-lawyers. All engagement data will be public or synthetic, ensuring no confidential or proprietary client information is used. Scope of Work • Review sample or template contracts and other legal documents to assess clarity, enforceability, and risk. • Identify, analyze, and flag potentially risky or problematic clauses, providing detailed written commentary. • Draft brief memos summarizing findings, key risk areas, and suggested improvements for each document reviewed. • Conduct basic legal research using only public sources to inform document analysis and recommendations. • Translate complex legal concepts into clear, accessible language for non-lawyer audiences. • Adhere strictly to confidentiality and conflict-of-interest protocols, working exclusively with public or synthetic data. Preferred Qualifications • Juris Doctor (JD) degree with active or lapsed bar membership in any U.S. jurisdiction. • 4+ years of practice experience, with a strong focus on document-heavy legal work (e.g., contracts, compliance, transactions). • Demonstrated expertise in contract drafting, review, and risk assessment. • Exceptional written and verbal communication skills, with a talent for explaining legal concepts to diverse audiences. • Meticulous attention to detail and a methodical approach to legal analysis. • Proven commitment to confidentiality and careful management of conflicts of interest. • Experience working with or interest in technology, AI, or legal operations is a plus.

Role Title: Mechanical Engineering Technician Role Type: Contractor Location: Remote Our team is engaging Mechanical Engineering Technicians to contribute to a customer's project involving the development of advanced AI benchmarks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author authentic technician workflow tasks that reflect real-world challenges, including test setup, instrumentation, data collection, and failure diagnosis. • Source, synthesize, and construct technical datasets (such as test logs, calibration records, sensor outputs, and failure reports) derived from actual lab or production scenarios. • Define accurate solution pathways, including the interpretation of test data and informed next-step recommendations. • Develop rigorous, 35+ item grading rubrics to evaluate technical skills in instrumentation logic, data interpretation, and failure analysis, usable by AI and domain experts alike. • Document detailed technical procedures, observations, and diagnostic findings with high precision and clarity. • Ensure all evaluation tasks meet the complexity and realism standards representative of professional practice, surpassing simplified textbook examples. Preferred Qualifications • Minimum 4 years of hands-on experience in lab, test, or production environments within mechanical engineering technology. • Associate degree or recognized trade credential in mechanical engineering technology or related discipline. • Extensive experience with instrumentation, sensors, data acquisition systems, and prototype testing workflows. • Demonstrated ability to perform in-depth technical documentation of test procedures, outcomes, and failure modes. • Strong analytical skills for interpreting complex datasets and diagnosing equipment or process failures. • Familiarity with technical documentation formats, such as CSVs, spreadsheets, PDFs, and other relevant files. • Comfort working independently, contributing to remote projects, and aligning deliverables with high technical standards. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Military Writing Specialist Role Type: Contractor Location: Remote (US Only) Our team is engaging Military Writing Specialists to support a unique project, leveraging expertise in military writing and reporting. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Contributors will use their background in Department of War (Department of Defense) documentation to generate, review, and evaluate a wide range of reports, summaries, and status updates reflective of authentic military processes. Your input will help develop benchmarks and grading guidelines that will teach AI to understand and replicate effective, compliant government communication. Scope of Work • Create realistic military and federal status reports, summaries, and executive updates based on prompts and supplied artifacts. • Develop “golden responses” that demonstrate high-quality, standards-aligned reporting for use in AI model training. • Draft grading rubrics and guidelines that reflect best practices in federal and military writing assessment. • Evaluate AI-generated reports, providing detailed feedback in both written and verbal form. • Share context on stylistic differences and individual approaches to common military documents (e.g., WARs, SITREPs, AARs, executive summaries). • Produce supporting documents such as decision briefs, memoranda, and action officer updates when required. • Collaborate with other subject matter experts to ensure diversity of reporting styles and adherence to branch-specific terminology. Preferred Qualifications • Former U.S. Department of War (Department of Defense) professional with at least 3 years of relevant experience. • Experience producing templated and standard reports such as Weekly Activity Reports (WARs), Situation Reports (SITREPs), After-Action Reviews, or similar artifacts. • Expertise spanning two or more branches of the U.S. military is a plus; a diverse background across roles is highly valued. • Proven proficiency in written and verbal communication, particularly in conveying technical or operational subject matter. • Demonstrated ability to craft, grade, and review back office documents, PowerPoints, memos, and spreadsheets for military or federal purposes. • US-based contributor with broad familiarity with federal documentation standards and compliance best practices. • Comfortable collaborating remotely and sharing insights on nuanced, highly procedural reporting tasks.

Job Title: Head of Communications Job Type: Full-time Location: Remote The Role We're looking for a strategic communicator to lead our external communications and shape how our work is understood across media, customers, and the AI ecosystem. You'll own our communications strategy—from product launches and company announcements to executive thought leadership and media relations, helping build trust, credibility, and visibility for the company. What You'll Do • Own and execute the company's external communications and PR strategy. • Build relationships with journalists, creators, analysts, and industry influencers. • Secure earned media across digital, print, broadcast, podcasts, and social channels. • Develop messaging for product launches, partnerships, company announcements, and executive communications. • Position company leaders through interviews, speaking engagements, bylines, and media opportunities. • Prepare executives with messaging, briefing materials, and media coaching. • Manage external PR agencies and communications partners. • Lead crisis and rapid-response communications when needed. What We're Looking For • Significant experience leading communications or PR for high-growth technology companies. • Exceptional writing, storytelling, and verbal communication skills. • Proven success securing top-tier media coverage and building lasting press relationships. • Experience leading communications for product launches and major company announcements. • Strong strategic judgment with the ability to translate complex technical topics into clear, compelling narratives. • Experience managing multiple priorities in a fast-paced, remote environment. Preferred • Experience in AI, developer tools, enterprise software, or B2B SaaS. • Familiarity with AI and emerging technologies. • Experience working with distributed teams. • Crisis communications experience. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$200,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Generalist Writer Role Type: Contractor Location: Remote (US & Western Europe) Our team is engaging Generalist Writers to contribute to a specialized AI quality and evaluation project. In this role, you'll apply your writing and analytical expertise to assess written content and help improve the accuracy, reliability, and overall performance of next-generation AI systems. Scope of Work • Review and assess written content and AI-generated responses for accuracy, coherence, completeness, and overall quality. • Evaluate adherence to instructions by comparing written outputs against detailed guidelines and defined criteria. • Deliver clear, actionable written feedback with a strong focus on precision, consistency, and objective assessment. • Identify discrepancies, ambiguities, factual issues, or areas for improvement within written responses. • Systematically document findings using provided evaluation tools, guidelines, and reporting formats. • Engage in a four-week initial sprint, with the possibility of extension based on performance and project needs. • Start immediately and commit to a minimum of 20 hours per week throughout the engagement. Qualifications • Native US English speaker with exceptional command of grammar, syntax, tone, and written communication. • Demonstrated expertise in professional writing, editing, proofreading, content review, or other writing-intensive roles. • Acute attention to detail and the ability to identify subtle issues, inconsistencies, and errors in written material. • Excellent written and verbal communication abilities, with a strong focus on clarity and precision. • Comfortable following detailed guidelines and applying evaluation criteria consistently across a high volume of work. • Strong analytical skills and the ability to objectively assess information and provide concise, constructive feedback. • Immediate availability and ability to commit at least 20 hours per week while maintaining consistently high-quality outputs.

Role Title: Spanish Audio Recording Expert (Mexico) Role Type: Contractor Location: Remote Our team is engaging Spanish Language Experts (Mexico) to contribute to a high-impact customer initiative focused on enhancing artificial intelligence capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Record audio samples in native Mexican Spanish accent to support AI speech training. • Transcribe audio data with precision, ensuring accuracy and clarity. • Annotate and tag speech and text data with detailed metadata for model development. • Review and quality-check linguistic data to guarantee consistency and compliance with guidelines. • Collaborate with project stakeholders to address linguistic nuances and clarify requirements as needed. • Apply linguistic knowledge to help identify and correct language model errors. • Contribute expertise as an audio engineer, audio specialist, or transcriber, according to your background. Preferred Qualifications • Native proficiency in Mexican Spanish, with clear understanding of regional linguistic variations. • Demonstrated experience in audio recording, engineering, or transcription. • Skilled in accurately annotating and tagging metadata for speech and text data. • Meticulous attention to detail and a commitment to producing high-quality deliverables. • Strong familiarity with linguistic data processing tools or audio software. • Ability to follow detailed guidelines and project instructions effectively. • Excellent communication skills and a solution-oriented approach to linguistic challenges.

Role Title: Mechanical Engineer - AI trainer Role Type: Contractor Location: Remote Our team is selecting experienced Mechanical Engineer - AI trainers to contribute to a customer project focused on developing advanced AI systems for engineering applications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce detailed 3D CAD models of simple mechanical components using platforms such as SolidWorks, NX, Creo, or CATIA. • Interpret and analyze technical drawings, identifying critical dimensions, tolerances, and specifications. • Document component requirements, technical specifications, and manufacturing tolerances in clear, structured formats. • Contribute insights and feedback on conceptual stress analysis and finite element analysis (FEA) tasks, supporting model validation. • Review, critique, and enhance technical documentation and CAD outputs for accuracy and clarity. • Provide expert written and verbal feedback to help train and validate AI system outputs in the context of mechanical engineering. • Collaborate asynchronously with cross-functional teams via remote communication tools, ensuring project objectives are achieved. Preferred Qualifications • 5+ years of demonstrated, hands-on experience in mechanical design engineering, with a focus on 3D CAD modeling and FEA. • Proficiency in SolidWorks, NX, Creo, or CATIA, with a strong preference for contributors with multi-platform expertise. • Proven ability to interpret and produce comprehensive technical drawings and documentation. • Deep conceptual understanding of stress analysis, FEA principles, and engineering validation processes. • Exceptional written and verbal communication skills; meticulous attention to detail in documentation. • Experience as a design engineer modeling components, interpreting drawings, and defining requirements. • Knowledge of end-to-end engineering processes from requirements definition through to validation and documentation.

Role Title: General Counsel Role Type: Contractor Location: Remote Our team is engaging General Counsels to support a customer's project with a particular focus on contract playbooks, negotiation, drafting, and management. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create, review, and refine contract negotiation playbooks based on diverse real-world scenarios and company requirements. • Draft, analyze, and annotate a range of commercial agreements, ensuring clarity, precision, and compliance with relevant standards. • Provide expert commentary on best practices for contract management and negotiation strategies. • Curate and supply non-confidential, eligible transaction materials in support of the project’s documentation objectives. • Evaluate and optimize existing contract templates, identifying areas to improve efficiency and risk mitigation. • Collaborate with Our team’s team to ensure materials meet project guidelines and AI-training needs. • Deliver high-quality written and verbal feedback to enhance system understanding and output. Preferred Qualifications • Current or prior experience as a General Counsel, Deputy General Counsel, or Assistant General Counsel with a strong focus on contract negotiation playbooks. • Demonstrated expertise in commercial contract drafting, negotiation, and management within corporate environments. • Exceptional written and verbal communication abilities, with attention to detail and clarity. • Knowledge of industry-standard practices for contract review and risk assessment. • Experience developing or utilizing contract negotiation playbooks specifically designed for companies. • Familiarity with document-driven project assignments, including sourcing and submitting eligible materials. • Ability to work independently and deliver concise, actionable insights for AI training purposes. Additional Info: This role is document-driven and centers on the provision of eligible transaction materials. You will be directly responsible for sourcing and supplying the documents. No confidential, NDA-protected, proprietary, or MNPI content can be accepted

Role Title: Electrical Engineer Role Type: Contractor Location: Remote Our team is engaging Electrical Engineers to contribute to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and curate high-quality single-option (multiple-choice) questions within your area of electrical engineering specialization. • Develop clear, concise explanations and detailed rubrics to accompany each question, ensuring alignment with best practices in instructional design. • Review and validate the technical accuracy and pedagogical value of AI-generated content related to electrical engineering concepts. • Collaborate asynchronously to refine question quality and uphold subject matter standards. • Provide feedback on AI performance, offering actionable insights based on your domain expertise. • Document and communicate technical concepts in both written and verbal formats for diverse audiences. • Contribute to an evolving project workflow designed to optimize AI training data relevance and clarity. Preferred Qualifications • Advanced degree (Master’s or PhD) in Electrical Engineering or related discipline. • Subject matter expertise in at least one of the following areas: Analog Circuits, Digital Circuits, RF, or Power Electronics with a focus on Integrated Circuits (IC). • Proven experience with educational content creation, rubric design, or assessment development is strongly valued. • Background in teaching, tutoring, or facilitating learning within electrical engineering is considered a significant plus. • Exceptional written and verbal communication skills, with attention to clarity and instructional value. • Demonstrated ability to work independently and deliver high-quality contributions within project milestones. • Comfort with collaborative, remote project participation and asynchronous communication tools. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Data-heavy chemistry/materials Science Expert Role Type: Contractor Location: Remote Our team is engaging Data-heavy chemistry/materials Science Experts to contribute to a cutting-edge customer project centered on leveraging AI agents for scientific advancement. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals who have integrated advanced AI coding agents, such as Codex, Claude Science, Claude Code, and Claude Cowork, into their technical workflows for complex chemistry or materials science initiatives. Contributors should be adept at written and verbal communication and able to articulate their problem-solving strategies, technical challenges, and how AI agents were leveraged to generate code sequences — not simply as chat interfaces. Scope of Work • Deliver comprehensive, data-rich insights based on your experience in chemistry or materials science, especially where AI coding agents have been integral to your process. • Document real-world scenarios where you utilized AI agents for tasks such as large codebase navigation, challenging debugging, feature development, or architectural modifications. • Compose clear, detailed written accounts and participate in feedback sessions to elucidate your methodologies and the impact of AI tools on scientific problem-solving. • Evaluate the effectiveness and limitations of AI agents in technical workflows, providing actionable recommendations for improving AI systems in STEM contexts. • Collaborate remotely with Our team’s project team, sharing domain-specific expertise and facilitating knowledge transfer through written and verbal channels. • Contribute to the development of datasets and training materials that reflect authentic chemistry/materials science practice using AI code-generation tools. • Identify unique case studies or complex technical challenges where AI coding agents enhanced productivity or enabled new scientific outcomes. Preferred Qualifications • Advanced degree (or equivalent professional experience) in chemistry, materials science, chemical engineering, or a closely related STEM field. • Proven proficiency with AI coding agents, including Codex, Claude Science, Claude Code, and Claude Cowork, specifically for generating code sequences in scientific environments. • Demonstrated ability to apply AI agents beyond code assistance — such as debugging intricate issues, building end-to-end features, and addressing ambiguous scientific problems. • Track record of contributing to projects involving large or complex codebases in computational chemistry, materials modeling, or laboratory automation. • Exceptional written and verbal communication skills, with a focus on clarity in technical documentation and knowledge sharing. • Experience in evaluating, adopting, or pioneering new workflows or methodologies using AI-powered tools within scientific research or industrial settings. • Strong analytical and critical-thinking capabilities, with the ability to articulate process decisions and results effectively for AI system training purposes.

Role Title: Telugu Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Telugu Audio Recording Experts to contribute to a customer’s project focused on developing advanced language AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for passionate professionals dedicated to delivering exceptional audio output, and who care deeply about effective communication in both written and spoken forms. Participants will use their experience in Telugu audio recording to create professional-grade samples that will directly support the advancement of AI language capabilities. Scope of Work • Record and deliver clear, professional-grade Telugu audio content as specified by project guidelines. • Utilize high-quality recording equipment to ensure optimal sound fidelity and minimal background noise. • Produce a range of scripted and unscripted recordings in standard Telugu, reflecting natural tone and pronunciation. • Adhere to all technical and linguistic specifications required for training AI models. • Review and refine submitted audio files to ensure they meet project quality benchmarks. • Collaborate with remote project teams through written and verbal communication for clarity on requirements and feedback. Preferred Qualifications • Native-level fluency in Telugu, with the ability to deliver clear and accurate pronunciation. • Minimum three years of professional experience in audio recording, voiceover, or related audio production roles. • Demonstrated proficiency operating professional audio recording equipment and software. • Strong attention to detail in capturing, editing, and submitting audio deliverables. • Excellent written and verbal communication abilities, with a commitment to responsiveness in a remote setting. • Experience contributing audio data to research, media, or technology projects is a plus. • Portfolio of high-quality Telugu audio work available for review is highly desirable. Please note that you will need to use your professional audio record recording equipment during the interview.

About Us At Our team, we work with human experts across a wide range of fields to build more reliable AI systems. Human expertise is at the center of everything we do, and we believe the best technology creates more opportunities for people to create, perform, and discover. In the first edition of microsessions, we're inviting local musicians to perform live in outdoor areas across San Francisco on August 6–7. We'll sponsor artists to play in some of the city's most iconic public spaces, introduce their music to new audiences, and professionally capture their performances as part of a project exploring the future of music education. We are creating this as something musicians enjoy being part of, and something San Francisco enjoys stumbling upon. What You'll Be Doing We're looking for 20–40 solo musicians and small groups (1–3 performers) to perform live across San Francisco on Thursday, August 6 and Friday, August 7. Selected musicians will: • Perform a 1–2 hour live set during one of three daily time slots: • LUNCH - 11:00 AM – 1:00 PM • AFTERNOON - 2:00 PM – 4:00 PM • HAPPY HOUR - 5:00 PM – 8:00 PM • Perform at one of several high-foot-traffic locations across the city, including FiDi, the Marina, Dolores Park, Alamo Square, Pier 39, and Golden Gate Park (locations will be finalized with each musician before the event but musicians must ultimately secure their desired locations and any associated logistics) • Wear Our team event apparel during the performance + feature basic signage explaining microsessions. • Be filmed and recorded by a small production crew for approximately 20-60 minutes during their set. About the Recording - What It's For Every performance will be filmed and recorded. We're upfront about this on-site and in this brief because we think a project about honoring musicians should be honest with everyone it touches. Here's exactly what the recording is used for: • Marketing: a launch film and social content celebrating the artists and the city. • Model Training Research: audio can help AI models better understand music — things like recognizing instruments and genres, learning music theory (keys, chord progressions), and understanding the cultural roots of a style, as well as potentially enhancing artist discoverability. The goal is building tools that help people learn and discover music. Musicians are compensated and every performer participates with full consent and a signed release covering the licensing described here. Who We're Looking For • Solo musicians or groups of 1–3 people. • Available for a 1–2 hour set within one of our time slots between August 6–7 (playing on both days is welcome if you're interested). • Able to perform at a location you're already permitted or approved to play at (whether by city permit or private-property arrangement) — final locations are subject to our approval but we are not able to coordinate permits at this time. • Responsible for your own instruments/equipment; please build any related costs into your quoted rate. • Able to share a video, Instagram, or portfolio link showing a past performance. • Comfortable being filmed and recorded per the terms above.

Role Title: Training & Development Specialist Role Type: Contractor Location: Remote Our team is selecting Training & Development Specialists to contribute to a customer's dynamic project focused on learning program design and delivery. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Define clear and measurable learning objectives tailored to specific program audiences. • Design structured learning programs, including the full pathway from objectives to modules, activities, and assessments. • Create engaging educational content, such as instructional materials, presentations, and resources suitable for digital delivery. • Develop basic assessment tools (quizzes, rubrics) to effectively measure learner progress and achievement. • Collaborate and communicate with stakeholders in a remote environment, ensuring clarity and alignment throughout the project lifecycle. • Iterate on program design and materials based on feedback and evolving project requirements. • Document processes and best practices to support consistent quality and knowledge sharing. Preferred Qualifications • Proven expertise in training, instructional design, adult learning, or a related field. • Strong capability in defining learning outcomes and mapping them to relevant activities and assessments. • Experience designing and developing educational content for diverse audiences, especially in remote or digital contexts. • Exceptional written and verbal communication skills, with the ability to convey complex ideas clearly and effectively in a virtual setting. • Knowledge of assessment creation, including quizzes and rubrics, to evaluate learning impact. • Demonstrated ability to manage multiple deliverables and adapt to evolving project needs. • Detail-oriented and proactive, with a commitment to delivering high-quality, learner-centric solutions.

Job Title: Data Engineer Job Type: Full-time Location: Remote The Role We are looking for a skilled Data Engineer with strong analytical thinking and experience building scalable data pipelines, performing exploratory data analysis, and working with both structured and unstructured data. In this role, you will help transform raw information into reliable, high-quality datasets that support research, analytics, and AI/ML model development. Exposure to machine-learning tools and AI technologies is highly valuable. Key Responsibilities • Design, develop, and maintain scalable ETL pipelines. • Collect, clean, transform, and organize structured and unstructured data. • Conduct exploratory data analysis to identify trends, patterns, anomalies, and data-quality issues. • Collaborate with researchers, data scientists, and engineering teams to prepare datasets for AI and machine-learning initiatives. • Develop and maintain data models, database schemas, and data-storage solutions. • Write and optimize SQL queries for data extraction, transformation, and analysis. • Ensure data quality, integrity, consistency, and security across pipelines and databases. • Automate data validation, reporting, and recurring data processing workflows. • Document data pipelines, processes, and technical decisions. • Troubleshoot pipeline failures and resolve data-related issues. Required Skills and Qualifications • Strong proficiency in Python and SQL. • Hands-on experience designing and maintaining ETL pipelines. • Experience conducting exploratory data analysis. • Proficiency with Python data-processing libraries such as Pandas and NumPy. • Experience working with relational databases, particularly PostgreSQL and MySQL. • Strong understanding of data modeling, database schemas, and data transformation. • Ability to work with both structured and unstructured datasets. • Experience ensuring data accuracy, quality, and reliability. • Familiarity with development environments such as Jupyter Notebook, VS Code, or PyCharm. • Strong analytical, problem-solving, and communication skills. Nice to Have • Exposure to AI and machine-learning workflows. • Familiarity with tools and libraries such as scikit-learn. • Experience working with Hugging Face Transformers. • Familiarity with the OpenAI API or similar AI platforms. • Experience preparing and managing datasets used for AI/ML model development. • Previous experience collaborating with researchers or data scientists. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $100,000 –$150,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Chemistry Specialist Role Type: Contractor Location: Remote Our team is engaging Chemistry Specialists to participate in a project supporting a leading customer in the scientific and research domain. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Conduct qualitative and quantitative chemical analyses and experiments to support product development, quality control, or process optimization. • Design and interpret complex laboratory experiments involving chemical reactions, synthesis, and separation techniques. • Document laboratory methodologies, data, and findings clearly and accurately, ensuring reproducibility and scientific integrity. • Critically evaluate experimental outcomes to propose improvements or new investigative approaches. • Collaborate and communicate effectively in written and verbal formats with project stakeholders, providing insights and recommendations. • Translate intricate chemistry concepts and experimental results into clear, actionable information for non-specialist audiences. • Contribute domain-specific expertise to enhance the training datasets and reasoning capabilities of AI systems. Preferred Qualifications • Advanced degree (PhD preferred) in Chemistry or closely related field. • Extensive hands-on experience with wet lab techniques, experimental design, and instrumentation. • Deep understanding of chemical reactions, analytical chemistry, and laboratory best practices. • Demonstrated critical thinking skills and a record of innovative problem-solving in research or applied chemistry settings. • Strong written and verbal communication skills, with the ability to convey technical concepts clearly. • Experience contributing to interdisciplinary projects or cross-functional collaborations. • Familiarity with quality control protocols, safety standards, and regulatory guidelines is a plus.

Job Type: Full-time Location: Remote - US Job Summary: Join our team as an Azure DevOps Engineer, where you will play a pivotal role in building, maintaining, and optimizing cutting-edge cloud infrastructure. This is an opportunity to leverage your expertise in Azure, DevOps, Kubernetes, and Docker to drive innovative solutions and ensure seamless deployment pipelines. As a core team member, your passion for clear written and verbal communication will be critical to collaborating across distributed teams and delivering high-impact results. Key Responsibilities: • Design, implement, and manage scalable, secure cloud infrastructure on Microsoft Azure. • Develop and maintain CI/CD pipelines using Azure DevOps tools to ensure reliable application delivery. • Orchestrate and manage containerized applications with Kubernetes and Docker. • Monitor system performance, automate operational tasks, and proactively resolve issues. • Collaborate closely with development teams to streamline deployments and improve operational efficiency. • Ensure robust system security, compliance, and reliable backup/recovery strategies. • Document processes and solutions, and communicate insights effectively with technical and non-technical stakeholders. Required Skills and Qualifications: • Minimum 5 years of hands-on experience in DevOps roles, with a strong focus on Azure cloud environments. • Deep expertise in Azure DevOps tools and services. • Advanced proficiency in Kubernetes and Docker for orchestration and container management. • Excellent written and verbal communication skills, with a passion for clear, collaborative work. • Experience designing and optimizing CI/CD pipelines. • Solid understanding of infrastructure automation, monitoring, and troubleshooting. • Strong problem-solving skills, attention to detail, and a proactive approach to continuous improvement. Preferred Qualifications: • Familiarity with additional cloud platforms such as GCP and AWS. • Experience supporting large-scale, distributed systems. • Relevant Azure or Kubernetes certifications are a plus. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $160,000-$220,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Physics Expert (Postdoc / Junior professor) Role Type: Contractor Location: Remote (US, Canada, UK focused) Our team is engaging Physics Experts (Postdoc / Junior professor) to participate in a high-impact project supporting a customer in the science and technology sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Critically evaluate and review physics solutions, mathematical derivations, and theoretical arguments generated by researchers or AI platforms. • Detect errors, unjustified steps, missing assumptions, dimensional inconsistencies, and weaknesses in logic or methodology. • Delineate between substantive scientific issues and stylistic or cosmetic matters, providing technically precise written feedback. • Articulate and document the reasoning behind any identified flaws, ensuring actionable guidance for improvement. • Recognize when correct reasoning can be optimized, and offer suggestions to sharpen or clarify the argument. • Utilize LaTeX, SymPy, Python, and Jupyter to independently verify or counter-check scientific claims as appropriate. • Deliver structured feedback designed to support iterative enhancement of submitted work and project outcomes. Preferred Qualifications • PhD in physics and an active record of independent research within a specialized subfield (e.g., High Energy/Mathematical Physics, Biophysics/Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation/Cosmology, Quantum Information, or Optical Materials). • Experience as a postdoctoral researcher, research fellow, junior/assistant professor, or senior research scientist. • Recent (last ~5 years) representative publications in the relevant subfield, with arXiv or DOI links. • Advanced proficiency with LaTeX, SymPy, Python, and Jupyter for theoretical modeling and computational validation. • Demonstrated skill in reviewing the work of others—through peer review, supervision, dissertation committees, or group seminars. • Exceptional written communication skills with the ability to convey nuanced, constructive feedback with technical rigor. • Reliable access to high-speed internet and a computer suitable for rigorous technical work.

Role Title: Thai Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Thai Audio Recording Experts to support a customer-driven project focused on professional, high-quality audio datasets. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Deliver clear, professional audio recordings in Thai, using top-tier recording equipment. • Edit and enhance audio files to meet project specifications, ensuring clarity, accurate intonation, and minimal background noise. • Follow detailed guidelines for file naming, formatting, and delivery standards. • Review and assess recorded content for linguistic accuracy and technical quality. • Collaborate virtually with project managers and other contributors to clarify requirements and align on best practices. • Submit an audio sample as part of the engagement process, demonstrating your equipment and recording expertise. • Meet project milestones through timely, reliable submissions of assigned deliverables. Preferred Qualifications • Minimum of three years' professional experience in audio recording and editing, especially for speech or language content. • Native or near-native fluency in Thai, with proven ability to deliver accurate linguistic nuances. • Access to and proficiency with high-quality, professional-grade audio recording and editing equipment. • Strong written and verbal communication skills to facilitate remote collaboration and feedback cycles. • Demonstrated attention to detail, with a track record of delivering precise, polished audio content. • Prior experience producing audio datasets for technology, education, or broadcast projects is a plus. • Ability to manage time effectively and consistently produce deliverables that meet exacting standards. Please note that during the interview, you will be needing your professional audio recording equipment.

Role Title: CUDA Engineering Expert Role Type: Contractor Location: Remote Our team is engaging CUDA Engineering Experts to contribute to a cutting-edge customer project focused on GPU kernel optimization in collaboration with a leading AI lab. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, profile, and optimize GPU kernels using CUDA and relevant profiling tools to maximize computational throughput on modern hardware. • Collaborate with project stakeholders to assess and identify kernel bottlenecks, proposing targeted optimization strategies. • Refactor C++ and CUDA codebases for improved maintainability, efficiency, and adaptability across diverse GPU architectures. • Implement shader logic and graphics workflows using GLSL and WebGPU, ensuring seamless integration with existing pipelines. • Document key findings, optimization steps, and performance improvements with clear, actionable reports and technical communication. • Contribute expertise to design discussions, supporting the evaluation of new GPU-based approaches and performance metrics. • Stay informed on advancements in GPU programming and share relevant insights to enhance project outcomes. Preferred Qualifications • Demonstrated expertise in CUDA programming, with a strong track record of performance-tuning GPU kernels. • Advanced C++ development skills, particularly in high-performance computing environments. • Hands-on experience with GLSL and WebGPU for graphics and compute shader development. • Proficiency using GPU profilers (such as Nsight, Visual Profiler, or similar tools) for guided optimization. • Strong analytical abilities to evaluate and reason about kernel performance across hardware generations. • Excellent written and verbal communication skills—clear documentation and technical reporting are essential. • Experience collaborating in remote, cross-disciplinary project settings is a plus.

Job Title: Director of Infrastructure Engineering Job Type: Full-time Location: Remote The Role We're looking for a Director of Infrastructure Engineering to build and scale the platform that powers production AI systems. You'll own the strategy and execution behind our cloud infrastructure, developer platform, and reliability practices, ensuring our systems remain secure, observable, and resilient as we grow. This is a hands-on leadership role for someone who enjoys operating at every level—from defining long-term infrastructure strategy to solving production incidents and mentoring high-performing engineers. What You'll Do • Own the architecture and evolution of our multi-cloud infrastructure across AWS and GCP, optimizing for scalability, reliability, security, and cost. • Lead and grow a high-performing Infrastructure/Platform Engineering team while establishing a strong engineering culture centered on ownership, operational excellence, and continuous improvement. • Build infrastructure as code using Terraform (or equivalent), ensuring reproducible, version-controlled, and auditable environments. • Design and improve CI/CD systems that enable fast, reliable, and secure software delivery. • Build world-class observability across metrics, logs, traces, and alerting to proactively detect and resolve production issues. • Define and drive reliability practices, including incident response, on-call operations, SLOs, error budgets, disaster recovery, and blameless postmortems. • Partner closely with Security and Engineering leadership to embed security by default and maintain compliance with frameworks such as ISO 27001, SOC 2, and CMMC. • Continuously improve the developer experience by reducing operational friction through automation and platform tooling. What We're Looking For • 8+ years building and operating production infrastructure, platform engineering, DevOps, or SRE systems. • 3+ years leading engineering teams in high-growth environments. • Deep expertise with AWS, GCP, or multi-cloud production environments. • Strong experience with Terraform, Kubernetes, containers, and modern CI/CD platforms. • Proven experience building highly available, observable, and resilient production systems. • Strong understanding of infrastructure security, compliance, and operational risk management. • Experience scaling engineering organizations and infrastructure in fast-moving startup environments. • Excellent communication skills with the ability to influence technical strategy across engineering and executive stakeholders. Preferred • Experience supporting AI/ML infrastructure or large-scale data platforms. • Familiarity with model training, inference, evaluation, or data pipeline infrastructure. • Experience operating regulated cloud environments such as FedRAMP, GovCloud, or CMMC Level 2. • Contributions to platform engineering, open-source infrastructure, or developer productivity initiatives. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $230,000 –$260,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Junior Software Engineer - AI Quality & Testing Job Type: Contractor Location: Remote Job Summary: Join our customer's team as a Junior Software Engineer specializing in AI Quality & Testing. In this impactful role, you'll leverage your TypeScript expertise to test, improve, and build AI-driven video generation products. This opportunity is perfect for detail-oriented engineers with a passion for quality and a strong portfolio of project work. Key Responsibilities: • Test and evaluate AI-powered web and mobile products, focusing on video generation tools. • Write comprehensive test cases and clearly document bugs, edge cases, and product issues. • Contribute code enhancements and fixes to TypeScript-based projects. • Analyze user feedback from social channels to help drive product improvements. • Collaborate with cross-functional teams across product, engineering, and operations workflows. • Apply engineering rigor to quality processes, always seeking innovative ways to break and improve features. • Maintain and expand an organized repository of test documentation and engineering insights. Required Skills and Qualifications: • Bachelor’s degree in Software Engineering, Computer Science, or equivalent project-based experience. • Proficiency in TypeScript, with experience shipping code in production environments. • Mandatory portfolio of self-built projects, including personal or side projects. • Demonstrated ability to read, navigate, and contribute to complex codebases. • 1-3 years of experience in software engineering roles. • Innate curiosity and detail orientation, with a passion for discovering how AI products break and can be improved. • Prior hands-on exposure to AI tools or video generator platforms. Preferred Qualifications: • Experience with testing frameworks such as Cypress, Playwright, or Jest. • Background in QA processes, bug reporting, or user testing. • Direct involvement with AI-driven video generator technologies. Additional Info: To excel in this role, you must demonstrate a track record of building and shipping code, validated through a portfolio of work. We are seeking candidates with a creative, engineering-first mindset—pure manual QA testers or those lacking a technical portfolio will not be considered. This expert-level contractor position offers a unique opportunity to work at the intersection of software engineering, AI quality, and cutting-edge video technology as part of our customer's innovative team.

Role Title: AI Facial Data Collection Contributor Location: Remote Job Summary Get paid from home in this fully remote AI training project by providing a few selfies and short videos of yourself through the past 5 years. Selfies and Videos will be used to train AI Data. We also welcome siblings and twins (identical or fraternal) to join this project! If you have brothers, sisters, or twins who are interested, they are encouraged to apply as well. Key Responsibilities: • Submit high-quality and unedited selfies (30) and video recordings (10) of yourself through the past 5 years. • Remove possible filters and edits from pictures/videos taken in the last 5 years. • Follow the instructions carefully. • Report any issues and follow feedback to improve future submissions. Required Skills and Qualifications: • Must have clear selfies and videos ready to submit, captured with a smartphone or camera. • Able to follow instructions and pay attention to detail. • Comfortable working independently and reporting any issues if they arise. Compensation Structure: • You will receive a one time payment after you submit the amount of selfies and videos required by the project.

Role Title: Physics Expert (Professor / Principal Investigator) Role Type: Contractor. Location: Remote Our team is engaging Physics Experts—established Professors or Principal Investigators—to provide high-level domain guidance as part of an impactful project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Adjudicate and render expert judgment on contested or competing physics arguments, solutions, or interpretations within your subfield. • Compare alternative approaches to the same problem, detailing which is superior, under what assumptions, and in which regimes. • Identify and articulate meta-level criteria for evaluating the robustness and validity of competing physics work, such as key assumptions and breaking points of approximations. • Exercise calibrated confidence by providing authoritative assessments while transparently acknowledging genuine uncertainty or open questions in the field. • Draft defensible written evaluations suitable for review by fellow senior physicists, ensuring clarity and rigor. • Leverage technical tools such as LaTeX, SymPy, Python, and Jupyter to verify or contrast technical claims as needed. • Clearly communicate when a question is unresolved within the field and delineate the pertinent considerations. Preferred Qualifications • PhD in physics with demonstrated expertise and scholarly impact in your specified subfield. • Current or former Associate Professor, Full Professor, Chair Professor, or Principal Investigator/Group Leader with a track record of independent research leadership. • Ongoing research activity in one or more of these areas: High Energy Physics, Mathematical Physics, Biophysics, Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation, Cosmology, Astrophysics, Quantum Information, or Optical Properties of Materials. • 3–5 recent representative publications in your target subfield, with arXiv or DOI references. • Prior experience supervising PhD students or postdocs, or equivalent leadership in industry research settings. • Proficiency with LaTeX, SymPy, Python, and Jupyter (please indicate any gaps in experience with these tools). • Exceptional written communication skills, with the ability to articulate nuanced and well-reasoned judgments.

Role Title: Computational Biology Expert Role Type: Contractor Location: Remote Our team is engaging Computational Biology Experts to contribute their technical expertise to an innovative customer-driven project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Collaborate on assignments designed to evaluate and enhance the technical capabilities of AI coding agents in computational biology contexts. • Provide real-world use cases demonstrating the application of AI agents—specifically Codex, Claude Science, Claude Code, and Claude Cowork—in complex computational biology scenarios. • Document detailed workflows, approaches, and outcomes achieved using AI agents for sequence generation and technical problem-solving, rather than simple chat-based interactions. • Deliver clear, comprehensive written and verbal feedback on model performance, usability, and potential for integration in professional STEM environments. • Contribute data and insights reflecting advanced usage, such as navigating large codebases, debugging intricate issues, and architecting solutions in computational biology. • Participate in structured assignments that inform model improvements and support the creation of robust, domain-specific benchmarks. • Engage in discussions with the project team to help iterate on tools and techniques, articulating complex technical information effectively. Preferred Qualifications • Hands-on expertise in computational biology, with a proven track record of tackling complex technical projects using AI coding agents beyond basic code generation. • Demonstrated proficiency with Codex, Claude Science, Claude Code, and Claude Cowork, with emphasis on leveraging these agents to generate sequences in authentic workflows. • Experience navigating and operating within large codebases, implementing end-to-end features, and managing architectural changes in computational settings. • Strong written and verbal communication skills, with an ability to describe problem-solving processes and technical outcomes in detail. • Active engagement as a STEM professional, currently applying AI coding agents to challenging real-world problems. • Capability to share well-articulated feedback and nuanced insights to shape the evolution of AI systems in computational biology. • Familiarity with ambiguity in problem spaces and a track record of adapting tools to solve novel or unclear technical challenges.

Role Title: Voice Recorder (German + English) Role Type: Contractor Location: Remote Our team is engaging expert German bilingual speakers to contribute to a leading-edge audio project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Record yourself reading provided sentences in your native language (German) and in English, following specific project guidelines. • Listen to and annotate audio clips, providing precise transcriptions and feedback on pronunciation and clarity. • Create controlled background sounds (such as stationary car environment or office noise) as required by the assignment while ensuring all recordings are from a stationary location. • Label and organize audio files, ensuring accurate metadata tagging and adherence to the platform’s submission standards. • Participate in ongoing speech data collection initiatives, supporting the development, training, and evaluation of AI speech and language systems. • Comply with project requirements regarding the privacy, storage, and intended use of voice recordings, ensuring all consent and data guidelines are met. Preferred Qualifications • Native-level proficiency in German, with clear articulation and excellent pronunciation. • At least B2-level proficiency in English to support bilingual assignments and instructions. • Ability to follow precise instructions and meet project specifications for audio quality and content. • Comfort working independently in a remote setting and managing your own workflow for assigned tasks. • Attention to detail, especially regarding pronunciation, background noise, and data accuracy.

Role Title: Criminal Defense Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Criminal Defense Attorneys (BigLaw Firms) to contribute to a customer’s project focused on legal innovation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze complex criminal law scenarios and provide detailed frameworks for resolution. • Draft, review, and refine legal content, including pleadings, motions, and trial strategies. • Assess case materials to identify key legal issues, arguments, and procedural considerations. • Evaluate ethical dimensions of criminal defense practice and outline best practices for AI learning modules. • Deliver expert commentary on trial advocacy techniques and courtroom procedures. • Create high-fidelity simulation exercises reflecting real-world legal practice for use in AI model training. • Collaborate with project managers and interdisciplinary teams to ensure accuracy and relevance of deliverables. Preferred Qualifications • Extensive background as a criminal defense specialist in BigLaw or major law firms. • Proven litigation and trial advocacy experience in complex criminal matters. • Exceptional skills in legal writing, analysis, and reasoning. • Strong grasp of ethical standards and best practices in criminal law defense. • Experience reviewing, preparing, or teaching case strategy and procedural safeguards. • Familiarity with technology-assisted legal research and digital case management. • Track record of contributing to professional development, legal education, or innovation initiatives.

Role Title: Physics Expert (Condensed Matter / Magnetic Materials) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (Condensed Matter / Magnetic Materials) to contribute to a leading-edge research opportunity focused on magnetic space groups, neutron scattering, BNS notation, and the physical signatures of magnetic order. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and interpret magnetic structure factors, utilizing propagation-vector methodologies and advanced symmetry concepts in condensed matter physics. • Identify and classify magnetic phases (AFM, FM, and related types) using both theoretical and experimental data, including neutron diffraction results. • Curate and validate magnetic space group assignments with reference to established datasets such as MAGNDATA, ensuring robust correlation with BNS notation conventions. • Evaluate birefringence and magneto-optic Kerr effect (MOKE) signatures for selected materials, connecting optical phenomena to underlying magnetic structure. Preferred Qualifications • Advanced academic background (PhD or equivalent research experience) in condensed matter physics, with a specialization in magnetism or related fields. • Demonstrated proficiency in magnetic structure factor calculations, propagation-vector analysis, and symmetry-based phase identification. • Direct experience classifying magnetic space groups, with hands-on familiarity with MAGNDATA and BNS notation. • Strong knowledge of neutron scattering techniques for magnetic structure determination. • Ability to connect experimental signatures (e.g., birefringence, MOKE) to underlying physical mechanisms.

Role Title: Compliance Attorney Role Type: Contractor Location: Remote Our team is engaging Compliance Attorneys to participate in a dynamic project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, review, and annotate legal documents and compliance materials to inform AI system development. • Draft detailed explanations, rationales, and responses to complex compliance scenarios, enhancing machine learning data sets. • Evaluate and critique AI-generated legal outputs for accuracy, logic, and adherence to U.S. compliance standards. • Collaborate remotely with project leads and technical specialists to provide expertise on nuanced compliance and regulatory questions. • Develop scenario-based questions and answers reflecting current trends and challenges in compliance law. • Identify ambiguities or potential legal pitfalls in AI outputs and suggest improvements for clarity and precision. • Contribute feedback on process enhancements, supporting the continuous refinement of AI training protocols. Preferred Qualifications • Juris Doctor (JD) degree from an accredited U.S. law school and active attorney license in good standing. • 3-15 years of recent, substantive experience practicing compliance law within the United States. • Exceptional written and verbal communication skills, with a demonstrated ability to articulate complex concepts clearly and concisely. • US-based, currently practicing in the field of compliance law. • Judicial clerkship experience (service as a clerk for a judge) preferred. • Experience teaching law courses or legal writing at accredited law schools is a plus. • Editorial experience with legal journals during law school is highly valued.

Role Title: Japanese Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Japanese Audio Recording Experts to contribute to a customer’s cutting-edge project in the field of language and AI. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. micro1 seeks experts with a strong background in recording and editing professional-grade audio in Japanese. Your contributions will be integral to building robust language datasets and improving the natural language understanding of advanced AI models. As part of the evaluation process, you may be requested to submit an audio sample using your best and most professional equipment. Scope of Work • Record high-quality Japanese audio samples according to detailed linguistic and technical specifications. • Edit and process audio files to ensure clarity, accuracy, and adherence to project guidelines. • Deliver audio content in prescribed formats using professional recording equipment and industry-standard software. • Collaborate with project coordinators to resolve queries and incorporate feedback on audio submissions. • Ensure consistency and authenticity in pronunciation, tone, and delivery across different audio samples. • Maintain organized records of submissions and project deliverables as required. • Complete assignments within established milestones and quality benchmarks. Preferred Qualifications • At least three years of professional experience in Japanese audio recording and editing. • Proficient with modern audio recording equipment and editing software (e.g., Pro Tools, Audacity, Adobe Audition). • Strong understanding of acoustics, audio quality assurance, and post-production processes. • Native or near-native fluency in Japanese, with exceptional pronunciation and articulation skills. • Demonstrated ability to deliver clear, authentic, and engaging spoken recordings. • Experience working independently and meeting project-based deliverables. • Attention to detail and commitment to maintaining the highest quality standards in audio production.

Role Title: Clinician (Oncology / Hematology) Role Type: Contractor Location: Remote Our team is engaging Clinician (Oncology / Hematology)s to contribute to a customer’s project at the forefront of AI in healthcare. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Author and review evaluation tasks that require nuanced clinical judgment, leveraging Clinical Study Reports, periodic safety reports, and regulatory correspondence in oncology and haematology. • Assess the clinical defensibility of efficacy and safety conclusions, ensuring endpoints and effect sizes reflect true clinical significance. • Apply advanced judgment to dose escalation, dose-limiting toxicity, modifications, adverse event grading and attribution, and the coherence of patient narratives. • Evaluate benefit-risk reasoning, scrutinizing the durability of conclusions in light of new events, and the realism of described management strategies. • Identify and flag content that is clinically implausible or internally inconsistent, distinguishing these from legitimate clinical variation. • Provide structured, guideline-based written rationales that clearly explain the validity or limitations of clinical interpretations for a non-clinical audience. Preferred Qualifications • Specialist registration or board certification in medical oncology and/or haematology, with 5+ years of post-training clinical experience. • Direct involvement in clinical trials as investigator, sub-investigator, or sponsor-side medical monitor, safety physician, or clinical development physician. • Proficiency with CTCAE grading, relevant response criteria (RECIST, Lugano, IMWG, IWCLL, ELN), and outcome endpoints (ORR, DoR, PFS, OS, MRD). • Hands-on experience with trial documents such as protocols, investigator brochures, CSRs, safety narratives, or DSMB/IDMC materials. • Demonstrated excellence in written communication, with clear, structured explanations of clinical reasoning tailored for non-clinical readers. • Previous roles in medical monitoring or as medical director on oncology or haematology programmes, and committee participation (IDMC, DSMB, adjudication, or independent review committees). • Peer-reviewed publication record or authorship on clinical trial manuscripts, with any exposure to AI-assisted clinical review tools seen as a plus.

Role Title: Personal Assistant Role Type: Contractor Location: Remote Our team is engaging Personal Assistants to support a dynamic customer project where exceptional organization and communication are vital. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals with a strong background in managing complex administrative responsibilities, balancing priorities, and delivering accurate, timely outcomes, all while working remotely. Scope of Work • Coordinate and manage digital calendars, appointments, and daily tasks efficiently to ensure seamless workflows. • Organize, prioritize, and handle multiple assignments simultaneously without sacrificing quality or detail. • Draft, edit, and proofread written materials and communications with clarity, professionalism, and attention to tone. • Facilitate effective remote communication between stakeholders through proactive updates and follow-ups. • Maintain accurate records, files, and tracking systems for all project-related documentation. • Identify process improvements and recommend solutions to optimize project efficiency and organization. • Provide detailed input, feedback, and real-world context for tasks that will enhance AI training data quality. Preferred Qualifications • 5+ years of hands-on experience in personal assistance, executive support, or administrative roles. • Exceptional written and verbal communication skills; able to convey complex information succinctly. • Demonstrated organizational excellence and time management in remote or distributed environments. • Advanced multitasking ability, with a track record of juggling priorities in fast-paced settings. • Keen attention to detail and accuracy in all deliverables and communications. • Experience using productivity tools such as digital calendars, cloud document platforms, and collaboration software. • Proactive, resourceful, and adaptable professional approach, with a commitment to continuous improvement.

Job Title: English Audio Recording Expert (US) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Join our customer's team as an Audio Recording Expert, where your expertise in voice and audio production will drive the creation of high-quality voice samples on your language. This is a unique opportunity to leverage your passion for audio and linguistic diversity while working remotely with a dynamic, global team. If you excel at both the technical and creative aspects of voice recording, we want to hear from you! Key Responsibilities: • Record your own voice while ensuring clarity, natural delivery, and accurate pitch/tone. • Maintain strict audio quality standards and manage post-recording cleanup as needed. • Collaborate with the customer’s team to understand project requirements and deliver recordings on time. • Provide feedback and suggestions for enhancing script delivery and audio quality. • Adjust delivery style to suit different project contexts and language nuances. • Organize and manage recordings, ensuring proper labeling and documentation. • Communicate effectively through written and verbal channels to align with team goals. Required Skills and Qualifications: • Proven experience in audio recording, engineering, voice-over, or a related field. • Exceptional verbal and written communication skills. • Strong attention to detail with a keen ear for pitch, tone, and clarity. • Ability to deliver natural, engaging audio performances in at least one language, and willingness to try multiple languages. • Familiarity with audio editing software and recording equipment. • Self-motivated, organized, and able to manage multiple recordings independently. • Passion for linguistic diversity and language learning. Preferred Qualifications: • Professional experience as a voice-over artist, audio engineer, or linguist. • Proficiency in more than one language. • Background in audio production for global or multicultural projects.

Role Title: Healthcare Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Healthcare Attorneys with BigLaw experience to collaborate on healthcare regulatory and compliance projects for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and annotate legal documents related to healthcare regulations, ensuring accuracy and clarity of regulatory concepts. • Analyze complex healthcare policies, statutes, and regulations, including HIPAA, Stark Law, and the Anti-Kickback Statute. • Draft and refine contract language to ensure compliance with U.S. healthcare legal frameworks. • Provide detailed feedback on regulatory compliance issues and identify potential legal risks in provided scenarios. • Contribute to the development of AI training data by offering expert commentary and nuanced legal interpretations. • Collaborate with project stakeholders to discuss findings and clarify healthcare legal concepts as needed. Preferred Qualifications • Juris Doctor (JD) degree and active bar admission in the United States. • Substantial experience practicing healthcare law at a major U.S. law firm (BigLaw) or top healthcare-focused firm. • Demonstrated expertise in U.S. healthcare regulatory compliance, including HIPAA, Stark Law, and Anti-Kickback Statute. • Proven ability to review, annotate, and draft complex legal documents related to healthcare law and policy. • Strong written and verbal communication skills, with attention to detail and an analytical mindset. • Experience providing advisory services on healthcare compliance matters. • Ability to work independently and collaboratively in a remote project-based environment.

Senior Webflow Developer Job Type: Part-time Location: Remote Job Summary: Join our team as a Senior Webflow Developer and drive the creation of visually stunning, interactive, and high-converting web experiences. You will play a pivotal role in translating design concepts into seamless, responsive Webflow sites, with a strong focus on performance, SEO, and advanced web animation. This is a fantastic opportunity for an expert developer passionate about building standout digital experiences and collaborating with cross-functional teams. Key Responsibilities: • Own the end-to-end development of Webflow sites, converting Figma designs into pixel-perfect, responsive pages. • Implement, manage, and optimize CMS collections, components, forms, and custom embeds within Webflow. • Develop interactive animations using Webflow interactions, GSAP, Three.js, and motion tools like Lottie, Rive, and Spline. • Integrate analytics (GA4, GTM, PostHog) and implement comprehensive tracking for events and conversions. • Drive technical SEO strategies, including metadata, indexing, redirects, structured data, and speed optimization. • Design and execute CRO initiatives, including A/B testing, funnel analysis, and conversion-focused enhancements. • Automate workflows and integrations via APIs, webhooks, and tools like Make, Zapier, HubSpot, and Airtable. Required Skills and Qualifications: • Advanced hands-on experience with Webflow, including CMS, responsive builds, and complex components. • Proficiency in HTML, CSS, and JavaScript with attention to cross-browser compatibility and clean code standards. • Track record of transforming Figma designs into high-quality, production-ready Webflow pages. • Deep understanding of technical SEO, page structure, web performance, and Core Web Vitals. • Proven experience with analytics implementation and data-driven decision-making. • Expertise in web animations (GSAP, Three.js, Webflow interactions) and motion asset integration (Lottie, Rive, Spline). • Strong written and verbal communication skills, collaborating effectively across teams and with stakeholders. Preferred Qualifications: • Experience with 3D asset integration and creative interactive web experiences. • Background in conversion rate optimization and UX/UI best practices. • Familiarity with automation platforms and advanced workflow integrations.

Role Title: Civil Rights Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Civil Rights Attorney (BigLaw Firms) professionals to contribute expertise to a client-focused project centered on civil rights law. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and interpret complex civil rights statutes, regulations, and case law for relevance and accuracy. • Conduct in-depth legal research and draft written summaries, memos, or analyses highlighting key legal issues and precedents. • Develop and review realistic civil rights scenarios, hypotheticals, and legal problems for use in AI model development. • Evaluate and critique AI-generated legal analyses, providing expert feedback and ensuring adherence to legal standards. • Collaborate with interdisciplinary teams to clarify legal concepts, address ambiguities, and ensure quality of inputs. • Assist in creating clear, concise, and accurate legal content tailored to a variety of learning contexts. • Identify emerging trends and potential areas of risk in civil rights law as they relate to AI and technology platforms. Preferred Qualifications • Juris Doctor (JD) from an accredited law school with admission to the bar in at least one jurisdiction. • Substantial experience practicing civil rights law, preferably with a background in prominent (BigLaw) firms. • Strong track record of legal research, writing, and case law analysis in complex and high-stakes matters. • Exceptional critical thinking skills and a keen attention to detail in both analysis and communication. • Demonstrated ability to interpret statutes and policies, translating legal concepts for non-legal audiences. • Experience collaborating in multidisciplinary or technology-driven environments. • Interest in the intersection of law, policy, and emerging technologies, particularly AI and its societal impacts.

Our team is looking for small business owners who want to participate in a paid video data collection project for AI. Your business would help collect real videos of normal work happening in your workplace. These videos will help train AI systems to better understand how people complete real-world tasks. You do not need experience with AI. We are looking for business owners with active teams and real day-to-day work. Who can participate • Your business may be a good fit if you: • Are an owner, partner, or co-owner of a business in LATAM, the United States, or Canada • Have at least 2 employees who can participate • Have regular work activities that can be recorded safely • Can have each participating employee record at least 10 hours of work • Can get permission to record in the workplace • Can make sure participating employees agree to be recorded • Can start soon after a short onboarding call • Employees will use their own iPhone or Android phone to record. Their phone must have an ultra-wide camera and the required motion sensors. Businesses that may be a good fit Examples include: • Construction, HVAC, plumbing, electrical, painting, and renovation businesses • Auto repair, equipment repair, and maintenance businesses • Machine shops, fabrication shops, woodworking, and manufacturing businesses • Warehouses, logistics, delivery, and fulfillment businesses • Landscaping, cleaning, pest control, and property maintenance businesses • Catering companies, bakeries, restaurants, and commercial kitchens • Hardware stores, garden centers, greenhouses, and nurseries • The best fit is a business where employees do different hands-on tasks throughout the day. Assembly-line or highly repetitive work is not a fit. Privacy and consent We take privacy seriously. Before recording starts, the business owner must make sure employees agree to participate and that the business has permission to record. Payment Businesses are paid based on the amount and quality of approved video data collected. Requirements • You own or help run a business in LATAM, the United States, or Canada • You have at least 2 employees who can participate • Each employee can record at least 10 hours.

Role Title: Powerpoint Specialist Role Type: Contractor Location: Remote Our team is engaging Powerpoint Specialists to contribute to a dynamic customer project focused on Project Navara. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and initiate realistic, complex business tasks relevant to professional PowerPoint, Excel, and Word use, simulating scenarios from Fortune 500 environments. • Collaborate with an advanced language model (LLM) to discuss, edit, and create Office Open XML files, especially focusing on .pptx formats. • Assess and compare two LLM-generated deliverables per task turn, selecting the most accurate and effective result based on quality dimensions. • Create prompts and tasks that would typically require substantial business acumen and multi-hour effort to accomplish without AI assistance. • Engage in structured, four-turn conversations with the LLM, offering feedback and preferences after each round. • Document observations and recommendations to improve LLM handling of real-world business documents. • Provide expertise in handling cross-functional use cases such as reporting, presenting, analyzing, and proposing within various industries and business functions. Preferred Qualifications • Minimum 3+ years of recent experience working on complex projects within Fortune 500 companies or top-tier consultancies. • Advanced skills in PowerPoint, with significant exposure to Excel and Word, and a strong track record in professional business document creation and review. • Demonstrated ability to develop and execute projects in sectors such as finance, healthcare, consulting, tech, or retail and across functions like strategy, operations, sales, marketing, finance, or HR. • Experience crafting realistic business scenarios and workflows for use in modeling, reporting, and executive presentations. • Comfortable communicating in-depth, both in writing and verbally, and adept at formulating clear, actionable feedback. • Prior engagement with LLMs or AI-powered tools is highly desirable, especially in iterative, conversational formats. • Titles such as private equity associate, investment banking analyst, consultant, FP&A analyst, HR professional, or marketing strategist are a strong fit for this opportunity.

Job Title: Software Engineer, New Grad Job Type: Full-time Location: Remote The Role This is a fullstack software engineering role designed for recent graduates and early-career engineers looking to accelerate their growth by building production systems. You'll contribute to — and grow into owning — core internal platform capabilities and product features end-to-end. You'll work across internal tools, services, workflows, and AI-powered products that support our engineering, operations, and recruiting platforms. As you grow, you'll take increasing ownership of critical systems while collaborating closely with experienced engineers. What You'll Own • Contribute to the design and development of end-to-end fullstack systems powering critical internal workflows and platform capabilities. • Build clean, maintainable backend services and APIs while learning scalable engineering best practices. • Develop high-quality frontend interfaces used by internal teams and end users. • Participate in data modeling and database optimization efforts, including schema design and query performance. • Collaborate with product, operations, and design teams to translate ideas into reliable, production-ready features. • Improve engineering quality through code reviews, testing, documentation, and continuous improvement. • Help troubleshoot production issues while learning how to build resilient, observable systems. • Develop sound engineering judgment by making thoughtful tradeoffs between speed, scalability, and maintainability. What We're Looking For • Bachelor's degree in Computer Science, Computer Engineering, Software Engineering, or a related field (recent graduate or graduating soon). • Internship, co-op, research, or meaningful personal/project experience building software applications. • Strong fundamentals in JavaScript and/or TypeScript. • Familiarity with frontend development using React or similar frameworks. • Familiarity with backend development using Node.js (NestJS is a plus). • Understanding of relational databases such as PostgreSQL and core data modeling principles. • Familiarity with RESTful APIs and how distributed applications communicate. • Exposure to Git and modern software development workflows. • Strong problem-solving skills, curiosity, attention to detail, and a growth mindset. • Excited to learn quickly and contribute in a fast-moving engineering environment. Preferred • Internship or professional software engineering experience. • Exposure to cloud platforms such as AWS, GCP, or Azure. • Familiarity with CI/CD, deployment pipelines, or DevOps fundamentals. • Exposure to modern architectures such as microservices, serverless, or event-driven systems. • Interest in AI-powered products, workflow automation, or data-intensive applications. • Experience contributing to team projects, hackathons, open-source software, or startup environments. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $110,000 –$150,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Senior Software Engineer Job Type: Contractor (~15 hrs a week) Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test an AI model’s ability to solve complex software engineering problems using Model Context Protocol (MCP) tools. Tasks may involve fixing bugs, implementing features, refactoring code, or optimizing performance while requiring agents to discover and reason over information from real MCP servers. You will design reproducible environments, deterministic verification, and golden reference solutions that accurately measure both MCP tool use and software engineering ability. Required Skills and Qualifications: • Proficiency in C++, Python, JAVA, GoLang, Typescript, or Rust. • Deep understanding of algorithms, data structures, and performance tuning. • Demonstrated experience in debugging complex software issues and delivering maintainable solutions. • Strong background in feature development and codebase refactoring. • Proven ability to optimize software for performance and scalability. • Exceptional written and verbal communication skills, with a keen attention to detail. • Track record of success in collaborative, cross-functional teams, ideally in remote settings. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases. • Familiarity with modern AI or machine learning systems is a plus, though not required. • Background in participating in rigorous code reviews and contributing to the development of software best practices. Process: • Apply to the role, filling out the screening questions • Complete AI Interview (approx. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Excel Specialist Role Type: Contractor Location: Remote Our team is engaging Excel Specialists to support a customer’s initiative focused on enhancing an LLM’s proficiency in creating, understanding, and modifying Office Open XML files—including complex .xlsx, .docx, and .pptx documents. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and simulate challenging, realistic business scenarios that require expert-level use of Excel, PowerPoint, and Word, mirroring tasks from your professional experience. • Engage in structured, multi-turn conversations with an LLM, presenting complex document-related prompts and evaluating AI-generated deliverables. • Create and review Office documents (.xlsx, .docx, .pptx), assessing two AI-generated solutions against professional standards and selecting the preferred output. • Document feedback and provide detailed, side-by-side preference data to inform AI model improvements, focusing on quality, accuracy, and business relevance. • Contribute domain-specific insight across multiple industries and business functions, ensuring the data collected covers diverse, real-world use cases. • Communicate clearly and thoughtfully in both written and verbal formats to ensure precise understanding and actionable feedback for the AI training team. Preferred Qualifications • Minimum 3+ years of professional experience working in Fortune 500 environments using Excel, PowerPoint, and Word on high-impact business projects. • Demonstrated expertise in creating complex models, reports, analyses, and presentations across various industries such as finance, healthcare, tech, consulting, or retail. • Background in business roles such as private equity associate, investment banking analyst, junior consultant, FP&A analyst, HR, or marketing strategist, with hands-on involvement in deal or project work. • Proficiency in designing use cases reflecting functions like strategy, operations, sales, marketing, finance, or HR. • Exceptional written and verbal communication skills, with a keen eye for detail and clarity in articulating feedback. • Experience interacting with LLMs or writing long-form prompts for AI tools is a strong plus. • Strong analytical mindset and ability to evaluate nuanced differences in document quality and business applicability.

Role Title: Biology Expert Role Type: Contractor Location: Remote Our team is engaging Biology Experts to contribute to a customer’s project focused on advancing AI-driven solutions in the life sciences. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. The engagement is designed for professionals who are passionate about communicating complex biological concepts and have a strong background in academic writing and practical research. Scope of Work • Review, annotate, and provide real-world feedback on diverse biological datasets and educational content. • Author, evaluate, and edit laboratory reports, research papers, or field study narratives to ensure accuracy and clarity. • Develop and refine prompts, queries, and data inputs to guide AI model understanding of biological concepts. • Identify knowledge gaps and ambiguities in model-generated outputs, offering expert insights and corrections. • Collaborate with project managers and technical teams through clear, concise written and verbal communication. • Contribute to the creation of educational or reference materials that inform AI training and validation processes. • Stay informed about current trends and standards in biology and related life sciences fields. Preferred Qualifications • BSc, MSc, or PhD in Biology, Life Sciences, or a closely related discipline. • Demonstrated experience authoring laboratory reports, peer-reviewed research papers, or field studies. • Strong command of scientific writing, with the ability to communicate complex information clearly. • Proficiency in analyzing and interpreting biological data from experimental or literature sources. • Detail-oriented approach and commitment to scientific rigor and accuracy. • Exceptional written and verbal communication skills, with a focus on precision and clarity. • Prior experience collaborating remotely on scientific, research, or educational projects is a plus.

Job Type: Contractor Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: Sales Development Representative Role Type: Contractor Location: Remote Our team is engaging Sales Development Representatives to contribute their expertise to a customer’s project focused on driving B2B growth and lead generation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for seasoned professionals who excel in consultative selling, cold calling, and high-volume prospecting, and who are passionate about optimizing outbound sales strategies through technology-enabled processes. Scope of Work • Initiate outbound prospecting activities via cold calls, emails, and social channels to build robust B2B lead pipelines. • Research, identify, and qualify potential business opportunities within target markets and verticals. • Engage prospects in consultative conversations, effectively communicating value propositions and handling objections. • Document all prospect interactions and pipeline activities accurately within CRM systems. • Collaborate with project coordinators and client stakeholders to align messaging and refine outreach approaches. • Provide constructive feedback to enhance AI training datasets based on real-world interactions and industry best practices. • Analyze results from outreach initiatives and propose strategies for continuous improvement. Preferred Qualifications • 5+ years of recent, hands-on experience in B2B sales development, with a track record of success in outbound prospecting. • Expertise in cold calling, lead qualification, and consultative sales conversations within complex sales cycles. • Proficiency with leading CRM tools for pipeline management and activity tracking. • Exceptional written and verbal communication skills, with a strong focus on professionalism and clarity. • Demonstrated ability to adapt messaging for diverse industries and customer personas. • Strong analytical and feedback skills to support data-driven AI system training. • Previous participation in technology-driven sales engagements or AI-related projects is a plus.

Job Title: Data-Video Generalist Job Type: Contractor Location: Remote - experts based in Western and Eastern Europe. Selected countries include: Albania, Bulgaria, Croatia, Cyprus, Czechia, Estonia, Greece, Lithuania, Malta, Moldova, Montenegro, North Macedonia, Poland, Portugal, Romania, Serbia, Slovakia, Slovenia, and Spain. Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Capture precise motion data using your smartphone’s sensor suite (IMU) during specified physical tasks. • Supported devices include the iPhone 12 and later, Google Pixel 6 and later, and Samsung Galaxy S21 and later. • Record synchronized video footage to validate and enhance the integrity of collected sensor data. • Follow detailed technical protocols to ensure all submissions meet strict quality, labeling, and determinism standards. • Consistently contribute a minimum of 10 hours of approved video data per week throughout the project duration. • Communicate effectively with the team to clarify guidelines and provide feedback on data collection processes. • Ensure timely and reliable delivery of data outputs in accordance with project milestones. • Participate in required device compatibility checks and a custom AI-enabled interview process. Required Skills and Qualifications: • Access to a head strap to be able to record both hands within 48 hours of the start date. • Demonstrated adherence to standardized protocols and rigorous technical instructions. • Proven ability to manage and deliver reliable output in a fast-paced, data-driven environment. • Strong written and verbal communication skills; ability to document work and collaborate remotely. • Experience with mobile devices and a high level of digital literacy. • Physical capability to perform repetitive movement tasks safely and accurately. • Access to a compatible smartphone for high-fidelity sensor and video data collection. • Note: Applications submitted with a Gmail address are strongly preferred for seamless tool integration. Compensation Structure Compensation is output-based; experts are paid per recorded video that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Start Timeline & Availability We typically fill roles within 48 hours, so we’re looking for teammates who are ready to jump in. If selected, we’d love for you to start your first task as soon as you move forward with your application. The expectation is to begin within ~24 hours of completing onboarding. Equipment Requirements Mobile: Tasks for this project must be performed from a mobile device (smartphone). Experts will record their workflow directly from the mobile device while completing tasks. Head Strap / Wearable: Tasks for this project must be performed using a head-mounted camera (head strap setup). Experts will record first-person video of physical tasks. The required head strap and any accompanying equipment specifications will be shared during onboarding.

Role Title: Medical Writer / Clinical Document Author Role Type: Contractor Location: Remote Our team is engaging Medical Writers / Clinical Document Authors to participate in a customer’s project focused on developing advanced AI-assisted writing tools for clinical documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Author and review realistic evaluation tasks based on Clinical Study Reports, DSURs, PSURs/PBRERs, and related clinical documents to inform AI tool development. • Apply expert judgment to assess whether AI-generated content fulfills clinical template and structural requirements, including ICH E3 organization, section sequencing, cross-referencing, and appendix management. • Evaluate scientific accuracy in narrative sections such as efficacy, safety summaries, discussion, and conclusions, distinguishing true scientific or interpretive errors from stylistic differences. • Trace narrative claims to source records—tables, figures, listings, and protocols—to verify that all assertions are appropriately supported. • Provide clear and structured written rationales for each assessment, enabling precise diagnosis and improvement of AI model behavior. • Collaborate with project leads to refine evaluation frameworks and document best practices for clinical regulatory writing in the context of AI. Preferred Qualifications • Minimum 5 years of regulatory medical writing experience at a sponsor, CRO, or as an independent consultant. • Direct experience independently authoring or leading the authoring of full Clinical Study Reports, beyond summaries or partial contributions. • Fluency with ICH E3 and conventions for periodic safety documentation (ICH E2F, ICH E2C) and eCTD placement. • Demonstrated ability to read and interpret TFLs and protocol documents, identifying where narrative diverges from source data. • Exceptional written and verbal communication skills, especially in providing structured, actionable feedback on clinical content. • Advanced degree in life sciences, pharmacy, or medicine (PhD, PharmD, MD, MSc), or equivalent depth of authoring experience. • Experience across multiple clinical phases and therapeutic areas; oncology and haematology expertise is especially valued. Join our customer's team and leverage your authoring expertise to help design the next generation of AI-assisted clinical documentation solutions. This high-bar role offers you the chance to shape how tomorrow's writing teams draft and review regulatory documents — through your expert input, judgment, and real-world experience.

Role Title: Content Editor. Role Type: Contractor. Location: Remote Our team is looking for an experienced Video Editor to support our internal marketing and content initiatives on a project basis. You'll be responsible for creating engaging, high-performing video content across multiple social media platforms, helping grow the Our team brand through compelling storytelling and modern editing techniques. This opportunity is focused on professionals with strong portfolios editing content for platforms such as YouTube, X (Twitter), LinkedIn, YouTube Shorts, Instagram Reels, and TikTok. The primary focus is on horizontal (16:9) content for YouTube, X, and LinkedIn, while experience with vertical (9:16) content is also valued. We're looking for editors with proven expertise in fast-paced editing, motion graphics, dynamic captions, sound design, and social-first editing techniques that maximize viewer retention and engagement. Scope of Work • Edit and enhance video content for Our team's social media channels, with an emphasis on horizontal (16:9) content for YouTube, X (Twitter), and LinkedIn. • Create compelling hooks, dynamic captions, motion graphics, and engaging visual elements that capture attention and increase watch time. • Incorporate B-roll, sound effects, transitions, speed ramps, zooms, punch-ins, and text animations where appropriate. • Optimize pacing, music, and audio to produce polished, high-retention content aligned with current social media trends. • Deliver high-quality final assets while meeting project deadlines and maintaining brand consistency. • Collaborate remotely with the marketing team to understand creative direction, iterate on feedback, and execute content that aligns with campaign objectives. • Maintain organized project files and deliverables throughout the editing process. Preferred Qualifications • Portfolio showcasing high-quality editing for YouTube, X (Twitter), LinkedIn, and/or short-form platforms such as Instagram Reels, TikTok, or YouTube Shorts. • Experience as a Social Media Video Editor, Short-form Video Editor, YouTube Video Editor, Reels/TikTok Editor, Content Editor, or Content Creator/Video Editor. • Previous work with YouTubers, personal brands, coaches, SaaS startups, marketing agencies, B2B companies, or podcasts. • Advanced proficiency in Adobe Premiere Pro, DaVinci Resolve, Final Cut Pro, or similar professional editing software. Experience with motion graphics is a strong plus. • Strong communication skills and the ability to interpret creative briefs, incorporate feedback, and work independently in a remote environment. • Demonstrated ability to produce engaging content using strong hooks, dynamic captions, jump cuts, graphic overlays, text animations, sound design, and other techniques that improve audience retention. • A strong understanding of current social media trends, platform-specific best practices, and content optimized for engagement.

Role Title: Semiconductor Devices & Microelectronics Expert Role Type: Contractor Location: Remote Our team is engaging Semiconductor Devices & Microelectronics Experts to contribute to a dynamic customer project focused on advancing semiconductor technologies and microelectronics solutions. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and provide insights on semiconductor device physics, operational principles, and recent advances. • Evaluate and discuss microfabrication techniques, including process integration and yield optimization. • Contribute technical assessments on device scaling, performance modeling, and reliability methodologies. • Review and critique materials used in electronic and semiconducting device fabrication. • Create detailed written explanations and verbal clarifications of complex engineering concepts for AI model training purposes. • Deliver structured feedback on project data to ensure technical accuracy and completeness. • Collaborate asynchronously with project coordinators and other domain experts within the platform. Preferred Qualifications • Advanced degree (Master’s or PhD) in Electrical Engineering, Materials Science, Physics, or a related discipline. • Extensive experience in semiconductor device design, fabrication processes, and microelectronics engineering. • Proven understanding of semiconductor physics, device modeling, and reliability testing. • Hands-on exposure to modern microfabrication and process integration techniques. • Strong analytical and critical thinking skills with the ability to break down complex topics. • Exceptional written and verbal communication skills, with a focus on articulating technical concepts clearly. • Prior experience contributing to technical publications, patents, or collaborative R&D projects is a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Associate Recruiter: Job Type: Full-time Location: Remote Job Summary: Join our team as an Associate Recruiter and play a pivotal role in building high-performing, diverse teams at a fast-growing organization. You will drive a full-cycle recruitment process and help source exceptional talent by leveraging your expertise and proactive communication skills. This is a fantastic opportunity to further your recruitment career in a dynamic, remote-first startup environment. Key Responsibilities: • Source, identify, and engage potential candidates using creative and innovative methods. • Effectively manage the recruitment pipeline from initial outreach to offer acceptance. • Coordinate interviews, facilitate feedback, and ensure a smooth candidate experience. • Communicate proactively and professionally with stakeholders, hiring managers, and candidates. • Track, analyze, and report on key recruitment metrics to optimize hiring strategies. • Maintain accurate candidate records and documentation within the applicant tracking system. • Continuously share market insights and recommendations to enhance the recruitment process. Required Skills and Qualifications: • Minimum 1 year of experience in full-cycle recruitment, ideally within a startup environment. • Strong sourcing techniques and familiarity with a variety of recruitment platforms and tools. • Proven ability to manage recruitment pipelines and multiple requisitions simultaneously. • Exceptional written and verbal communication skills, with attention to detail. • Ability to work independently and self-manage effectively in a remote setting. • Strong organizational and time management abilities. • Experience building relationships with diverse stakeholders across all levels. Preferred Qualifications: • Prior experience recruiting for technical or hard-to-fill roles. • Familiarity with employer branding strategies and digital outreach. • Passion for creating a positive candidate experience and a collaborative team culture.

Role Title: At-Home Video Recorder Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: AI Data Annotation Expert Role Type: Contractor Location: Remote Our team is selecting AI Data Annotation Experts to contribute to a client-driven project focused on improving AI systems through meticulous video data labeling and annotation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review short video clips to identify and categorize recurring events according to provided guidelines. • Precisely annotate each recognized event, capturing accurate timestamps for every occurrence. • Craft clear, concise, and consistent written descriptions for all annotated events. • Utilize attention to detail and data labeling accuracy to ensure high-quality, reliable annotations. • Apply annotation protocols rigorously to maintain consistency and integrity of the labeled data. • Engage collaboratively with project leads and fellow contributors to address questions and feedback. • Submit regular deliverables aligned with project milestones and expectations. Preferred Qualifications • Proven experience with video annotation or similar data labeling activities. • Exceptional attention to detail and a commitment to maintaining data quality. • Strong analytical skills, with the ability to interpret guidelines and apply them thoroughly. • Excellent written and verbal English proficiency for clear annotation descriptions and communication. • Experience participating in AI training or data-centric projects is advantageous. • Demonstrated ability to collaborate effectively within distributed teams or remote projects. • Comfort working independently and adapting to evolving annotation criteria or feedback.

Role Title: GPU Programmer Software Engineer Role Type: Contractor Location: Remote In this role, you will apply your expertise as a GPU programmer to design GPU related tasks to train LLMs, focusing on performance and architecture. Scope of Work • Design, implement, and optimize GPU-based software solutions using CUDA, WebGPU or GLSL. • Profile and fine-tune GPU kernels and shaders for maximum performance and efficiency. • Develop host-side logic and integrations in C++ Preferred Qualifications • Advanced experience with any GPU programming language that can run on NVIDIA chips. • Background in either Graphics Programming, ML acceleration, Scientific Computing, High Performance Computing, or any other domain using GPU technologies. • Proficiency in C++ Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Chemistry Professor/Researcher (PhD) Role Type: Contractor Location: Remote Our team is engaging Chemistry Professors and Researchers (PhD) to contribute their academic expertise and subject mastery for a customer’s initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design, review, and refine chemistry content, questions, and real-world scenarios for AI training and evaluation purposes. • Assess and provide feedback on the accuracy, relevance, and clarity of complex chemistry materials and solutions. • Contribute to the development of datasets by curating and annotating chemistry-related texts and problems. • Utilize pedagogical experience to ensure teaching materials are instructive and accessible for a range of learners. • Research and identify emerging trends or gaps in chemical education that can inform AI model improvement. • Participate in collaborative discussions, providing both written and verbal feedback to advance project goals. Preferred Qualifications • PhD in Chemistry or near completion of a doctoral degree in Chemistry (ABD candidates considered). • Proven record of teaching at the undergraduate or graduate level, with ability to communicate chemistry concepts clearly. • Demonstrated experience in chemical research and scholarly publication. • Strong written and verbal communication skills; demonstrated attention to detail in academic contexts. • Familiarity with current pedagogical strategies and curriculum design in chemistry education. • Experience collaborating with interdisciplinary teams or contributing to educational projects. • Ability to work independently, manage assignments efficiently, and deliver high-quality results remotely.

Role Title: Physics Expert (Biophysics / Statistical Physics) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (Biophysics / Statistical Physics) to contribute to a research-level project focused on modeling bacterial population growth, stochastic two-state growth-rate switching, cell-size regulation noise, and asymptotic population growth rate. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Participants may be considered for one or more assignments, including Solver, Auditor, or Adjudicator, based on subfield specialization, seniority, and hands-on experience with the relevant methods. Scope of Work • Analyze and model stochastic two-state Markov processes with gamma-distributed waiting times in the context of bacterial population dynamics. • Apply the Euler-Lotka equation to assess and benchmark asymptotic population growth rates under varying noise regimes. • Develop or review analytical approaches using perturbative expansions in small division-noise variance and validate resulting predictions. • Integrate renewal theory and first-passage-time analysis to derive key insights on population growth and cell-size regulation noise. • Document detailed methodological steps, assumptions, and findings clearly for AI training and reproducibility purposes. Preferred Qualifications • Advanced expertise in statistical physics, biophysics, or related quantitative biological modeling of stochastic processes. • Proven experience working with two-state Markov models and gamma-distributed waiting times in biological or physical systems. • Strong command of the Euler-Lotka equation, perturbative expansions, and renewal theory in the context of population or growth dynamics. • Demonstrated ability to conduct first-passage-time analysis and interpret implications for growth-rate fluctuations and size control.

Título da Vaga: Gravador(a) de Vídeos em Casa (Estados Unidos) Tipo de Contratação: Contractor Localização: Remoto – Profissionais baseados nos seguintes estados: Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. [Link do Vídeo] Resumo da Vaga: Ganhe dinheiro trabalhando em casa nesta oportunidade totalmente remota, gravando suas tarefas domésticas diárias com seu celular. Basta filmar suas atividades diárias normais na perspectiva em primeira pessoa e ganhe dinheiro. Principais Responsabilidades: • Principais responsabilidades: • Gravar tarefas domésticas usando seu smartphone durante atividades físicas específicas. • Gravar vídeos sincronizados. • Realizar uma verificação de compatibilidade do dispositivo e uma entrevista com inteligência artificial durante o processo de integração. Requisitos: • Habilidades e qualificações exigidas: • É necessário possuir um smartphone compatível: iPhone 12 ou mais recente, Google Pixel 6 a 9 ou Samsung Galaxy S21 ou mais recente. • É necessário se sentir à vontade para usar um suporte para celular que será enviado a você. • Capacidade física para realizar tarefas que envolvam movimentos repetitivos com segurança. • Elegibilidade para trabalhar nos EUA. Estrutura de remuneração: Você será remunerado por hora de vídeo gravado que enviar, desde que esteja de acordo com as diretrizes do projeto. Início e Disponibilidade: As vagas estão sendo preenchidas com disponibilidade imediata; a data de início dependerá do prazo de entrega do equipamento (faixa para a cabeça) em sua residência. Requisitos de equipamento: • Celular: Você precisará de um smartphone para concluir este projeto. Ele será usado para gravar a si mesmo enquanto realiza as tarefas • Headstrap: Você também precisará de uma faixa para a cabeça para gravar vídeos em primeira pessoa enquanto realiza suas tarefas. Pagaremos US$ 20 como bônus de contratação e reembolso pela compra do headstrap depois que você completar 20 horas de trabalho conosco!

Job Title: Strategic Project Lead, J.D./Legal Expertise Job Type: Full-Time Location: Remote Your Role As a Strategic Projects Lead (SPL) — Law & Legal, you will own end-to-end execution for projects with our top AI Lab customers, with a strong focus on legal and law-related work. You will translate customer needs into clear project specifications, design and launch domain-specific data pipelines, and align Operations and Legal experts to deliver quickly and at a high quality. What You'll Do • Own projects end to end, from pipeline framing and scoping through execution and delivery. • Translate customer needs into clear, actionable project specifications for Legal workflows. • Design and continuously improve domain-specific pipelines for usability, accuracy, quality, and scalability. • Align Operations and Legal domain experts for rapid deployment. • Set delivery milestones and drive a tight execution cadence. • Own client communication, keeping it clear, direct, and consistent. • Manage Legal domain experts and project leads to ensure quality and delivery. • Provide daily internal updates with progress, blockers, and explicit next steps. What We're Looking For • JD (Juris Doctor) or equivalent law degree required. • 2+ years of professional experience in legal practice, legal research, regulatory/compliance, or a related field. • Exceptional communication and stakeholder management skills, particularly when working with attorneys and senior Legal experts. • Strong ownership, urgency, and attention to detail. • Startup and entrepreneurial mindset with a bias toward execution. • 2+ years of experience leading complex projects, operational workflows, or legal-related initiatives. • Ability to turn ambiguous customer requirements into clear plans and execute rapidly. • Comfortable working in a fast-paced, high-intensity environment. Preferred Qualifications • Experience working with AI/ML companies, AI Labs, or data annotation/evaluation projects. • Experience managing legal, technical, or data-intensive projects. • Familiarity with legal research, contract analysis, litigation, regulatory/compliance work, or other complex Legal workflows. • Familiarity with data pipelines, AI training workflows, and human-in-the-loop operations. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$230,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Robotics Engineer, Hardware Integrations Job Type: Full-time Location: On-site / SF The Role We're building the infrastructure that enables intelligent robots to learn, operate, and scale in the real world. As a Hardware Engineer on our Robotics Lab team, you'll bridge hardware and software, bringing up new robotic platforms, integrating sensors, building reliable data pipelines, and enabling researchers to rapidly prototype and deploy new capabilities. What You'll Do • Bring up, integrate, and maintain robotic platforms including humanoids, robotic manipulators, mobile robots, and custom end effectors. • Build and maintain robust integrations with ROS 2, hardware SDKs, and custom control interfaces. • Design scalable data collection pipelines for multimodal robotics datasets, including RGB, depth, IMU, force/torque, and joint telemetry using formats such as ROS Bag, HDF5, Parquet, and MP4. • Develop reliable teleoperation systems with an emphasis on low-latency control, observability, and operator experience. • Build and optimize real-time video streaming infrastructure using technologies including WebRTC, RTSP, FFmpeg, GStreamer, and HLS. • Integrate, synchronize, and calibrate advanced perception hardware including Intel RealSense, Luxonis OAK-D, ZED, FLIR, GigE, and USB camera systems. • Diagnose hardware, networking, and system-level issues across lab and remote deployments, supporting robot bring-up, maintenance, and fleet operations. • Improve developer tooling, automation, and documentation to increase reliability and research velocity. • Partner closely with researchers and engineers to rapidly prototype, test, and iterate on new robotic capabilities. What We're Looking For • Strong programming skills in Python and C++, with working knowledge of C#. • Deep experience with ROS 2, Ubuntu/Linux, Docker, Git, and shell scripting. • Experience integrating robotics hardware through vendor SDKs and low-level hardware APIs. • Solid understanding of networking fundamentals, including TCP/IP, SSH, VPNs, REST/gRPC, and WebSockets. • Hands-on experience building teleoperation systems and real-time video streaming infrastructure. • Experience integrating and calibrating multimodal sensor systems, including RGB, depth, stereo, and IMU sensors. • Familiarity with managing large robotics datasets using cloud storage platforms such as AWS S3 or Cloudflare R2. • Strong debugging skills across hardware, software, networking, and embedded systems. • Comfortable working in a fast-paced, experimental environment where priorities evolve quickly. Preferred • Experience supporting fleets of robots in production or research environments. • Familiarity with distributed robotics infrastructure and remote diagnostics. • Experience building tooling for robotics data collection, evaluation, or simulation. • Contributions to open-source robotics software or robotics research projects. • Experience with autonomous systems, computer vision, or embodied AI. • A passion for building real-world intelligent systems and solving challenging engineering problems alongside researchers. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $140,000 –$240,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Physics Expert (High Energy / Mathematical Physics) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (High Energy / Mathematical Physics) to contribute their advanced subject-matter knowledge to a frontier customer project in theoretical physics. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement centers on the latest research in Holography, AdS/CFT, and Weyl anomalies in dimensions d ≤ 8. Participants may be considered for one or more distinct assignments: Solver, Auditor, or Adjudicator, depending on subfield fit and proven hands-on experience. Scope of Work • Analyze research-level problems involving AdS/CFT correspondence, on-shell gravitational actions, and Weyl-Fefferman-Graham gauge frameworks. • Formulate or verify complex tensor algebra expressions, particularly those involving boundary curvature invariants in dimensions up to 8. • Develop, review, or adjudicate solutions related to holographic Weyl anomalies and related benchmarks in mathematical physics. Preferred Qualifications • Advanced expertise in high energy or mathematical physics, with direct experience in AdS/CFT, gravitational actions, and holographic dualities. • Extensive familiarity with Weyl anomalies, Fefferman-Graham expansion, and higher-dimensional boundary curvature invariants. • Strong command of tensor algebra, differential geometry, and the technical machinery relevant to holographic methods. • Demonstrated ability to communicate complex scientific ideas effectively in both written and verbal formats.

Job Description Role Title: Electrical & Circuit Design Expert Role Type: Contractor Location: Remote Our team is selecting Electrical & Circuit Design Experts to contribute to a customer's project focused on advancing the capabilities of AI technologies in electrical engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. This is an opportunity to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex circuit design challenges across analog, digital, mixed-signal, power, and RF domains. Experts with a passion for precision, technical detail, and clear written and verbal communication will find this engagement both rewarding and influential. Scope of Work • Evaluate and solve advanced circuit design and electrical engineering problems across multiple domains, including analog, digital, mixed-signal, power, and RF circuits. • Review and assess AI-generated technical responses for technical correctness, accuracy, and engineering quality. • Apply practical engineering judgment to real-world design scenarios and theoretical questions. • Analyze and troubleshoot a wide range of circuit types using industry-standard techniques such as Kirchhoff's laws, node-voltage analysis, small-signal analysis, and phasor analysis. • Contribute domain expertise to inform model improvements and refine AI reasoning in electrical and circuit design. • Document feedback and provide clear written and verbal explanations to enhance AI learning and performance. • Collaborate remotely with a distributed team of experts and project participants. Preferred Qualifications • MS or PhD in Electrical Engineering, or BS in Electrical Engineering with 8+ years of relevant industry experience. • At least 5 years of hands-on experience in analog, digital, mixed-signal, power, or RF circuit design, including participation in hardware that has reached production or tape-out. • Expert knowledge of analog/mixed-signal design, digital logic, semiconductor devices, power electronics, RF/microwave systems, and control systems. • Proven ability to analyze complex circuits using Thevenin equivalents, Hybrid-π models, FSMs, and timing analysis. • Familiarity with semiconductor reliability concerns, EMC, and modern CMOS scaling. • Professional English proficiency with exceptional written and verbal communication skills. • Experience with IC/ASIC design, EDA tools (Cadence, Synopsys, Mentor Graphics), PCB design, or high-speed digital/RF system validation is a plus. • Strongly preferred — evidence of problem-authoring rigor, such as: service on an IEEE/JEDEC/IPC standards committee; an item-writer role on an NCEES or academic qualifying-exam committee; a verified tapeout (Google/efabless open MPW shuttle or documented industry silicon); a top placement or team-lead role in the ISSCC Student Design Contest, DAC Ph.D. Forum, ICCAD CAD Contest, or IEEE SSCS Chipathon; a best-paper award at ISSCC, JSSC/VLSI Symposia, CICC, ESSCIRC, or DAC; a granted patent tied to shipped silicon; or an early-career fellowship/grant (NSF CAREER, DOE Early Career, ONR/AFOSR YIP, DARPA YFA, Sloan Fellowship). Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Enterprise Client Partner, Frontier AI Job Type: Full-time Location: Remote The Role We work with leading AI labs and advanced enterprise teams building frontier models. Our focus is on evaluation systems, reinforcement learning (RL) environments, and high-quality human data pipelines that directly impact model performance. We’re hiring an Enterprise Client Partner to engage deeply with research, engineering, and procurement stakeholders, and to drive high-value partnerships around model evaluation and human data solutions. What You’ll Do • Source and close partnerships with AI labs and ML-driven organizations working on frontier models. • Lead technical discovery across evaluation workflows, RLHF pipelines, and model improvement loops. • Engage directly with research leads, ML engineers, and data teams to understand system-level constraints and requirements. • Translate ambiguous research and engineering needs into well-scoped human data and evaluation programs. • Structure and negotiate complex, high-value agreements involving data generation, annotation, and evaluation at scale. • Work cross-functionally with product, research, and operations to ensure delivery aligns with technical expectations. • Drive expansion through deeper integration into evaluation pipelines and RL environments. • Provide clear signal on pipeline quality, deal risk, and market dynamics. • Feed back insights from customers into evaluation frameworks, product direction, and go-to-market strategy. What We're Looking For • Ability to communicate fluently with ML engineers and research teams (you don’t need to be one, but you can hold your own). • Experience selling into AI/ML, developer tools, or deeply technical products. • Strong track record closing complex, multi-stakeholder deals with technical and commercial depth. • Familiarity with model evaluation, RLHF, or reinforcement learning environments. • Structured, hypothesis-driven approach to sales and problem solving. • High agency and comfort operating in ambiguous, fast-moving environments. Preferred • Experience with human data pipelines (labeling, evaluation, synthetic data, RLHF). • Exposure to frontier model development or benchmarking systems. • Prior work with AI labs, research orgs, or advanced ML teams. • Understanding of enterprise procurement in high-value technical deals. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $140,000 –$180,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Computer Science Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Computer Science Experts (PhD) to contribute their advanced subject-matter expertise to a customer's AI training initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce authoritative, accurate, and well-explained responses to advanced computer science queries aimed at AI model improvement, emphasizing clarity and depth rather than rubric-based scoring. • Review and evaluate computer science data, questions, and solutions to guarantee accuracy, completeness, and current best-practice alignment. • Develop comprehensive explanations and justifications across a wide array of computer science concepts, spanning foundational and specialized areas of the field. • Collaborate with annotation leads and project managers to refine requirements and uphold high standards for response quality. • Create exemplary "golden responses" that set benchmarks for future model outputs, ensuring consistency and reliability in training data. • Document context and rationale behind answers to assist model interpretability and future annotation efforts. • Participate in remote discussions or workshops to clarify objectives and maintain alignment across the contributor community. Preferred Qualifications • PhD in Computer Science or a closely related field with robust expertise in both foundational and advanced topics. • Proven ability to communicate intricate computer science concepts with precision in both written and verbal forms. • Experience in developing, reviewing, or publishing scientific, technical, or educational computer science materials (such as research articles, curricula, industry reports, or peer reviews). • Familiarity with multiple sub-disciplines within computer science (algorithms and theory, systems, artificial intelligence and machine learning, databases, computer networks, security, etc.) and the ability to adapt explanations for diverse audiences. • Exceptional attention to detail with a commitment to analytical accuracy and methodological rigor. • Experience with AI, data annotation, or digital content development projects is advantageous but not essential. • Strong collaboration skills, particularly in remote or cross-functional environments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Data Engineer Job Type: Full-time Location: Remote The Role We are looking for a Data Engineer to build and scale the data infrastructure that powers AI-driven products and research initiatives. In this role, you will develop distributed data pipelines, manage large-scale datasets across cloud environments, and design reliable data systems that support data processing, experimentation, and model development at scale. Key Responsibilities • Design, build, and maintain scalable data pipelines to ingest, process, and transform large-scale datasets from multiple sources. • Develop and optimize distributed data processing workflows using Spark and cloud-native technologies. • Build and maintain data storage solutions across SQL and NoSQL systems, ensuring scalability, performance, and reliability. • Design and implement data architectures on AWS to support high-volume data ingestion, processing, and distribution. • Write efficient Python and SQL code to extract, transform, validate, and analyze large datasets. • Ensure data quality, integrity, monitoring, and operational reliability across data pipelines and storage layers. • Collaborate with AI researchers, data scientists, and engineering teams to support data-intensive applications and experimentation. • Implement automation, orchestration, and monitoring workflows to support scalable and efficient data operations. Required Skills and Qualifications • Strong proficiency in Python, SQL, and distributed data processing frameworks such as Apache Spark. • Hands-on experience with AWS data services and cloud-native data architectures. • Experience working with both SQL and NoSQL databases. • Experience managing and processing large-scale datasets in distributed environments. • Strong understanding of data partitioning, performance optimization, and scalable data architectures Nice to Have • Exposure to AI/ML workflows or research environments. • Experience with data visualization tools such as Matplotlib, Seaborn, or Plotly. • Familiarity with LLM-related data workflows (datasets for training, evaluation, or prompt experimentation). Compensation & Benefits Notice The national pay range for this full-time position is base salary of $100,000 –$150,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Member of Technical Staff, Frontier AI Job Type: Full time Location: Remote The Role We’re hiring a Member of Technical Staff (MTS) to act as a technical owner operating at the intersection of research, data, and real-world AI systems. This is a hands-on role focused on improving model and system performance through rigorous evaluation, failure analysis, and iterative development. You’ll work closely with researchers, domain experts, and operators to ensure that experimental work produces clean, defensible research signal—and that this signal translates into meaningful improvements in deployed systems. What You’ll Do • Own research and evaluation initiatives end-to-end: problem framing, data design, quality calibration, and signal validation. • Design ML-oriented data systems, including task definitions, annotation schemas, rubrics, incentives, and pipelines optimized for downstream model performance. • Analyze model and system failures to identify root causes, edge cases, and opportunities for improvement. • Translate ambiguous, real-world behavior into structured evaluation frameworks and new data categories. • Work closely with researchers and domain experts to calibrate quality early and continuously raise the signal bar. • Iterate rapidly on evaluations, datasets, and feedback loops to improve system performance. • Act as a quality gate: block claims, pause work, or force scope changes when signal strength or data integrity is insufficient. • Partner with cross-functional and client-facing teams to translate research progress into clear, credible narratives grounded in evidence. • Identify gaps in data or evaluation coverage and recommend where to invest, iterate, or stop based on learnings and impact. What We’re Looking For • Strong judgment around research signal quality and when work is (or is not) ready to be externalized. • Experience designing ML-oriented datasets, evaluation frameworks, and QA processes. • Ability to translate messy, real-world system behavior into structured research and evaluation opportunities. • Comfort operating in ambiguity, with a bias toward ownership and decisive action. • Clear written and verbal communication, especially when explaining tradeoffs, limitations, and signal strength to technical and non-technical stakeholders. • Proven ability to work directly with experts during project kickoff, calibration, and iteration. • A systems-level mindset, with interest in improving end-to-end model or agent performance rather than isolated components. Preferred • Experience with reinforcement learning environments, simulators, or feedback-driven training systems. • Experience improving agentic systems or AI systems operating in real-world workflows. • Prior work embedded in applied research or production environments with direct impact on deployed systems. • Experience with evaluation design for complex or real-world tasks. • Familiarity with expert incentive design and engagement in high-stakes technical projects. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$320,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Inmunology Expert Role Type: Contractor Location: Remote Our team is engaging Inmunology Experts to contribute their specialized knowledge to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and provide feedback on AI-generated content related to immunology topics. • Design or review datasets, case studies, and scenarios for immunology applications. • Assess the scientific accuracy, relevance, and clarity of material produced by AI models. • Identify gaps in information or potential misconceptions in immunological data outputs. • Contribute expert knowledge to the development of training materials and guidelines for AI learning. • Collaborate with project coordinators to clarify core immunological concepts as needed. • Participate in ongoing reviews to ensure the evolving accuracy of AI-assisted immunology content. Preferred Qualifications • Advanced degree (Ph.D., MD, or equivalent) in immunology or a closely related field. • Proven track record of research or practical experience in immunological sciences. • Strong analytical and critical thinking skills with attention to scientific rigor. • Experience in academic publishing, peer review, or educational content creation is a plus. • Ability to communicate complex immunology concepts to audiences of varying expertise. • Familiarity with clinical or laboratory immunology practices desirable. • Detail-oriented approach and responsiveness to feedback in a collaborative, remote setting.

Role Title: Professional Gamer Role Type: Contractor Location: Remote Our team is engaging Professional Gamers to participate in an innovative project for a customer, providing gaming expertise and insights. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement is an exciting chance for experienced gamers to influence the future of AI technologies by playing curated PC game titles and capturing valuable data. Scope of Work • Play selected PC games while recording per-frame synchronized gameplay video and capturing keyboard/mouse telemetry • Collect and submit detailed engine-level signals and in-game event data as specified by project guidelines • Perform high-quality annotation of gameplay scenarios and events, ensuring accuracy and context • Conduct hands-on quality assurance to identify and document gameplay issues, bugs, or data anomalies • Maintain consistent participation with daily gaming sessions of at least 2-3 hours and timely data submission • Communicate effectively with project managers and technical stakeholders, submitting feedback and progress updates in both written and verbal formats • Adhere to all project protocols regarding data security, privacy, and compliance Preferred Qualifications • Demonstrated expertise in PC gaming, with a strong track record in competitive or professional gaming environments • Experience with gameplay recording tools, telemetry capture, or similar technical setups • Background in quality assurance testing or detailed annotation within gaming or related fields • Excellent written and verbal communication skills, with an emphasis on clarity and proactive updates • Familiarity with game mechanics, strategy, and meta across multiple PC titles • Ability to provide actionable feedback on user experience, bugs, and gameplay flow • Self-motivated, reliable, and comfortable working independently in a remote engagement

Role Title: Dutch Audio Recording Experts Role Type: Contractor Location: Remote Our team is engaging Dutch Audio Recording Experts to contribute their advanced skills to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. We seek professionals with a strong background in recording professional-grade audio, preferably with experience delivering content for linguistics, voice technology, or media production purposes. This opportunity is ideal for native Dutch speakers who take pride in the precision, clarity, and authenticity of their delivered recordings and who thrive in remote, results-driven project environments. Scope of Work • Record high-quality Dutch audio samples using professional-grade equipment, adhering to specified guidelines and standards. • Deliver clear, authentic voice recordings across a range of prompts and scenarios to ensure coverage of diverse linguistic data. • Participate in a sample submission process, providing an audio sample that demonstrates your expertise and equipment capabilities. • Collaborate closely via written and verbal communication to clarify requirements and implement feedback on recordings. • Ensure all deliverables meet project specifications for clarity, accuracy, and format. • Document recording processes and provide insight into best practices for capturing natural, high-fidelity Dutch speech. • Engage with the project team to resolve queries and contribute subject-matter knowledge where needed. Preferred Qualifications • Native-level proficiency in Dutch, with an authentic accent and excellent fluency. • At least three years of hands-on experience in professional audio recording, preferably in voice, broadcast, or content production domains. • Demonstrable access to and expertise in using professional audio recording equipment (e.g., studio microphones, soundproofing, audio editing tools). • Strong attention to detail and a commitment to producing accurate, high-quality recordings. • Ability to communicate clearly and efficiently in both written and spoken forms. • Experience working on remote projects or in distributed teams, maintaining accountability and timely delivery of audio assets. • Familiarity with best practices in audio file management, labeling, and secure digital transfer. Please note that you will need your professional audio equipment during the interview.

Job Description Role Title: Aerodynamics Expert Role Type: Contractor Location: Remote Our team is selecting Aerodynamics Experts to contribute to a customer's project focused on advancing the capabilities of AI technologies in aerospace engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. This is an opportunity to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex aerodynamics challenges spanning external aero, CFD, wind tunnel testing, propulsion, and vehicle aero. Experts with a passion for precision, technical detail, and clear written and verbal communication will find this engagement both rewarding and influential. Scope of Work • Evaluate and solve advanced aerodynamic design and analysis problems spanning external aero, CFD, wind tunnel testing, propulsion, and vehicle aero. • Review and assess AI-generated technical responses for technical correctness, accuracy, and engineering quality. • Apply practical engineering judgment to real-world aerodynamic design scenarios and theoretical questions. • Analyze and troubleshoot aerodynamic problems using industry-standard techniques such as boundary-layer theory, potential flow analysis, compressible flow relations, and CFD/wind-tunnel data reduction. • Contribute domain expertise to inform model improvements and refine AI reasoning in aerodynamics. • Document feedback and provide clear written and verbal explanations to enhance AI learning and performance. • Collaborate remotely with a distributed team of experts and project participants. Preferred Qualifications • MS or PhD in Aerospace Engineering, or ME with a thermofluids/aero specialization; or BS in Aerospace/ME with 8+ years of relevant industry experience. • At least 5 years of hands-on experience in aerodynamic design or analysis (external aero, CFD, wind tunnel, propulsion, or vehicle aero). • Expert knowledge of compressible and incompressible flow, boundary-layer behavior, turbulence modeling, and propulsion-integration aerodynamics. • Proven ability to analyze aerodynamic performance using CFD tools, wind-tunnel data reduction, and hand/analytical methods. • Familiarity with relevant standards and practices (AIAA standards, wind-tunnel test protocols, CFD verification & validation). • Professional English proficiency with exceptional written and verbal communication skills. • Experience with CFD software (ANSYS Fluent, STAR-CCM+, OpenFOAM), wind-tunnel testing, or flight-test data analysis is a plus. • Strongly preferred — evidence of problem-authoring rigor, such as: service on an olympiad problem committee; a textbook problem-set or solutions-manual author credit; an item-writer role on an NCEES or academic qualifying-exam committee; service on an AIAA standards committee; a top placement or team-lead role in AIAA Design/Build/Fly, SAE Aero Design, NASA RASC-AL or University Student Design Challenge, or a DARPA challenge; a best-paper award at AIAA SciTech/Aviation, APS DFD, JFM, or AIAA Journal; or an early-career fellowship/grant (NSF CAREER, DOE Early Career, ONR/AFOSR YIP, DARPA YFA, Sloan Fellowship) or AIAA Associate Fellow / NAE Frontiers of Engineering recognition. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Electrical Engineering Professor Role Type: Contractor. Location: Remote Our team is engaging Electrical Engineering Professors to contribute expertise to a high-impact project advancing AI research and assessment technology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author graduate-level single-option (multiple-choice) exam questions within your area of electrical engineering specialization, ensuring rigor and authenticity. • Develop detailed explanations and precise grading rubrics for each question, consistent with academic standards and best practices in assessment. • Review and validate the technical accuracy and pedagogical strength of AI-generated content related to electrical engineering concepts. • Collaborate asynchronously with other subject matter experts to refine question quality, ensuring clarity, relevance, and academic rigor. • Evaluate AI model outputs, providing nuanced feedback that reflects your understanding of where models meet or diverge from human reasoning. • Clearly communicate complex technical concepts in written form, as for exam solutions or instructional content. • Contribute to a continually evolving, high-quality question bank that reflects advanced engineering reasoning. Preferred Qualifications • PhD or advanced Master's degree in Electrical Engineering with demonstrated teaching experience at the university level (professor, adjunct, lecturer, or TA). • Experience authoring or reviewing graduate-level assessments, exams, or coursework in electrical engineering. • Deep subject matter knowledge in one or more of: Analog Circuits, Digital Circuits, RF, Power Electronics, with emphasis on Integrated Circuits (IC). • Expertise in rubric design, assessment development, or educational content creation. • Exceptional written communication skills, with a strong emphasis on clarity and academic rigor. • Demonstrated capacity to work independently, meet project milestones, and deliver high-quality contributions remotely. • Comfort with asynchronous collaboration on remote research or content development projects. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Household Data Specialist - Video Capture (ARG) Job Type: Contractor Location: Remote, Argentina-based. Job Summary Help train the next generation of personal robotics. You'll capture high-quality video demonstrations of everyday household tasks using a UMI gripper, a wearable device that mimics a robot's hand while letting you perform tasks naturally. Your demonstrations become training data that teaches robots how to operate in real homes. Key Responsibilities • Capture and submit high-quality, specification-compliant video demonstrations of everyday household tasks using a UMI gripper wearable device. • Follow detailed, task-specific instructions to ensure all recordings meet rigorous project standards. • Review feedback from assigned reviewers and iteratively refine your approach to improve data quality. • Operate and set up recording equipment and the UMI gripper to accurately mimic real-world hand movements while performing tasks. • Communicate proactively and clearly with the customer’s project team, both in writing and verbally. • Maintain a consistent weekly workflow to meet the minimum approved data requirements. Required Skills and Qualifications • Keen attention to detail and demonstrated ability to follow complex specifications precisely. • Manual dexterity and experience with physical task precision in varied household environments. • Comfort with operating, wearing, and setting up specialized devices and recording equipment. • Capacity to incorporate feedback and make iterative improvements to processes and outputs. • Strong written and verbal communication skills, including openness to prompt feedback exchanges. • Reliable access to a fully equipped Argentine household environment (kitchen, living spaces, and common items). • Ability to upload large video files via stable, high-speed internet from your home environment. • This role involves prolonged use of a VR headset; candidates should be comfortable with extended wear as part of their regular work environment. Preferred Qualifications • Genuine curiosity about personal robotics, AI, and emerging technology in home environments. • Prior experience participating in data collection, usability studies, or similar hands-on projects. • Patience for repetitive, precision-oriented work and willingness to adapt as project needs evolve. Compensation structure This is a Pay-Per-Task (PPT) project. You're paid per hour of approved data that meets the project specifications, with an initial rate per approved hour during the pilot phase and an improved rate and per approved hour after calibration, once quality benchmarks are consistently met. As a planning benchmark, expect roughly 2 hours of review work per 1 hour of approved data early on, an effective rate at the pilot stage. That ratio typically improves with familiarity, and the post-calibration rate compounds the upside. Start Timeline & Availability We typically fill roles within 48 hours, so we're looking for teammates who are ready to jump in. If selected, we'd love for you to start your first task as soon as you move forward with your application. The expectation is to begin completing tasks within ~24 hours of completing onboarding. Equipment Requirements This project involves performing household tasks while wearing a VR headset and a pair of wearable hand-tracking gloves that capture your hand movements and the visual demonstration. All equipment will be shipped to you at no cost, with full setup and usage instructions provided during onboarding. Please ensure your home environment meets the space, lighting, and connectivity requirements covered during onboarding.

Job Title: Member of Technical Staff, Economics Research Job Type: Full-time Location: Remote The Role Join our research team as a Member of Technical Staff (MTS), Economics Research, where you'll help define the frontier of AI-powered economic reasoning. This role sits at the intersection of large language models, agentic systems, and economics, with a focus on building rigorous evaluation frameworks that measure and advance AI performance across complex economic reasoning and research workflows. You will conduct applied research, develop methodologies for assessing AI systems on economic tasks, and partner closely with researchers, economists, engineers, and product teams to shape the next generation of AI. What You'll Be Doing • Design and evolve evaluation frameworks for AI systems in economic domains, including benchmarks, scoring methodologies, and quality rubrics. • Conduct research on economic reasoning and empirical analysis, translating findings into measurable improvements in AI performance. • Develop datasets, test cases, and benchmark environments reflecting real-world economic research and policy challenges. • Collaborate with researchers, economists, engineers, and product teams to evaluate and improve economics-focused AI models and agentic systems. • Analyze model behavior and failure modes to identify research opportunities and improve model performance. • Apply econometric methods, causal inference, and statistical analysis to evaluate AI capabilities on economic tasks. • Produce technical reports, research findings, and best practices that advance AI evaluation in economics. • Stay current with advances in AI, econometrics, and economic research, incorporating new techniques into evaluation methodologies. What We're Looking For • PhD in Economics or a closely related quantitative field. • 3–5 years of post-PhD experience in applied economic research (industry, academia, or public policy). • Expertise in one or more areas such as labor economics, macroeconomics, industrial organization, productivity, technological change, or AI economics. • Strong background in econometrics, applied microeconomics, and causal inference. • Experience working with large datasets using SQL and statistical programming languages such as Python or R. • Demonstrated experience conducting empirical research or developing analytical methodologies. • Strong analytical, critical-thinking, and problem-solving skills. • Excellent written and verbal communication skills, with experience producing research papers, technical reports, or policy briefs. • Experience collaborating across research, engineering, product, or policy teams. Preferred • Experience developing or evaluating economics-focused AI, agentic workflows, or benchmarking environments. • Familiarity with enterprise AI challenges and opportunities for economic research. • Prior participation in cross-functional research initiatives bridging economics, engineering, and product development. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: Data-Video Generalist Job Type: Contractor Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your after you complete 20 hours of work with us! headstrap purchase

Job Description Role Title: Mechanical Engineering Expert Role Type: Contractor Location: Remote Our team is selecting Mechanical Engineering Experts to contribute to a customer's project focused on advancing the capabilities of AI technologies in mechanical engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. This is an opportunity to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex mechanical engineering challenges spanning design, analysis, and R&D. Experts with a passion for precision, technical detail, and clear written and verbal communication will find this engagement both rewarding and influential. Scope of Work • Evaluate and solve advanced mechanical engineering problems spanning design, structural/thermal analysis, and R&D. • Review and assess AI-generated technical responses for technical correctness, accuracy, and engineering quality. • Apply practical engineering judgment to real-world design and analysis scenarios and theoretical questions. • Analyze and troubleshoot mechanical systems using industry-standard techniques such as FEA, statics/dynamics analysis, thermodynamics, and vibration analysis. • Contribute domain expertise to inform model improvements and refine AI reasoning in mechanical engineering. • Document feedback and provide clear written and verbal explanations to enhance AI learning and performance. • Collaborate remotely with a distributed team of experts and project participants. Preferred Qualifications • MS or PhD in Mechanical Engineering, or BS in Mechanical Engineering with 8+ years of relevant industry experience. • At least 5 years of hands-on experience in mechanical design, analysis, or R&D. • Expert knowledge of statics/dynamics, thermodynamics, FEA, and vibration/structural analysis. • Proven ability to analyze complex mechanical systems using finite element methods, hand calculations, and experimental validation. • Familiarity with relevant standards bodies (ASME BPVC, ASME codes) and design-for-reliability practices. • Professional English proficiency with exceptional written and verbal communication skills. • Experience with FEA/simulation software (ANSYS, Abaqus, Nastran), CAD platforms, or product R&D in a manufacturing environment is a plus. • Strongly preferred — evidence of problem-authoring rigor, such as: service on an olympiad problem committee; a textbook problem-set or solutions-manual author credit; an item-writer role on an NCEES or academic qualifying-exam committee; service on an ASME BPVC or related codes/standards committee; a top placement or team-lead role in Formula SAE/Formula Student, ASME Student Design Competition/HPVC, NASA RASC-AL, or a DARPA challenge; a best-paper award at ASME IMECE, IDETC, or Turbo Expo, or a publication in JMPS; an ASME Melville or Blackall Medal; or an early-career fellowship/grant (NSF CAREER, DOE Early Career, ONR/AFOSR YIP, Sloan Fellowship) or ASME Fellow recognition. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert's experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Litigator / Practicing Attorney Role Type: Contractor Location: Remote, US only. micro1 is engaging Litigator / Practicing Attorneys to contribute expertise to a customer project focused on the intersection of law and emerging technology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Apply legal reasoning and litigation experience to evaluate, refine, and enhance AI-generated legal content, such as briefs, arguments, and memos. • Review and assess AI outputs for factual and legal accuracy, analytical rigor, and adherence to professional standards. • Provide detailed, written feedback identifying errors, logical inconsistencies, and areas for improvement in legal responses. • Contribute expert judgment on ambiguous or complex edge cases, informing model calibration for nuanced legal issues. • Draft or edit sample legal language and arguments to strengthen model understanding of varied litigation and practice scenarios. • Collaborate asynchronously with a cross-functional project team, incorporating iterative feedback and delivering clear written communication. Preferred Qualifications • JD degree from an ABA-accredited U.S. law school and active license in good standing in at least one U.S. jurisdiction. • 3–15 years of post-JD legal experience, with a strong preference for trial, appellate, or litigation specialists. • Judicial clerkship experience at the federal or state level (trial or appellate courts) is highly valued. • Proven expertise in legal writing, with experience as a law journal editor or published legal author considered a plus. • Substantial trial experience, federal court admissions, or appellate practice background enhances your candidacy. • Demonstrated ability to communicate complex legal concepts with clarity, precision, and professionalism. • Prior instruction or teaching experience in legal education (law school faculty, adjunct, lecturer, or fellow) is desirable.

Role Title: German Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging German Audio Recording Experts to participate in a project supporting a major customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. We are seeking native German speakers with a robust background in professional audio recording to capture precise, studio-quality voice samples that reflect authentic conversational and narration styles. As a vital contributor, you'll ensure each submission meets strict technical and linguistic standards, helping to build diverse and reliable datasets for advanced machine learning applications. Scope of Work • Produce and submit high-quality German audio recordings using professional-grade equipment • Follow predefined scripts or prompts to generate accurate and natural-sounding speech samples • Ensure all recordings meet specified technical and linguistic criteria, including clarity, pronunciation, and consistency • Participate in a sample review process by submitting a representative voice recording as part of the engagement • Collaborate with the project team to resolve queries and adjust recordings based on constructive feedback • Document recording setup, processes, and any issues encountered to maintain data integrity • Deliver recordings following project timelines and quality benchmarks Preferred Qualifications • Native fluency in German, with exceptional pronunciation and diction • Minimum three years of professional audio recording experience • Proficiency with advanced audio recording hardware and software • Strong command of both written and verbal communication for collaboration and documentation • Attention to detail in audio quality control, including noise reduction and sound accuracy • Experience in voice narration, dubbing, or related performance work is a plus • Ability to interpret and accurately deliver a variety of scripts or prompts Please note that you will need your professional audio equipment during the interview.

Job Title: Human Data Manager, New Grad Job Type: Full-time Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Design, build, and manage robust data workflows for accurate annotation, collection, processing, and analysis. • Establish and monitor KPIs to optimize operational performance and drive data-driven decision-making. • Analyze datasets to uncover actionable insights and present recommendations that accelerate efficiency. • Collaborate cross-functionally to align data strategies with overarching business objectives. • Develop and maintain comprehensive reporting frameworks tracking key metrics and workflow improvements. • Continuously refine processes to ensure scalability, maintain data integrity, and uphold quality standards. • Demonstrate ownership and a proactive, hands-on approach to identifying and solving operational challenges. Required Skills and Qualifications • Recent Bachelor’s or Master’s graduate in Computer Science, Data Analytics, Industrial Engineering, Operations Management, Economics, Finance or other related fields. • Technical aptitude with demonstrated experience in data analysis, annotation, or workflow optimization. • Familiarity with operational processes and a passion for increasing efficiency. • Ability to interpret and communicate data-driven insights clearly and persuasively, both in writing and verbally. • Strong drive to learn, thrive under pressure, and a willingness to work hard in a fast-paced environment. • Excellent collaboration skills and attention to detail in managing data quality and validation. Preferred Qualifications • Background in engineering or technical fields with operational focus or human data projects. • Experience with data visualization tools (such as Excel, Tableau, Power BI) or programming languages (such as Python, SQL). • Internship or project-based experience in data management, AI/ML, or process optimization. Regional Hiring Notes: This role is being hired in parallel across multiple regions due to coverage needs, compliance requirements, and time-zone alignment. Responsibilities and expectations are identical; employment terms vary by region.

Role Title: Chemistry Expert Role Type: Contractor Location: Remote Our team is engaging Chemistry Experts to contribute their advanced domain knowledge to a customer's innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze technical chemistry content, identifying areas for clarity, accuracy, and completeness. • Produce, edit, and validate experimental write-ups, synthesis reports, and technical analyses aligned with project requirements. • Generate detailed explanations of chemistry concepts, mechanisms, and processes for diverse levels of complexity. • Assess and fact-check chemical equations, data sets, and procedural steps. • Collaborate with project coordinators via written and verbal communication to ensure deliverables meet quality standards. • Provide structured feedback on chemistry-related data and documentation to support model development. • Contribute to the creation and refinement of project guidelines based on your subject-matter expertise. Preferred Qualifications • BSc, MSc, or PhD in Chemistry or closely related field. • Demonstrated experience producing experimental write-ups, synthesis reports, or technical analyses in academic or industrial settings. • Strong command of contemporary chemical theory, laboratory techniques, and analytical methods. • Excellent written and verbal communication skills, with an emphasis on clarity and technical accuracy. • Detail-oriented approach to reviewing scientific data, documentation, and procedures. • Ability to convey complex chemical concepts to both experts and non-experts. • Experience collaborating in remote or distributed project environments is a plus.

Role Title: Italian Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Italian Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Italian and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Italian language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Italian, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Statistics Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Statistics Experts (PhD) to contribute their advanced subject-matter expertise to a customer's AI training initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce authoritative, accurate, and well-explained responses to advanced statistics queries aimed at improving AI model performance, emphasizing clarity and depth over score-based metrics. • Review and evaluate statistics data, queries, and solutions to ensure accuracy, completeness, and alignment with current best practices. • Develop comprehensive explanations and justifications across both foundational and specialized statistics concepts, tailored for a range of technical backgrounds. • Collaborate with annotation leads and project managers to refine project requirements and maintain high standards for response quality. • Create exemplary "golden responses" that serve as benchmarks for future AI model outputs, ensuring reliability and consistency in training datasets. • Document the context and rationale behind answers to enhance model interpretability and facilitate future annotation efforts. • Participate in remote discussions or workshops to clarify objectives and maintain alignment within the contributor community. Preferred Qualifications • PhD in Statistics or a closely related field with demonstrated expertise in both core and advanced statistical topics. • Exceptional written and verbal communication skills, with proven ability to convey complex statistical concepts with precision. • Experience creating, reviewing, or publishing scientific, technical, or educational materials in statistics (e.g., research articles, curricula, industry reports, peer reviews). • Familiarity across various sub-disciplines of statistics, such as probability theory, statistical inference, Bayesian methods, biostatistics, experimental design, or computational statistics. • Strong attention to analytical detail and a commitment to methodological rigor. • Experience with MySQL and advanced data analysis techniques. • Background in AI, data annotation, or digital content development projects is a plus, though not required. • Demonstrated ability to collaborate effectively in remote and cross-functional project environments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Biology Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Biology Experts (PhD) to contribute to a dynamic customer project focused on advancing artificial intelligence capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Critically evaluate and provide detailed feedback on biology-related data, prompts, or content used in AI development workflows. • Create, review, and refine scientific scenarios, questions, or explanations reflecting complex, real-world biological problems. • Offer expert-level insights to ensure accuracy, relevance, and depth of AI training datasets and system outputs in the biological domain. • Collaborate with platform teams to clarify ambiguities and improve data quality, coverage, and representativeness for biological subject matter. • Document findings, methodologies, and rationale to support transparency and reproducibility in project deliverables. • Participate in iterative review cycles and ongoing evaluation to enhance the AI system’s capabilities in biology. • Engage in knowledge-sharing sessions with interdisciplinary experts, contributing to the enrichment of project outcomes. Preferred Qualifications • PhD in biology or a closely related life science discipline. • Demonstrated expertise in core biological principles with the ability to contextualize complex topics for diverse audiences. • Exceptional written and verbal communication skills, ensuring clear articulation of feedback and scientific reasoning. • Experience with scientific data analysis, critical evaluation of research, and synthesis of intricate subject matter. • Proven ability to work independently, consistently delivering high-quality outputs within defined project frameworks. • Prior contributions to interdisciplinary scientific or technology-focused projects (exposure to AI is a plus but not mandatory). • Keen attention to detail, consistency, and a passion for promoting scientific rigor and accuracy. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: General Counsel Role Type: Contractor Location: Remote Job Summary: We are seeking seasoned General Counsels for a part-time role at the forefront of legal AI. This opportunity is for elite legal professionals who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Create, review, and refine contract negotiation playbooks based on diverse real-world scenarios and company requirements. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • Minimum of 3 years of Counsel experience focused on technology transactions, particularly negotiating MSAs, NDAs, DPAs, APAs and SPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience at a corporate law firm in either M&A or fund formation for private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: Social Science Research Assistant Role Type: Contractor Location: Remote Our team is engaging Social Science Research Assistants to contribute expertise to a cutting-edge customer project focused on benchmarking frontier AI capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author complex, authentic evaluation tasks reflecting real-world research scenarios in your field (e.g., survey analysis, qualitative coding, literature review, statistical analysis). • Source, synthesize, and create realistic research artifacts, including survey instruments, coded data sets, statistical outputs, and source documents. • Define appropriate methodological approaches and provide clear, defensible interpretations aligned with social science best practices. • Write comprehensive, 35+ item grading rubrics assessing methodological choices, execution fidelity, and quality of interpretation. • Ensure all crafted tasks mirror the complexity and nuance of advanced, day-to-day research work—avoiding simplified or textbook-style exercises. • Collaborate asynchronously with project leads and reviewers to refine tasks, data, and evaluation frameworks. • Maintain high standards of rigor, detail, and transparency throughout all deliverables. Preferred Qualifications • Bachelor's or Master's degree in sociology, economics, psychology, political science, or a related social science discipline. • Minimum 2 years of hands-on experience with survey instrument design, qualitative data coding, literature reviews, and statistical software (e.g., SPSS, R, Stata). • Demonstrated proficiency in synthesizing diverse research sources and constructing well-documented data artifacts. • Strong methodological rigor and commitment to accurate, reproducible research practices. • Experience developing or applying comprehensive grading rubrics or evaluation guidelines. • Comfort with detailed, methodical, and sometimes tedious research assignments across multiple data types and sources. • Proficient written English skills suitable for authoring technical research content and evaluation materials. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Strategic Project Lead, Finance Expertise Job Type: Full-Time Location: Remote Your Role As a Strategic Projects Lead (SPL) — Finance, you will own end-to-end execution for projects with our top AI Lab customers, with a strong focus on Finance. You will translate customer needs into clear project specifications, design and launch finance-focused data pipelines, and align Operations and Finance domain experts to deliver quickly and at a high quality. What You'll Do • Own projects end to end, from pipeline framing and scoping through execution and delivery. • Translate customer needs into clear, actionable project specifications for Finance workflows. • Design and continuously improve finance-focused pipelines for usability, accuracy, quality, and scalability. • Align Operations and Finance domain experts for rapid deployment. • Set delivery milestones and drive a tight execution cadence. • Own client communication, keeping it clear, direct, and consistent. • Manage Finance domain experts and project leads to ensure quality and delivery. • Provide daily internal updates with progress, blockers, and explicit next steps. What We're Looking For • Strong background in Finance, Financial Engineering, Economics, Accounting, or a related field. • Exceptional communication and stakeholder management skills, particularly when working with senior Finance experts. • Strong ownership, urgency, and attention to detail. • Startup and entrepreneurial mindset with a bias toward execution. • 2+ years of experience leading complex projects, operational workflows, or finance-related initiatives. • Ability to turn ambiguous customer requirements into clear plans and execute rapidly. • Comfortable working in a fast-paced, high-intensity environment. Preferred Qualifications • Experience working with AI/ML companies, AI Labs, or data annotation/evaluation projects. • Experience managing finance-focused, technical, or data-intensive projects. • Familiarity with financial modeling, investment analysis, financial markets, accounting, or other complex Finance workflows. • Familiarity with data pipelines, AI training workflows, and human-in-the-loop operations. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$230,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Technical Architect Role Type: Contractor Location: Remote In this role, you'll apply your platform engineering expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world engineering input. No prior experience in AI is required-your domain knowledge and hands-on production experience are what matter. As an expert, you will create Reinforcement Learning Environments that test an AI model’s ability to design, deploy, troubleshoot, secure, scale, and recover production-grade cloud infrastructure. You will develop realistic scenarios involving distributed systems, networking, IAM, queues, durable storage, observability, rolling deployments, and disaster recovery, then build reproducible environments, deterministic validation tests, golden reference solutions, and intentionally defective variants. Responsibilities • Create realistic cloud infrastructure tasks involving distributed systems, networking, security, scalability, and reliability. • Build reproducible, containerized environments with valid reference solutions and intentionally defective variants. • Define measurable requirements across infrastructure configuration, deployed topology, and runtime behavior. • Develop deterministic integration, load, security, failure-injection, deployment, and recovery tests. • Debug environments, document technical decisions, and review tasks created by other experts. Required Skills and Qualifications • Senior-level technical architecture, cloud infrastructure, platform engineering, DevOps, systems engineering, or SRE experience, including personal ownership of a production platform. • Strong knowledge of distributed systems, scalable APIs, queues, autoscaling, durable storage, and partial-failure scenarios. • Practical experience with IAM, private networking, least-privilege access, and service-to-service security. • Experience with observability, measurable SLOs, rolling deployments, rollback strategies, and disaster recovery. • Ability to write infrastructure automation or testing tools and debug containerized environments using a relevant programming language. Preferred Qualifications • Experience with Terraform or OpenTofu. • Experience with AWS, Azure, GCP, Kubernetes, or multi-cloud infrastructure. • Experience building internal developer platforms, edge infrastructure, or shared platform services. • Experience with chaos engineering, fault injection, local cloud emulators, or resilience testing. • Experience creating technical evaluations, automated grading systems, or AI environments is helpful but not required. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes), reviewed by recruiters) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Mechanical Engineer Role Type: Contractor Location: Remote Our team is engaging Mechanical Engineers to contribute expertise on an exciting customer initiative at the intersection of engineering and AI. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create clear and accurate single choice questions rooted in mechanical engineering concepts for AI training applications. • Translate advanced mechanical engineering knowledge into accessible assessment content covering Solid & Structural Mechanics, Dynamics & Vibration & Control, or Thermal-Fluids. • Ensure technical rigor, relevance, and real-world applicability in all content produced. • Document rationales and explanations for answer choices to support AI training datasets. • Collaborate remotely with project coordinators and adhere to milestones for content delivery. • Conduct quality checks and revisions on contributed materials based on feedback. • Maintain precise records of assignments and submissions using provided digital tools. Preferred Qualifications • PhD or MS in Mechanical Engineering, with specialization in one or more of: Solid & Structural Mechanics, Dynamics & Vibration & Control, or Thermal-Fluids. • Proven expertise in translating complex mechanical engineering principles into clear written content. • Strong written and verbal communication skills; ability to articulate intricate concepts effectively. • Experience in educational content creation, assessment design, or technical writing is highly desirable. • Meticulous attention to detail and commitment to technical accuracy. • Self-motivated, organized, and comfortable working independently in a remote engagement. • Familiarity with collaborative online platforms or digital workflow tools is a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Corporate Attorney (US based) Role Type: Contractor Location: Remote Our team is engaging Corporate Lawyers (US based) to contribute their legal expertise to a customer's project focused on commercial, contract, corporate, M&A, and general counsel matters. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and analyze a wide range of corporate, commercial, and M&A documents for accuracy, enforceability, and compliance with US law. • Draft, review, and provide feedback on contracts, policies, and agreements reflecting best practices in corporate law. • Translate complex legal concepts into clear, accessible explanations for use in AI system development. • Identify and summarize key legal issues, trends, and risk areas in business transactions and contract negotiations. • Contribute real-world legal scenarios, case studies, and document samples to enhance AI training datasets. • Collaborate asynchronously with project stakeholders to clarify deliverables and address questions related to corporate law topics. • Deliver precise written and verbal insights, ensuring nuanced understanding of legal language and its practical applications. Preferred Qualifications • Juris Doctor (JD) from an accredited US law school and active bar membership in at least one US jurisdiction. • Minimum 5 years of experience in corporate, business, or transactional law, including exposure to M&A, contracts, and risk management. • Demonstrated experience as outside counsel, in-house corporate counsel, or as a legal consultant to business clients. • Exceptional written and verbal communication skills, with the ability to distill complex legal issues for diverse audiences. • Familiarity with the US legal landscape, including commercial and regulatory compliance requirements. • Proficiency in reviewing and drafting a variety of corporate and commercial agreements. • Intellectual curiosity and eagerness to contribute to innovative technology-driven projects.

Role Title: Microbiologist Role Type: Contractor Location: Remote Our team is engaging Microbiologists to contribute their scientific expertise to a unique customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Investigate and analyze the development, morphology, and behavior of microscopic organisms including bacteria, fungi, and algae. • Contribute to the study of the relationship between microorganisms and disease, supporting projects involving medical microbiology. • Assess the impact of antibiotics and other agents on microbial populations, providing insights for AI model accuracy. • Document experimental findings and processes with a focus on clarity for AI training data. • Collaborate with interdisciplinary teams to ensure scientific rigor and data integrity in AI development. • Provide written and verbal expertise on microbiological phenomena and their relevance to real-world and computational contexts. • Utilize rubrics and established evaluation criteria to assess data quality and support AI training workflows. Required Skills and Qualifications: • Bachelor’s degree or higher in Biology, Microbiology, Chemistry, or a related field. • Extensive knowledge of bacterial, fungal, and algal systems. • Demonstrated expertise in investigating microbial structure and physiology. • Strong written and verbal communication skills for technical and interdisciplinary collaboration. • Ability to document processes and findings clearly for integration into AI systems. • Comfort working independently in a fully remote, digital-first environment. • Attention to detail and commitment to scientific accuracy. Preferred Qualifications: • Prior experience developing or applying rubrics in scientific or educational contexts. • Experience with AI, machine learning, or annotation projects related to biology or microbiology. • Advanced degree (Master’s or PhD) in a relevant field.

Título del Puesto: Graba Videos desde Casa (Estados Unidos) Tipo de Contratación: Contratista (Contractor) Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Enlace al Video Resumen del Puesto En este rol, utilizarás tus habilidades para contribuir al entrenamiento de sistemas de Inteligencia Artificial de última generación. Tu trabajo ayudará directamente a que estos modelos aprendan, razonen y ejecuten tareas mediante datos reales y de alta calidad. No es necesario tener experiencia previa en Inteligencia Artificial. Lo más importante es tu capacidad para seguir instrucciones y generar datos de alta calidad. Responsabilidades Principales • Capturar datos precisos de movimiento utilizando los sensores IMU de tu smartphone mientras realizas actividades físicas específicas. • Grabar videos sincronizados para garantizar la precisión de los datos y la integridad de toda la información de movimiento recopilada. • Seguir protocolos técnicos detallados para cumplir de manera consistente con los estándares de calidad, etiquetado y estandarización del proyecto. • Comunicarte de forma clara y proactiva con el equipo para resolver dudas y compartir observaciones sobre el proceso de recolección de datos. • Cumplir de manera constante con los plazos y entregables establecidos por el proyecto. • Participar en una verificación de compatibilidad del dispositivo y en un proceso de entrevista asistido por IA durante el onboarding. Requisitos • Contar con una banda para sujetar el celular en la cabeza (head strap), capaz de capturar ambas manos en el video, dentro de las 48 horas posteriores a la fecha de inicio. • Tener un smartphone compatible. Los dispositivos compatibles incluyen: • iPhone 12 o superior. • Google Pixel 6 o superior. • Samsung Galaxy S21 o superior. • Excelente atención al detalle y capacidad demostrada para seguir procedimientos estandarizados. • Capacidad para gestionar entregas de forma consistente y cumplir plazos en un entorno dinámico y orientado a datos. • Excelentes habilidades de comunicación escrita y verbal para documentar información y colaborar de forma remota. • Facilidad para utilizar tecnología y experiencia con dispositivos móviles para la captura de video y datos de sensores. • Condición física para realizar tareas repetitivas de movimiento de manera segura y eficiente. • Acceso a un smartphone compatible capaz de recopilar datos con alta fidelidad. Nota: Las postulaciones enviadas con una dirección de correo electrónico de Gmail serán consideradas un valor agregado, ya que facilitan la integración con las herramientas del proyecto. Cualificaciones Deseables • Formación o experiencia en robótica, kinesiología, recolección de datos mediante sensores o áreas técnicas relacionadas. • Experiencia en análisis del movimiento humano, segmentación de actividades o etiquetado de conjuntos de datos para aprendizaje automático (Machine Learning). • Familiaridad con la organización y estructuración de grandes volúmenes de datos para aplicaciones de IA y robótica. Estructura de Compensación La compensación se basa en la producción. Los contratistas reciben un pago por cada video que cumpla con las especificaciones del proyecto. El tiempo necesario para completar las tareas puede variar según la experiencia y el flujo de trabajo de cada participante. Existen requisitos mínimos de entrega: los videos deben cumplir con la duración especificada por el proyecto y cada participante deberá enviar entre 10 y 15 horas de video por semana. Inicio de Actividades y Disponibilidad Normalmente completamos el proceso de selección en un plazo de 48 horas, por lo que buscamos personas con disponibilidad para comenzar rápidamente. Si eres seleccionado(a), esperamos que inicies tu primera tarea tan pronto avances en el proceso de contratación. Se espera que el inicio de las actividades ocurra aproximadamente 24 horas después de completar el onboarding. Requisitos de Equipamiento Smartphone Todas las tareas del proyecto deberán realizarse utilizando un smartphone. Los participantes grabarán su trabajo directamente desde el dispositivo móvil mientras realizan las actividades asignadas. Banda para la Cabeza (Head Strap) Las tareas requieren el uso de una cámara colocada en la cabeza mediante una banda para celular (head strap). Los participantes grabarán videos en primera persona mientras realizan las actividades físicas. • Las especificaciones de la banda requerida y de cualquier equipo adicional se compartirán durante el proceso de onboarding.

Role Title: Bioinformatics Scientist Role Type: Contractor Location: Remote Our team is engaging Bioinformatics Scientists to contribute their specialized expertise to a customer's innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze complex datasets related to medicinal chemistry using advanced bioinformatics methodologies. • Provide detailed scientific input and content to support the development and training of AI models. • Curate, annotate, and validate datasets relevant to drug discovery and molecular analysis. • Evaluate and synthesize findings from biological, chemical, and clinical data sources. • Offer subject matter expertise on experimental design and data interpretation within medicinal chemistry. • Assess AI-generated outputs for scientific accuracy, relevance, and reliability. • Deliver comprehensive written feedback and actionable recommendations for model improvement. Preferred Qualifications • Advanced degree (e.g., PhD or MSc) in Bioinformatics, Computational Biology, Medicinal Chemistry, or a related discipline. • In-depth knowledge of medicinal chemistry concepts, including structure-activity relationships and drug design principles. • Demonstrated experience in handling and interpreting large-scale omics or cheminformatics datasets. • Familiarity with software tools, databases, and programming languages commonly used in bioinformatics (e.g., Python, R, RDKit, KNIME). • Strong scientific communication skills, with the ability to clearly articulate complex ideas and technical concepts. • Proven track record of contributing to research projects at the intersection of biology, chemistry, and data science. • Experience collaborating in multidisciplinary or remote project environments is advantageous.

Job Title: Household Data Specialist - Video Capture (Vietnam) Job Type: Contractor Location: Remote, Vietnam-based. Job Summary Help train the next generation of personal robotics. You'll capture high-quality video demonstrations of everyday household tasks using a UMI gripper, a wearable device that mimics a robot's hand while letting you perform tasks naturally. Your demonstrations become training data that teaches robots how to operate in real homes. Key Responsibilities • Capture and submit high-quality, specification-compliant video demonstrations of everyday household tasks using a UMI gripper wearable device. • Follow detailed, task-specific instructions to ensure all recordings meet rigorous project standards. • Review feedback from assigned reviewers and iteratively refine your approach to improve data quality. • Operate and set up recording equipment and the UMI gripper to accurately mimic real-world hand movements while performing tasks. • Communicate proactively and clearly with the customer’s project team, both in writing and verbally. • Maintain a consistent weekly workflow to meet the minimum approved data requirements. Required Skills and Qualifications • Keen attention to detail and demonstrated ability to follow complex specifications precisely. • Manual dexterity and experience with physical task precision in varied household environments. • Comfort with operating, wearing, and setting up specialized devices and recording equipment. • Capacity to incorporate feedback and make iterative improvements to processes and outputs. • Strong written and verbal communication skills, including openness to prompt feedback exchanges. • Reliable access to a fully equipped Vietnamese household environment (kitchen, living spaces, and common items). • Ability to upload large video files via stable, high-speed internet from your home environment. • This role involves prolonged use of a VR headset; candidates should be comfortable with extended wear as part of their regular work environment. Preferred Qualifications • Genuine curiosity about personal robotics, AI, and emerging technology in home environments. • Prior experience participating in data collection, usability studies, or similar hands-on projects. • Patience for repetitive, precision-oriented work and willingness to adapt as project needs evolve. Compensation structure This is a Pay-Per-Task (PPT) project. You're paid per hour of approved data that meets the project specifications, with an initial rate per approved hour during the pilot phase and an improved rate and per approved hour after calibration, once quality benchmarks are consistently met. As a planning benchmark, expect roughly 2 hours of review work per 1 hour of approved data early on, an effective rate of a fixed hourly rate at the pilot stage. That ratio typically improves with familiarity, and the post-calibration rate compounds the upside. Start Timeline & Availability We typically fill roles within 48 hours, so we're looking for teammates who are ready to jump in. If selected, we'd love for you to start your first task as soon as you move forward with your application. The expectation is to begin completing tasks within ~24 hours of completing onboarding. Equipment Requirements • This project involves performing household tasks while wearing a VR headset and a pair of wearable hand-tracking gloves that capture your hand movements and the visual demonstration. All equipment will be shipped to you at no cost, with full setup and usage instructions provided during onboarding. Please ensure your home environment meets the space, lighting, and connectivity requirements covered during onboarding.

Role Title: Recruiter Role Type: Contractor Location: Remote Our team is engaging talent acquisition specialists to contribute their expertise to a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work • Leverage advanced sourcing strategies to identify qualified professionals across diverse platforms and talent pools. • Screen and evaluate resumes to assess alignment with project-specific requirements. • Facilitate structured interview processes and deliver actionable insights to improve selection outcomes. • Research and analyze job markets to inform project decisions and optimize resource allocation. • Utilize persuasive communication and consultative selling skills to engage with prospective contributors. • Collaborate with stakeholders to refine project scopes and candidate profiles based on market trends. • Document and communicate findings clearly through written reports and verbal presentations. Preferred Qualifications • 5+ years of demonstrated experience in talent acquisition, sourcing, and assessment. • Expertise in resume screening, interviewing, and understanding dynamic job markets. • Exceptional written and verbal communication abilities, with attention to detail and clarity. • Strong consultative and sales-oriented mindset for engaging with professionals in the field. • Experience working remotely and managing deliverables independently. • Ability to adapt to changing project needs and provide strategic insights. • Prior exposure to AI-driven projects or data-driven environments is a plus.

Role Title: Frontend Software Engineer Role Type: Contractor Location: Remote Our team is engaging experienced Frontend Software Engineers for a specialized AI training project. This is not a traditional software engineering role. Instead of building production applications, you'll leverage your frontend expertise to create high-quality technical documentation, examples, and structured outputs that help train and improve next-generation AI systems. No previous AI experience is required. Your frontend engineering knowledge is what matters. Leverage your ability to interpret detailed component style guides and screenshots, delivering pixel-accurate, responsive web interfaces that set new standards in usability and aesthetics. Strong communication skills are highly valued for effective collaboration and documentation. Scope of Work • Create high-quality technical documentation and structured examples based on real-world frontend engineering scenarios. • Apply your frontend engineering expertise to evaluate UI implementations, styling decisions, and best practices. • Interpret component style guides and screenshots to produce accurate technical outputs and documentation. • Interpret and translate component style guides and interface screenshots into precise, visually consistent UI deliverables. • Implement pixel-perfect, responsive web components using modern technologies such as Typescript and CSS3. • Ensure all UI elements adhere to established design systems and accessibility standards. • Collaborate asynchronously through clear documentation and constructive feedback within a remote-first environment. • Proactively identify, communicate, and resolve inconsistencies or ambiguities in design specifications. • Optimize UI performance across devices, focusing on fast load times and smooth interactions. • Contribute domain-specific expertise to guide the training and development of advanced AI models. Preferred Qualifications • Minimum of 3 years of professional experience delivering high-quality front-end solutions. • Proven proficiency with Typescript, CSS3, and responsive web design principles. • Demonstrated success in building pixel-perfect interfaces from detailed visual references. • Experience working with and extending component style guides and design systems. • Strong English communication skills • Self-motivated and capable of delivering autonomously within distributed project environments. • Advanced degree (Master’s or PhD) in Computer Science or a related technical discipline is a plus.

Role Title: Physics Expert (Condensed Matter / Quantum Information) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (Condensed Matter / Quantum Information) to contribute to a frontier research-level physics benchmark project focused on topics such as the PXP model, Rydberg blockade, quantum many-body scars, and constrained dynamics. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and analyze exact diagonalization implementations leveraging translation and reflection symmetries, with a preference for QuSpin and system sizes L ≥ 26. • Construct and manipulate block-diagonalized subspaces for complex quantum systems, optimizing computational efficiency and fidelity. • Evaluate overlaps with Z2 states and interpret resulting physical insights in the context of constrained quantum dynamics. • Contribute detailed written feedback, analytic reports, and assessments for research benchmarks related to quantum many-body scars and Rydberg blockade phenomena. • Serve as a Solver, Auditor, or Adjudicator on the project, depending on subfield alignment, hands-on methods expertise, and seniority. Preferred Qualifications • Advanced academic background (PhD or equivalent practical experience) in condensed matter physics, quantum information, or a closely related field. • Proven expertise in exact diagonalization techniques, including experience with QuSpin and symmetries for large system sizes. • Demonstrated ability to perform block-diagonalization of Hamiltonians and work within large Hilbert space subspaces. • Strong understanding of quantum many-body scars, Rydberg blockade, and constrained quantum dynamics. • Experience analyzing overlaps with Z2 or related quantum states, including the interpretation of numerical results.

Role Title: simulation/CAE-heavy mechanical engineering Expert Role Type: Contractor Location: Remote Our team is engaging simulation/CAE-heavy mechanical engineering Experts to contribute their technical expertise to a dynamic customer project focused on leveraging advanced AI agents in real-world scenarios. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for STEM professionals with deep experience in simulation and CAE, especially those who have adopted AI coding agents as integral tools in their workflows. Scope of Work • Provide detailed walkthroughs of how you employ AI coding agents such as Codex, Claude Science, Claude Code, and Claude Cowork in complex mechanical engineering simulation and CAE tasks. • Demonstrate and document real-world applications where AI agents are used for navigating large codebases, debugging challenging issues, or developing end-to-end solutions—not just basic coding assistance. • Describe and analyze the types of engineering problems, design challenges, or architectural changes addressed using AI-generated code sequences. • Contribute written and verbal feedback about the performance and limitations of AI tools within the CAE and mechanical simulation domain. • Curate representative examples and scenarios that illustrate advanced technical workflows involving AI agents, focusing on sequence generation rather than chatbot-style interactions. • Articulate the approach, rationale, and complexity behind selected examples to provide actionable insights for the AI training process. • Collaborate asynchronously with project leads and share input through clear and effective communication channels. Preferred Qualifications • Extensive hands-on experience in simulation and CAE-heavy mechanical engineering assignments. • Proven proficiency with Codex, Claude Science, Claude Code, and Claude Cowork as coding sequence generators in technical scenarios. • Demonstrated ability to apply AI agents to sophisticated engineering challenges—including navigating ambiguous requirements, large-scale debugging, or architectural overhauls. • Exceptional written and verbal communication skills, with the ability to translate complex technical workflows into concise documentation and feedback. • Active involvement in current STEM fields, using AI agentics as a practical extension of real-world engineering problem-solving. • Experience documenting technical workflows and providing actionable insights for technology improvement or training purposes. • Familiarity with the broader landscape of AI-driven engineering tools and a track record of experimentation and adaptation to new technologies.

Role Title: GIS/geospatial Expert Role Type: Contractor Location: Remote Our team is engaging GIS/geospatial Experts to contribute their domain insights to a forward-thinking customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. We're seeking current STEM professionals with hands-on experience using advanced AI coding agents, particularly those who can demonstrate the application of these agents in technical, real-world geospatial work. Effective written and verbal communication is essential, as you’ll be capturing complex workflows and describing innovative problem-solving strategies. Scope of Work • Provide expert analysis, feedback, and practical examples related to GIS and geospatial data challenges for AI model development. • Document advanced technical workflows and problem-solving approaches that utilize AI agents such as Codex, Claude Science, Claude Code, and Claude Cowork. • Deliver detailed descriptions of tasks where AI coding agents have been used to generate sequences, not merely as chat interfaces, including project context, tool selection, and results. • Evaluate and critique the performance of AI-generated solutions in addressing sophisticated geospatial scenarios like large codebase navigation, debugging, end-to-end feature development, and architectural changes. • Share real-world cases where ambiguity or scale presented unique technical hurdles, and outline how AI agentics facilitated solutions. • Collaborate asynchronously with project stakeholders to iteratively refine documentation and guidance materials. • Contribute to the development of high-fidelity datasets and evaluations for AI training and benchmarking initiatives. Preferred Qualifications • Demonstrated expertise in GIS, remote sensing, spatial analytics, or related geospatial technologies. • Direct, hands-on experience using AI coding agents (specifically Codex, Claude Science, Claude Code, Claude Cowork) to solve technical challenges within GIS or STEM projects. • Clear, concise written and verbal communication skills, with the ability to articulate technical processes and reasoning for both technical and non-technical audiences. • Track record of using AI coding agents for complex scenarios—such as navigating large codebases, debugging, designing end-to-end features, or addressing ambiguous project requirements. • Experience generating and analyzing AI-driven code sequences, rather than using agents solely for conversational purposes. • Background in STEM fields, preferably with ongoing professional engagement in technical geospatial work. • Analytical mindset paired with a passion for sharing knowledge and improving technical systems through innovative approaches.

Role Title: Computational Biology Expert Role Type: Contractor Location: Remote Our team is engaging Computational Biology Experts to contribute their advanced scientific knowledge to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and annotate complex biological data sets, focusing on applications relevant to medicinal chemistry. • Provide feedback and domain-specific insights to improve AI models in computational biology contexts. • Evaluate scientific content for accuracy, relevance, and clarity, ensuring data aligns with industry standards. • Develop and review problem sets, case studies, or scenarios based on real-world medicinal chemistry challenges. • Collaborate asynchronously with other experts to validate findings and share perspectives on project deliverables. • Contribute to the refinement of data curation methodologies and best practices in computational biology. Preferred Qualifications • Advanced degree (PhD, PharmD, or MSc) in computational biology, medicinal chemistry, bioinformatics, or a closely related field. • Demonstrated expertise in medicinal chemistry, including experience with drug discovery or design. • Strong analytical skills with a deep understanding of biological datasets and scientific literature. • Experience applying computational methods to solve problems in chemistry or biology. • Proficiency with relevant bioinformatics tools, cheminformatics platforms, or data analysis software. • Excellent written communication skills to clearly explain complex scientific concepts to diverse audiences. • Previous participation in cross-disciplinary or AI-driven scientific projects is a plus.

Job Title: Backend Java Developer Job Type: Contractor Location: Remote As a Backend Java Developer, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Design, develop, and maintain scalable backend systems using Java and Spring Boot. • Architect robust microservices solutions to support complex application requirements. • Collaborate with the customer's team to review technical specifications and deliver high-quality code. • Contribute expert insights to improve application performance, reliability, and security. • Participate in code reviews and provide constructive feedback to peers. • Document technical processes and solutions with clear, concise written communication. • Troubleshoot, debug, and optimize backend systems as needed. Required Skills and Qualifications • Expert proficiency in Java programming language. • Hands-on experience with Spring Boot framework for backend development. • Strong knowledge of microservices architecture and design principles. • Demonstrated ability to write clean, maintainable, and efficient code. • Exceptional written and verbal communication skills, with a keen attention to detail. • Experience collaborating with remote teams in a fast-paced environment. • Solid understanding of REST APIs, data structures, and backend best practices. Preferred Qualifications • Exposure to cloud platforms such as AWS, Azure, or Google Cloud. • Prior experience working on AI-driven or data-intensive projects. • Background in high-availability or distributed systems.

Role Title: Portuguese Audio Recording Expert (Brazil) Role Type: Contractor Location: Remote Our team is engaging Portuguese Audio Recording Experts (Brazil) to participate in a transformative project for a global customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create and deliver high-fidelity Portuguese (Brazil) audio recordings using professional-grade equipment. • Interpret project guidelines to produce clear, natural, and contextually relevant audio samples for AI training. • Curate, review, and ensure the linguistic accuracy and quality of all recordings submitted. • Collaborate remotely with project coordinators and provide feedback or insights as needed during the recording process. • Follow specific technical and quality standards for file formatting, consistency, and clarity. • Supply a professional audio sample as part of the project's onboarding process, demonstrating your recording skill. • Meet agreed-upon project deliverables and timelines for audio submissions. Preferred Qualifications • Native-level fluency in Brazilian Portuguese, with a strong command of pronunciation and intonation. • Minimum of three years of proven experience in professional audio recording or voice work. • Demonstrated proficiency with high-end recording equipment and industry-standard audio editing tools. • Excellent written and verbal communication skills in Portuguese; ability to follow nuanced project instructions. • Portfolio or track record of high-quality audio projects, ideally for media, broadcasting, or educational content. • Familiarity with quality assurance processes for audio deliverables. • Ability to collaborate effectively in a remote, feedback-driven engagement environment. Please note that you will need your professional audio equipment during the interview.

Role Title: Mandarin Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Mandarin Audio Recording Experts to collaborate on a project for a customer focused on developing advanced AI models. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create and deliver high-fidelity Mandarin audio recordings using professional-grade equipment according to project specifications. • Adhere to established guidelines for audio quality, clarity, and consistency throughout all submissions. • Assist in the preparation, setup, and optimization of recording environments to minimize background noise and enhance sound fidelity. • Provide a diverse range of vocal samples, tones, and pronunciations to ensure a robust dataset for AI training. • Review, edit, and submit finalized recordings that meet established technical and linguistic standards. • Communicate promptly and professionally with the project team, responding to feedback and incorporating revisions as needed. • Maintain organized records of all delivered files and associated documentation for project tracking. Preferred Qualifications • Native Mandarin speaker with clear and accurate pronunciation. • Minimum of three years of experience in professional audio recording (studio work, voice-over, narration, or similar domains). • Proficiency in using advanced audio recording equipment and editing software. • Demonstrated ability to deliver studio-quality recordings with minimal ambient interference. • Strong attention to detail in both vocal delivery and technical setup. • Excellent written and verbal communication skills, with a commitment to clear, professional exchanges. • Experience participating in projects involving AI data collection or linguistic resource creation is a plus. Please note that you will need your professional audio equipment during the interview.

Role Title: Data Labeling Associate - Video Content Role Type: Contractor Location: Remote, worldwide Our team is engaging Data Labeling Associate - Video Content experts to contribute to a high-impact project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required - your domain knowledge is what matters. Scope of Work • Review and annotate short first-person POV videos depicting household tasks, focusing on precise and consistent labeling. • Identify and mark hamper position as left or right of the person for each video segment. • Determine and tag the exact start and end frames for each pick-and-place movement within the video. • Assign and record which of the seven numbered piles each clothing item is placed into. • Adhere strictly to detailed annotation guidelines provided during onboarding and throughout the engagement. • Maintain high quality and consistency across multiple videos within each session, ensuring accurate, actionable data for AI training. • Flag ambiguous, unclear, or unusual cases for further review in accordance with project standards. Preferred Qualifications • Exceptional visual discrimination skills and a keen eye for subtle details and frame-level changes. • Proven ability to follow complex instructions with precision and incorporate feedback promptly. • Experience with web-based video tools, such as playback controls, frame stepping, and timestamp-based interfaces. • Strong focus and consistency in performing repetitive, detail-oriented tasks across multiple assignments. • Reliable high-speed internet connection and a computer suitable for smooth video playback. Nice to Have (but not required) • Prior experience in video annotation, data labeling, transcription, content moderation, or QA work • Familiarity with any annotation platform (CVAT, Labelbox, Scale, V7, Encord, or similar) • Background in roles requiring sustained attention to repetitive detail. Start Timeline & Availability We typically fill roles within 48 hours, so we're looking for teammates ready to jump in. If selected, we'd love for you to start your first task as soon as you move forward with your application. The expectation is to begin within ~24 hours of completing onboarding.

Role Title: Technical Problem Author (Multi-Domain) Role Type: Contractor Location: Remote Our team is engaging Technical Problem Authors (Multi-Domain) to contribute to a customer's project focused on advancing the capabilities of AI technologies in engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Author and evaluate advanced technical problems in your area of expertise, such as Aerodynamics, Materials Science, CAD/Mechanical Design, Circuit Design, or Mechanical Engineering. • Review and assess AI-generated technical responses for correctness, accuracy, and engineering relevance. • Apply practical engineering judgment to real-world design, analysis, and failure scenarios, along with theoretical problem contexts. • Analyze and troubleshoot complex, domain-specific issues, identifying ambiguities and proposing clarifications in technical statements and conditions. • Provide structured feedback and clear written and verbal explanations to support and enhance AI learning and reasoning capabilities. • Collaborate remotely with a network of technical experts and project participants to deliver high-quality domain input. • Document insights and recommendations to inform continuous model improvement and refinement of problem statements. Preferred Qualifications • Advanced degree (MS or PhD) in a relevant engineering discipline, or substantial industry experience (8+ years for Aerodynamics/Circuit Design/Mechanical Engineering; 5+ years for CAD/Mechanical Design). • At least 5 years of hands-on technical experience in your domain, such as mechanical design, aerodynamic analysis, materials selection, or circuit/system development. • Demonstrated track record in technical problem authoring (e.g., olympiad problem committees, licensure exam item writing, academic qualifying-exam authorship, standards committee roles, or technical competition leadership). • Flagship publications, patents, or industry awards recognized within your field, or evidence of technical rigor through competition results or committee service. • Professional-level English proficiency and exceptional written and verbal communication skills are essential. • Familiarity with industry-standard engineering tools (e.g., AutoCAD, CAD suites, CFD/FEA software, EDA tools, or lab equipment) relevant to your specialty. • Experience working independently and remotely, contributing high-quality deliverables within required project timelines. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert's experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Talent Operations Manager Job Type: Full-time Location: Remote The Role Scale the human data engine behind frontier AI systems. Own onboarding, talent coordination, and client success across high-velocity AI training deployments. Operate at the intersection of contributors, internal teams, and enterprise clients — keeping projects moving and making sure the right people are activated at the right time. This is a hands-on operations role, not a traditional people-management role. You’ll coordinate large groups of contributors across teams rather than manage a team of direct reports. You’ll have real ownership, work closely with teams across the company, and see the impact of your work directly in the AI systems our customers are building. What You’ll Own • Run large-cohort onboarding and activation — fast, organized, and with a strong contributor experience. • Coordinate distributed talent pools across multiple AI training and data operations projects. • Work closely with enterprise clients and internal teams to keep deployments on track. • Anticipate blockers before they surface and drive them to resolution. • Track project performance and publish clear weekly updates on milestones, risks, and outcomes. • Run community syncs and engagement initiatives that keep contributors informed and engaged. • Partner with product, engineering, and other teams as model and client needs change. • Use data to improve onboarding, quality, and retention over time. What We're Looking For • Strong written communicator. Clear, structured, and direct. • Highly organized and comfortable coordinating a lot of moving pieces. • Proactive — you spot gaps, follow through, and don’t wait for someone else to solve the problem. • Comfortable working with data, dashboards, and KPIs. • Able to move quickly when priorities or requirements change. • You don’t need extensive management experience for this role. We’re looking for someone who is great at coordination and execution, not someone whose strength is managing a large team of direct reports. Preferred • Experience in human data, AI training, data operations, talent operations, or working with technical clients is a plus, but not required. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $50,000 –$70,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Commercial Contracts Attorney — M&A Diligence Role Type: Contractor Location: Remote Our team is engaging Commercial Contracts Attorneys — M&A Diligence to contribute their legal acumen to an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze complex commercial agreements and real-world M&A diligence scenarios to inform the design of advanced AI-assisted legal tools. • Assess and annotate contractual provisions including change-of-control, assignment, termination, exclusivity, MFN, indemnification, and renewal terms. • Differentiate and articulate material contract risks versus standard boilerplate, providing concise written rationales. • Deliver structured, high-quality written feedback to enhance AI systems supporting transaction and deal professionals. • Evaluate the severity of identified issues within the context of realistic M&A transactions. • Apply practical judgment to commercial lease agreements and other relevant contract types as needed. Preferred Qualifications • 5+ years of experience in commercial contract drafting, negotiation, or diligence review at a law firm or in-house setting. • Extensive background reviewing contracts in virtual data rooms during live M&A transactions (essential). • Deep familiarity with provisions governing deal risk such as change-of-control, assignment, and termination mechanics. • Experience conducting or managing diligence at a major firm or managed review context. • Strong written and verbal communication skills with the ability to explain complex legal risk clearly and precisely. • JD and active bar membership (or equivalent legal qualification in your jurisdiction). • Exposure to SaaS/technology commercial agreements and contract analytics tools (preferred but not required).

Role Title: Manufacturing Specialist Role Type: Contractor Location: Remote Our team is engaging Manufacturing Specialists to contribute their advanced technical expertise to a customer’s AI training project focused on manufacturing and digital fabrication. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This unique project centers on evaluating manufacturing processes and workflows, particularly with respect to CAM, CNC, and Fusion 360 environments. Your insights will directly support the development of evaluation rubrics designed to enhance human productivity, not replace it. Scope of Work • Provide expert feedback on manufacturing processes and techniques, emphasizing CAM, CNC, or Fusion 360 applications. • Review, assess, and refine AI-generated content and recommendations relevant to manufacturing workflows. • Develop and validate detailed rubrics for evaluating manufacturing process accuracy and efficiency. Preferred Qualifications • Proven expertise in CAM, CNC machining, and digital manufacturing workflows. • Advanced proficiency with Autodesk Fusion 360 and related manufacturing software platforms. • Strong written and verbal communication skills with an emphasis on clarity and detail. • Experience in developing or utilizing process evaluation rubrics is highly valued. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: CNC Machinist Role Type: Contractor Location: Remote Our team is engaging CNC Machinists to contribute expertise to a customer’s project focused on advanced part production and process optimization. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement centers on operating and setting up both hobbyist (e.g., Makera Carvera) and industrial (e.g., Haas VF-2) CNC machines, interpreting engineering documentation, and troubleshooting across a range of materials and geometries. Contributors will provide input on machining processes, best practices, and issue resolution, ensuring high standards of quality and consistency throughout the project. Scope of Work • Set up and operate CNC machines across multiple platforms, including desktop and industrial models • Load and verify CNC programs, install tooling, configure work-holding, and set work offsets for various projects • Run first-piece cycles, inspect machined parts against drawings, and adjust setups to ensure dimensional accuracy • Perform routine machine maintenance and diagnose issues such as tool wear, chatter, or dimensional drift • Utilize precision measurement instruments (calipers, micrometers, indicators, CMM) to validate parts and ensure compliance with specifications • Interpret engineering drawings, GD&T callouts, and manufacturing documentation to guide part production • Collaborate and provide feedback to CAM programmers and other stakeholders on setup optimization and manufacturability Preferred Qualifications • 5+ years of hands-on CNC machining experience, including both setup and production • Expertise operating Haas control systems (VF-2 or similar platforms) required • Familiarity with hobbyist/desktop CNC platforms (such as Makera Carvera) strongly preferred • Proven proficiency in blueprint reading, GD&T interpretation, and use of advanced measurement tools • Experience working with a range of materials, including both metals and plastics • Outstanding written and verbal English communication skills for clear documentation and feedback • Demonstrated ability to troubleshoot machining processes, optimize setups, and maintain a safe, organized workspace

Role Title: Data Annotator Role Type: Contractor Location: Remote Our team is engaging Data Annotators to contribute expertise on a dynamic customer project focused on high-impact data annotation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on detailed annotation of audio and video samples, requiring careful attention to detail and proficiency in English. Scope of Work • Annotate and label audio and video content with precision, following detailed project-specific guidelines. • Review and validate existing annotations to ensure consistency and quality across datasets. • Identify, flag, and correct ambiguities or errors in provided data samples. • Document annotation decisions and maintain clear records for auditability and project transparency. • Collaborate with project leads and peers via written and verbal channels to resolve queries and align on best practices. • Meet defined deliverables and deadlines while maintaining high annotation accuracy. • Provide insights and feedback on annotation processes to contribute to ongoing workflow improvements. Preferred Qualifications • Demonstrated expertise in data annotation, particularly with audio and video media. • Exceptional attention to detail and a strong sense of quality control. • Proficiency in written and verbal English communication. • Experience working with diverse data types and adapting to evolving annotation guidelines. • Strong organizational skills and the ability to document and articulate annotation rationales. • Familiarity with data labeling tools or platforms is advantageous. • Experience providing constructive feedback to enhance annotation workflows is a plus.

Job Title: Senior Software Engineer Job Type: Contractor (~15 hrs a week) Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test an AI model’s ability to solve complex software engineering problems using Model Context Protocol (MCP) tools. Tasks may involve fixing bugs, implementing features, refactoring code, or optimizing performance while requiring agents to discover and reason over information from real MCP servers. You will design reproducible environments, deterministic verification, and golden reference solutions that accurately measure both MCP tool use and software engineering ability. Required Skills and Qualifications: • Proficiency in C++, Python, JAVA, GoLang, Typescript, or Rust. • Deep understanding of algorithms, data structures, and performance tuning. • Demonstrated experience in debugging complex software issues and delivering maintainable solutions. • Strong background in feature development and codebase refactoring. • Proven ability to optimize software for performance and scalability. • Exceptional written and verbal communication skills, with a keen attention to detail. • Track record of success in collaborative, cross-functional teams, ideally in remote settings. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases. • Familiarity with modern AI or machine learning systems is a plus, though not required. • Background in participating in rigorous code reviews and contributing to the development of software best practices. Process: • Apply to the role, filling out the screening questions • Complete AI Interview (approx. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: AAA Gameplay Data Capture Specialist Job Type: Contract {Pay Per Task Model} Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities • Play a range of top-tier AAA games to systematically capture gameplay data using in-house tools. • Record, organize, and annotate game sessions with keen attention to accuracy and detail. • Collaborate closely with fellow experts and team leads, providing clear feedback and updates. • Troubleshoot and resolve technical issues related to recording and data capture workflows. • Ensure all data files are securely stored, cataloged, and transferred according to project guidelines. • Maintain regular, timely communication in both written and verbal formats with the customer's remote team. • Meet project deadlines, maintaining flexibility to adapt to evolving requirements. Required Skills and Qualifications • Proven passion and experience with AAA games, with access to the specific titles required for the project. • Strong gameplay proficiency and ability to follow capture instructions precisely. • Excellent verbal and written communication—clear, prompt, and detail-oriented. • Well-equipped computer capable of running and recording high-end AAA games without performance issues. • Experience using gameplay recording or data capture tools (industry or proprietary experience is a plus). • Self-motivated, disciplined, and reliable in a remote work environment. • Strong problem-solving skills and adaptability in fast-paced or changing scenarios. • Mandatory Requirement: You must own a high-end gaming PC that can run the latest AAA games at high resolutions smoothly. Preferred Qualifications • Previous experience in gameplay QA, playtesting, or data capture roles. • Familiarity with video editing or data annotation tools. • Experience working with geographically distributed teams. We are onboarding five experts early next week (Mon-Tue)—join a select group driving the next generation of gaming insights!

Role Title: At-Home Video Recorder Location: Remote - based in Alabama, Alaska, Arkansas, Delaware, Florida, Georgia, Idaho, Indiana, Illinois, Iowa, Kansas, Kentucky, Louisiana, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, North Dakota, Ohio, Oklahoma, Pennsylvania, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming. Job Summary Get paid from home in this fully remote opportunity by recording your everyday household chores with your cellphone. Simply film your normal daily activities from a first-person point of view and earn money. [Link to video] Key Responsibilities: • Capture household tasks using your smartphone during specified physical tasks. • Record synchronized video footage. • Complete a device compatibility check and an AI-enabled interview during onboarding. Required Skills and Qualifications: • Must own a compatible smartphone: iPhone 12 or later, Google Pixel 6 to 9, or Samsung Galaxy S21 or later. • Must be comfortable wearing a phone mount equipment shipped to you. • Physical capability to perform repetitive movement tasks safely. • Eligibility to work in the U.S. Compensation Structure: • You will be paid per hour of recorded video that you submit that is in line with project guidelines. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of headstrap equipment to your home. Equipment Requirements: • Mobile: You'll need a smartphone to complete this project. You'll use it to record yourself while performing the required tasks. • Head Strap / Wearable: You'll also need a head strap to record first-person videos while doing your chores. We will pay you $20 as a signing bonus and reimbursement for your headstrap purchase after you complete 20 hours of work with us!

Role Title: Tamil Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Tamil Audio Recording Experts to contribute to an impactful customer project focused on advancing AI technologies. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Record high-fidelity Tamil audio samples using professional-grade equipment, following provided scripts and guidelines. • Deliver clean, well-structured audio files suitable for use in data-driven environments. • Ensure accurate pronunciation, intonation, and natural fluency in all recordings. • Perform quality checks on recorded content to meet established project standards. • Collaborate with project coordinators to clarify requirements and resolve ambiguities. • Submit audio samples as part of the engagement process and respond promptly to feedback for refinement. • Maintain clear, concise written and verbal communication throughout the engagement. Preferred Qualifications • Native proficiency in Tamil with exceptional articulation and dialectical awareness. • Minimum of three years of proven experience in professional audio recording, preferably for media, broadcast, or educational applications. • Demonstrated ability to operate and troubleshoot high-quality recording equipment and software. • Keen attention to detail and a strong commitment to producing consistent, error-free recordings. • Strong written and verbal communication skills—valuing clear feedback and collaborative dialogue. • Experience working independently on deliverables with strict quality and format requirements. • Prior experience contributing audio content to language technology, e-learning, or voice-activated platforms is a plus. Please note that you will need your professional audio equipment during the interview.

Job Title: Spanish Language Expert (Spain) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Review and expertly correct machine-generated Spanish (Spain) transcriptions for accuracy and fluency. • Add precise metadata tags and comprehensive linguistic annotations to audio and text datasets. • Ensure each piece of content fully adheres to linguistic guidelines and project requirements. • Utilize strong attention to detail to validate the quality of transcriptions and annotations. • Communicate clearly and effectively in both written and verbal forms with the project team. • Collaborate with customer’s team members to resolve language ambiguities and improve data quality. • Proactively identify inconsistencies and suggest improvements for process optimization. Required Skills and Qualifications: • Fluent level Spanish (Spain) with outstanding linguistic intuition. • Demonstrated experience in transcription, annotation, and applying metadata tags to language data. • Exceptional attention to detail and accuracy in all tasks. • Strong written and verbal communication skills, especially in remote, multicultural environments. • Ability to critically assess and correct machine-generated linguistic output. • Comfortable working independently with minimal supervision and meeting strict deadlines. • Proficient in using digital tools for language data management. Preferred Qualifications: • Previous experience as an audio engineer, data annotator, or professional transcriber. • Familiarity with language technology and AI-driven transcription tools. • Background in linguistics or a related field.

Role Title: Chemistry Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Chemistry Experts (PhD) to contribute their advanced subject-matter expertise to a customer’s AI training initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce authoritative, accurate, and well-explained responses to advanced chemistry queries aimed at AI model improvement, emphasizing clarity and depth rather than rubric-based scoring. • Review and evaluate chemistry data, questions, and solutions to guarantee scientific accuracy, completeness, and current best-practice alignment. • Develop comprehensive explanations and justifications across a wide array of chemical concepts, spanning foundational and specialized areas of chemistry. • Collaborate with annotation leads and project managers to refine requirements and uphold high standards for response quality. • Create exemplary “golden responses” that set benchmarks for future model outputs, ensuring consistency and reliability in training data. • Document context and rationale behind answers to assist model interpretability and future annotation efforts. • Participate in remote discussions or workshops to clarify objectives and maintain alignment across the contributor community. Preferred Qualifications • PhD in Chemistry or a closely related scientific field with robust expertise in both foundational and advanced topics. • Proven ability to communicate intricate chemistry concepts with precision in both written and verbal forms. • Experience in developing, reviewing, or publishing scientific, technical, or educational chemistry materials (such as research articles, curricula, industry reports, or peer reviews). • Familiarity with multiple sub-disciplines within chemistry (organic, inorganic, physical, analytical, materials science, etc.) and the ability to adapt explanations for diverse audiences. • Exceptional attention to detail with a commitment to scientific accuracy and methodological rigor. • Experience with AI, data annotation, or digital content development projects is advantageous but not essential. • Strong collaboration skills, particularly in remote or cross-functional environments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Video Data Annotator Role Type: Contractor Location: Remote Our team is engaging Video Data Annotators to contribute to a customer's robotics-focused video annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate and review robotics-related video footage using detailed guidelines provided for each assignment. • Assess and score video clips for data quality, relevance, and accuracy based on a predefined scoring guide. • Identify and label specific actions, objects, or events within video data, ensuring comprehensive and precise annotation. • Collaborate with the Our team project team to clarify annotation standards and resolve ambiguities in the scoring process. • Document annotation decisions and provide feedback on the clarity and effectiveness of guidelines. • Perform ongoing quality assurance checks to verify that annotations adhere to project requirements and deliverables. • Deliver annotations and evaluations consistently and within set project timeframes. Preferred Qualifications • Mid-level experience with video data annotation across various platforms or projects. • Demonstrated attention to detail and commitment to producing high-quality, accurate annotations. • Strong written and verbal communication skills, with the ability to document findings and interact with team members remotely. • Previous experience with robotics footage or robotics-related annotation tasks (heavily preferred). • Ability to interpret and apply complex annotation guidelines and scoring rubrics. • Familiarity with AI review processes or quality assurance in data annotation projects. • Proactive approach to problem-solving and a self-motivated work style in a remote engagement setting.

Role Title: Mathematics Professor/Researcher (PhD) Role Type: Contractor Location: Remote Our team is engaging Mathematics Professors and Researchers with a PhD in mathematics to participate in a dynamic project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is an opportunity for experienced academics and research professionals to impact the future of AI by sharing their mathematical insight and problem-solving abilities. Scope of Work • Review, analyze, and evaluate complex mathematical content to generate detailed feedback and domain-specific insights for AI model training. • Develop and contribute original mathematical problems, proofs, and teaching materials across a range of undergraduate and graduate topics. • Annotate, critique, and refine mathematical datasets for accuracy, depth, and pedagogical value. • Collaborate with other subject matter experts and project stakeholders to define quality standards and subject coverage. • Draft and edit clear written explanations, solutions, and instructional content tailored for AI learning and reasoning tasks. • Participate in iterative review cycles to enhance the robustness and diversity of mathematical data. Preferred Qualifications • PhD in Mathematics or a closely related quantitative field. • Demonstrated experience in university-level teaching or advanced mathematical research. • Proven ability to communicate intricate mathematical concepts with precision and clarity, both in writing and verbally. • Strong analytical skills and attention to detail in reviewing mathematical work and educational content. • Familiarity with contemporary mathematical literature and ongoing research trends. • Experience developing learning materials or problem sets for mathematics education is a plus. • Intellectual curiosity about artificial intelligence and its implications for mathematical discovery and instruction.

Role Title: Mathematics Expert Role Type: Contractor Location: Remote Our team is engaging Mathematics Experts to participate in a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review, evaluate, and generate solutions to advanced mathematical problems spanning pure and applied mathematics. • Develop detailed, well-structured explanations, proofs, or technical analyses for a range of mathematical concepts and topics. • Assess the accuracy, clarity, and rigor of mathematical outputs produced by AI systems, providing actionable feedback for improvement. • Create and annotate high-quality, domain-specific datasets to inform model training and benchmarking. • Document technical methodologies and communicate complex ideas clearly in written and verbal formats. • Collaborate with a remote team of subject matter experts across diverse mathematical disciplines. Preferred Qualifications • BSc, MSc, or PhD in Mathematics, Applied Mathematics, or a closely related field. • Demonstrated experience authoring research papers, mathematical proofs, or technical reports. • Proficiency translating complex mathematical concepts for both technical and non-technical audiences. • Strong written and verbal communication skills, with an emphasis on clarity and precision. • Familiarity with current trends, open problems, or applications in mathematics and related fields. • Experience reviewing or critiquing mathematical reasoning, logic, or computational solutions. • Capability to work independently and manage deliverables in a fully remote engagement.

Role Title: Mechanical Engineering Professor Role Type: Contractor Location: Remote Our team is engaging Mechanical Engineering Professors, adjuncts, and academic instructors to participate in a high-impact AI research project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author rigorous single-option (multiple-choice) assessment questions in your specialization within mechanical engineering, calibrated for graduate or postgraduate complexity. • Translate advanced concepts from Solid & Structural Mechanics, Dynamics & Vibration & Control, or Thermal-Fluids into challenging exam-quality content. • Develop detailed explanations and rationales for answer choices, maintaining the clarity and precision expected in academic settings. • Review and validate the technical accuracy and pedagogical quality of AI-generated mechanical engineering materials. • Collaborate asynchronously with other subject matter experts and project coordinators to refine and improve content quality. • Conduct quality checks, revisions, and enhancements on contributed materials based on feedback and project standards. • Maintain thorough records of assignments and submissions using digital workflow tools provided for the engagement. Preferred Qualifications • PhD or MS in Mechanical Engineering, with current or previous university-level teaching experience (professor, adjunct, lecturer, or TA) in one or more core areas: Solid & Structural Mechanics, Dynamics & Vibration & Control, or Thermal-Fluids. • Experience authoring, grading, or reviewing graduate-level exams, problem sets, or coursework. • Demonstrated ability to convert complex mechanical engineering principles into clear, exam-ready written content. • Background in assessment design, rubric development, or educational content creation. • Exceptional written and verbal communication skills; adept at articulating intricate concepts concisely and accurately. • Meticulous attention to detail and commitment to technical accuracy in all deliverables. • Self-motivated, organized, and comfortable working independently in a remote, asynchronous project environment; familiarity with collaborative digital platforms is a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: BIM & Construction Coordination Expert Role Type: Contractor Location: Remote Our team is engaging BIM & Construction Coordination Experts to contribute their expertise on a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity involves reviewing and analyzing architectural and engineering blueprints, identifying design and construction clashes, and providing insightful explanations and documentation to support advanced AI training for construction workflows. Scope of Work • Analyze and review architectural and engineering blueprints to identify design and construction clashes. • Utilize Autodesk Revit and Navisworks to perform BIM coordination and execute clash detection processes. • Document and explain the root cause of identified issues, providing detailed reasoning and solution recommendations. • Prepare and deliver clear, comprehensive technical documentation supporting construction coordination processes. • Collaborate via written and verbal channels to communicate complex coordination challenges and solutions. • Contribute expert insight into best practices for BIM execution and construction drawing interpretation. • Participate in quality assurance of construction documentation to ensure consistency and accuracy for AI model evaluation. Preferred Qualifications • Extensive experience with BIM coordination in real-world construction projects. • Proficiency in Autodesk Revit and Navisworks, especially for clash detection and construction drawing analysis. • Strong analytical reasoning and problem-solving skills applied to construction coordination. • Demonstrated expertise in reviewing and interpreting blueprints, technical documents, and engineering drawings. • Exceptional written and verbal communication abilities, with a care for clarity and thoroughness. • Background in documenting construction workflows, issue logs, or technical resolutions. • Familiarity with AI applications in the construction sector is a plus, but not required.

Role Title: Physiotherapist / Physical Therapist Role Type: Contractor Location: Remote Our team is engaging Physiotherapist / Physical Therapist to contribute specialized knowledge on a customer’s advanced annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints using MediaPipe-style hand topology, ensuring accuracy and adherence to strict guidelines. • Identify and mark anatomical joints, including the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), fingertips, and thumb-specific joints (CMC, MCP, IP, thumb tip). • Precisely place landmarks following defined annotation protocols and specified tolerance thresholds. • Infer and accurately annotate partially occluded or visually challenging joints and landmarks, reasoning through complex hand positions and object interactions. • Interpret a wide range of hand poses, orientations, and perspectives to ensure consistent and high-quality annotations across varied image and video data. • Review visual feedback, identify deviations from requirements, and make targeted corrections to maintain annotation quality at scale.

Job Title: Hindi Language Expert Job Type: Expert Location: Remote (Contract) Job Summary Join our customer's team as a Hindi Language Expert and play a pivotal role in ensuring linguistic excellence for a variety of projects and communications. This position is tailored for individuals passionate about Hindi, with a keen focus on precision, creativity, and impactful communication. Embrace the opportunity to make a difference in a dynamic, collaborative, and remote work environment. Key Responsibilities • Translate, proofread, and localize content from English to Hindi and vice versa, ensuring clarity and cultural relevance. • Develop, edit, and review high-quality written materials for diverse media, including digital, print, and audio formats. • Collaborate with cross-functional teams to uphold language standards and provide linguistic expertise in projects. • Conduct rigorous quality assurance of Hindi language materials to maintain consistency and accuracy. • Assist in creating language resources, glossaries, and style guides tailored to the customer’s requirements. • Deliver verbal and written communication support for high-impact engagements and presentations. • Stay updated with emerging trends in Hindi linguistics, terminology, and digital communication best practices. Required Skills and Qualifications • Native-level proficiency in Hindi, with a strong command of both written and spoken language. • Exceptional writing, editing, and proofreading skills with an eye for detail and nuance. • Sound foundation in linguistics and language structure. • Demonstrated ability to communicate effectively and empathetically, both verbally and in writing. • Robust organizational and time management abilities in a remote setting. • Proficiency in using translation tools, digital content platforms, and Microsoft Office Suite. • Collaborative mindset with a commitment to high-quality language service delivery. Preferred Qualifications • Prior experience as a Hindi language specialist, translator, or linguist in a professional setting. • Background in content development, localization, or digital media. • Experience working in multicultural, remote teams with a customer-first attitude.

Role Title: Indonesian Bilingual Expert Role Type: Contractor Location: Remote Our team is selecting Indonesian Bilingual Experts to support a customer's large-scale linguistic initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to and review audio clips to assess the nativeness and fluency of AI-generated Indonesian speech. • Provide detailed written and verbal feedback on language accuracy, pronunciation, intonation, and authenticity. • Validate the cultural and contextual appropriateness of language used in audio samples. • Document observations meticulously, ensuring clarity and actionable insight for model improvement. • Collaborate with project coordinators to discuss findings and clarify guidelines as needed. • Consistently deliver high-quality assessments within defined project timelines. • Support the refinement of evaluation frameworks by sharing linguistically-informed suggestions. Preferred Qualifications • Native-level proficiency in Indonesian, with a deep understanding of regional dialects and cultural nuances. • Strong written and verbal communication skills in both Indonesian and English (minimum B2 proficiency in English). • Keen attention to detail with a methodical and analytical approach to language evaluation. • Previous experience in translation, localization, linguistics, content moderation, or language quality assessment (preferred but not required). • Comfortable working independently in a remote setting and meeting project requirements punctually. • Demonstrated ability to give clear, constructive feedback on language and communication style. • Interest in contributing to advancements in AI-driven language technologies.

Role Title: Contract Specialist Role Type: Contractor Location: Remote Our team is engaging Contract Specialists to contribute to a customer's project focused on developing a suite of real-world commercial agreements. In this role, you'll apply your expertise to help train next-generation AI systems. We are seeking commercial attorneys who can provide or create practical contractual documents for a seeding project. Contributors will be paid per document delivered and are expected to produce agreements such as MSAs, lease agreements, IP licensing, marketing agreements, and licensing agreements. Scope of Work • Draft, review, and provide high-quality templates, samples, and annotated examples of the following agreement types: • Master Service Agreements (MSAs) • Lease Agreements • Intellectual Property (IP) Licensing Agreements • Marketing Agreements • Licensing Agreements • Ensure all agreements reflect current legal standards, industry best practices, and practical commercial use cases. • Submit well-structured, high-quality documents that contribute to the project's AI training dataset. • Communicate promptly and professionally, both in writing and verbally, to clarify requirements and deliverables as needed. Preferred Qualifications • Practicing or recently qualified commercial attorney with exposure to contract drafting and negotiation. • Working knowledge of standard commercial agreements, including MSAs, lease agreements, IP and marketing contracts. • Strong written and verbal communication skills, with attention to clarity and accuracy in contractual language. • Demonstrated ability to create or adapt legal documents for practical, real-world scenarios. • Experience with remote collaboration and delivering assignments autonomously. • Detail-oriented approach to ensure agreements comply with relevant laws and best practices. • Interest or background in legal operations, technology, or AI-enabled platforms is a plus. Additional Info: This role is document-driven and centers on the provision of eligible transaction materials. You will be directly responsible for sourcing and supplying the documents. No confidential, NDA-protected, proprietary, or MNPI content can be accepted.

Role Title: AI Consulting Domain Expert Role Type: Contractor (Part Time) Location: Remote Our team is engaging AI Consulting Domain Experts to partner on a customer-facing project focused on the evaluation and optimization of AI-driven outputs. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and refine AI-generated responses, ensuring accuracy, clarity, and alignment with business objectives. • Author, review, and enhance technical documentation, strategy reports, market analyses, business cases, and executive summaries. • Develop and improve prompts for large language models, leveraging structured problem-solving and analytical rigor. • Conduct detailed content review, quality assurance, and rubric-based assessment of AI outputs. • Annotate data, interpret findings, and provide fact-checking to ensure high standards of quality and reliability. • Deliver professional, actionable written feedback and recommendations on AI performance and content suitability. Preferred Qualifications • 3+ years of delivery in strategy consulting, management consulting, corporate strategy, business transformation, or operations in analytically rigorous settings. • Demonstrated excellence in professional writing, business communication, and report creation for senior audiences. • Strong critical thinking, analytical reasoning, independent research, and logical reasoning capabilities. • Exceptional attention to detail, quality assurance, and technical or business editing skills. • Proven experience constructing client presentations, recommendation memos, or market analyses using structured methodologies. • Bachelor’s degree or equivalent professional experience required; an advanced degree such as a Master’s, JD, MBA, or PhD is a plus. • Candidates from highly selective academic programs or with equivalent achievements are encouraged to participate.

Role Title: Legal Specialist Role Type: Contractor Location: Remote Our team is engaging Legal Specialists to contribute their domain expertise to a high-impact customer project focused on advancing AI capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement centers on sharing original, expert-authored legal documents — such as memos, case analyses, contracts, and policy papers — to support the development of nuanced, responsible AI agents. Materials must be rich in technical detail, well-structured, and include multimodal elements like tables, figures, or charts, illustrating genuine human insight and legal acumen. Scope of Work • Provide high-quality, professionally structured legal documents authored in your field, including PDFs or Word documents with textual analysis, tables, charts, or diagrams. • Ensure all shared materials are original and not sourced from the internet or generated synthetically. • Demonstrate deep legal analysis, issue spotting, and technical depth through your submissions. • Contribute a mix of document types and lengths, ideally ranging from 10 to 100 pages, reflecting real-world legal work. • Maintain strict confidentiality and awareness of privilege in all materials and communications. • Participate in feedback cycles as needed to clarify content or enhance document utility for AI model training. • Communicate effectively with written and verbal updates, providing context or explanation where required. Preferred Qualifications • Practising lawyer, legal researcher, compliance consultant, or legal professional with hands-on experience in document drafting and legal analysis. • Demonstrated expertise in producing high-quality legal documents, such as memos, case briefs, contracts, or policy analyses. • Strong legal writing, with proven ability to articulate complex legal concepts accurately and clearly. • Experience incorporating tables, diagrams, or other modalities into legal documents. • Keen awareness of confidentiality obligations, privilege, and data privacy in legal practice and document sharing. • Proficiency in both written and verbal communication for project-related correspondence. • Background in compliance, policy, or specific legal domains (e.g., intellectual property, regulatory, corporate) is an asset.

Role Title: Hebrew Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Hebrew Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Hebrew and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Hebrew language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Hebrew, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Título da Vaga: Gravador(a) de Vídeos em Casa Tipo de Contratação: Prestador(a) de Serviços Localização: Remoto – profissionais baseados na América Latina e no Caribe. Países elegíveis incluem: Argentina, Bahamas, Barbados, Brasil, Chile, Colômbia, Costa Rica, República Dominicana, Jamaica, México, Panamá e Uruguai. Resumo da Vaga: Nesta função, você utilizará sua experiência para ajudar no treinamento de sistemas de IA de última geração. Seu trabalho contribuirá diretamente para a forma como esses modelos aprendem, raciocinam e executam tarefas por meio de dados reais e de alta qualidade. Não é necessário ter experiência prévia com Inteligência Artificial — o mais importante é sua capacidade de seguir instruções e produzir dados de qualidade. Principais Responsabilidades • Capturar dados precisos de movimento utilizando os sensores IMU do seu smartphone durante atividades físicas especificadas. • Gravar vídeos sincronizados para garantir a precisão dos dados e a integridade de todas as informações de movimento coletadas. • Seguir protocolos técnicos detalhados para atender consistentemente aos padrões de qualidade, rotulagem e padronização do projeto. • Entregar no mínimo 10 horas semanais de vídeos aprovados e de alta qualidade durante todo o período do projeto. • Comunicar-se de forma clara e proativa com a equipe para esclarecer dúvidas e compartilhar observações sobre o processo de coleta de dados. • Garantir entregas pontuais e consistentes, em conformidade com os marcos e expectativas do projeto. • Participar da verificação de compatibilidade do dispositivo e de um processo de entrevista inovador com suporte de IA durante o onboarding. Requisitos • Ter acesso a uma faixa para fixação do celular na cabeça (head strap), capaz de registrar ambas as mãos, em até 48 horas após a data de início. • Possuir um smartphone compatível. Dispositivos suportados incluem: • iPhone 12 ou superior; • Google Pixel 6 ou superior; • Samsung Galaxy S21 ou superior. • Excelente atenção aos detalhes e capacidade comprovada de seguir protocolos padronizados. • Capacidade de gerenciar entregas de forma consistente e cumprir prazos em um ambiente dinâmico e orientado por dados. • Excelentes habilidades de comunicação escrita e verbal para documentação e colaboração remota. • Facilidade com tecnologia e experiência no uso de dispositivos móveis para captura de vídeo e dados de sensores. • Condições físicas para realizar tarefas repetitivas de movimento com segurança e eficiência. • Acesso a um smartphone compatível capaz de realizar coleta de dados com alta fidelidade. Observação: Candidaturas enviadas utilizando um endereço de e-mail Gmail serão consideradas um diferencial, pois facilitam a integração com as ferramentas do projeto. Qualificações Desejáveis • Formação ou experiência em robótica, cinesiologia, coleta de dados por sensores ou áreas técnicas relacionadas. • Experiência com análise de movimento humano, segmentação de atividades ou rotulagem de conjuntos de dados para aprendizado de máquina. • Familiaridade com organização e estruturação de grandes conjuntos de dados para aplicações de IA e robótica. Estrutura de Remuneração • A remuneração é baseada na produção. Os profissionais são pagos por cada vídeo gravado que atenda às especificações do projeto. O tempo necessário para concluir as atividades pode variar de acordo com a experiência e o fluxo de trabalho de cada participante. Há requisitos mínimos de entrega: os vídeos devem possuir a duração especificada pelo projeto, e cada profissional deverá enviar entre 10 e 15 horas de vídeo por semana. Início das Atividades e Disponibilidade • Normalmente concluímos o processo de seleção em até 48 horas, portanto buscamos profissionais disponíveis para iniciar rapidamente. Caso seja selecionado(a), esperamos que você comece sua primeira tarefa assim que avançar no processo de candidatura. • A expectativa é que o início das atividades ocorra aproximadamente 24 horas após a conclusão do onboarding. Requisitos de Equipamentos Smartphone • Todas as tarefas deste projeto deverão ser realizadas utilizando um smartphone. • Os participantes gravarão seu fluxo de trabalho diretamente pelo dispositivo móvel enquanto executam as atividades. Faixa para Cabeça (Head Strap) • As tarefas exigem o uso de uma câmera posicionada na cabeça por meio de uma faixa (head strap). • Os participantes gravarão vídeos em primeira pessoa enquanto realizam as atividades físicas. • As especificações da faixa necessária e de quaisquer equipamentos adicionais serão compartilhadas durante o processo de onboarding.

Role Title: Economics Expert (PhD) Role Type: Contractor Location: Remote Our team is engaging Economics Experts (PhD) to contribute advanced subject-matter expertise to a customer's AI training initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce precise, comprehensive, and well-articulated responses to advanced economics prompts, focusing on clarity, depth, and educational value rather than rubric-based scoring. • Review and validate economics data, queries, and proposed solutions to ensure accuracy, completeness, and alignment with current methodologies. • Develop robust explanations and justifications across a spectrum of economics concepts, from foundational principles to specialized topics. • Collaborate with annotation leads and project managers to refine project requirements, ensuring delivery of top-quality content for AI model advancement. • Create "golden responses" that serve as benchmarks for model training, setting high standards for future outputs. • Document the context and rationale behind each response to enhance model interpretability and support further annotation efforts. • Participate in remote discussions and workshops to clarify strategic objectives and foster cohesive contributor alignment. Preferred Qualifications • PhD in Economics or a closely related field with proven expertise in both core and specialized areas of economics. • Exceptional ability to communicate complex economics concepts with precision and clarity, both in writing and verbally. • Demonstrated experience developing, reviewing, or publishing scientific, technical, or educational economics materials (e.g., peer-reviewed articles, research reports, curriculum). • Broad familiarity with multiple economics sub-disciplines (such as microeconomics, macroeconomics, econometrics, behavioral economics, labor, or international economics), and adaptability in tailoring explanations for varied audiences. • Strong attention to detail with a dedication to analytical rigor and methodological accuracy. • Background in AI, data annotation, or digital content projects is advantageous but not mandatory. • Proven collaboration skills, especially in remote or cross-functional project environments. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Voice Recorder (French + English) Role Type: Contractor Location: Remote Our team is engaging with French bilingual speakers to contribute to a customer's audio project focused on advancing machine learning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Record high-quality audio clips in both French and English, following provided scripts and prompts. • Listen to and evaluate audio samples, providing accurate feedback on clarity and intelligibility. • Create recordings in diverse settings, such as a stationary car or quiet office, to offer realistic environmental data. • Generate background noises (e.g., rustling papers, tapping surfaces) as requested, ensuring all sounds are captured safely and clearly. • Adhere to project guidelines concerning data privacy, safety, and specific recording requirements. • Accurately document and submit each completed audio file with all necessary metadata. • Collaborate remotely with project coordinators to address feedback and ensure deliverables meet technical standards. Preferred Qualifications • Native-level proficiency in French, with strong command of spoken and written language. • At least B2-level proficiency in English, with clear verbal and written communication skills. • Prior experience with audio recording or voice-over is advantageous. • Comfort working independently and adhering to precise technical guidelines. • Exceptional attention to detail for both production quality and documentation. • Ability to generate authentic background sounds as directed. • Familiarity with remote collaboration tools and digital file submission platforms.

Role Title: Data Annotator Role Type: Contractor Location: Remote Our team is engaging Data Annotators to contribute expertise to a client-driven project focused on high-quality data labeling. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Precisely annotate video and audio samples according to detailed project guidelines and protocols. • Review, validate, and enhance existing annotations to maximize data accuracy and consistency. • Identify, flag, and document edge cases and ambiguous data points for further clarification. • Collaborate with project coordinators to clarify annotation criteria and resolve uncertainties. • Maintain meticulous records of completed annotations and submit deliverables within established milestones. • Provide feedback on annotation tools and workflow for continuous process improvement. • Ensure all annotated data meets quality assurance standards and project requirements. Preferred Qualifications • Demonstrated experience in data annotation, especially with video and audio content. • Exceptional attention to detail and a methodical approach to complex data tasks. • Proficiency in both written and verbal English communication. • Ability to interpret and execute highly specific annotation instructions. • Experience working independently on remote projects with minimal supervision. • Strong analytical skills, with the ability to make objective decisions about nuanced data. • Familiarity with data labeling platforms or annotation tools (a plus).

Role Title: Financial Crime & AML Compliance Expert Role Type: Contractor Location: Remote Our team is engaging Financial Crime & AML Compliance Experts to contribute to a customer's project focused on the design and optimization of advanced financial-crime detection frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and document a comprehensive library of fraud, scam, money laundering, and abuse scenarios for financial platforms. • Identify and define social-engineering red flags and typologies relevant to modern financial crime, including phishing, synthetic identity fraud, and marketplace abuse. • Create escalation grading scales and frameworks to assess severity and risk of various financial crime events. • Develop benchmark criteria and detection frameworks to evaluate AI model capability to recognize realistic fraud patterns and suspicious activity. • Review and enhance written guidance, workflows, and best practices for financial crime and AML compliance operations. • Provide detailed feedback on project deliverables, ensuring domain accuracy and practical relevance. • Collaborate with cross-functional teams to translate your insights into actionable detection and prevention strategies. Preferred Qualifications • 5+ years of recent, hands-on experience in fraud investigations, AML compliance, payments risk management, or related financial crime domains. • Expertise in detecting and analyzing scams, phishing, money laundering, synthetic identity fraud, and marketplace abuse in fintech, banking, crypto, or digital payment environments. • High credibility in financial crime prevention, supported by a track record of operational excellence and thought leadership. • Advanced degree, professional certification (such as CAMS, CFE, CFCS), or equivalent operational credentials in financial crime, AML/CTF, or compliance. • Exceptional written and verbal communication skills, able to articulate complex scenarios and frameworks clearly for both technical and non-technical audiences. • Experience building training materials, scenario libraries, or detection rulebooks is a strong plus. • Curiosity and analytical rigor to assess evolving financial crime typologies and adapt controls accordingly.

Role Title: Vietnamese Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Vietnamese Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Vietnamese and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Vietnamese language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Vietnamese, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Contract Attorney Role Type: Contractor Location: Remote Job Summary: We are seeking seasoned Contract Attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school. • Active bar admission in at least one U.S. jurisdiction. • Minimum of 3 years of experience focused on technology contracts, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Job Title: Swedish Language Expert Job Type: Contract Job Summary: Join our customer's team as a Swedish Language Expert and make a significant impact by leveraging your linguistic prowess! In this role, you will be responsible for delivering exceptional language services, supporting cross-functional teams, and ensuring Swedish communication meets the highest standards of clarity and cultural accuracy. Key Responsibilities: • Deliver accurate translations, transcreations, and language adaptations for a variety of content types. • Review, edit, and proofread Swedish materials to ensure linguistic excellence and consistency with brand voice. • Support the development and localization of communication materials tailored for Swedish audiences. • Collaborate closely with project managers, content creators, and subject matter experts to achieve project goals. • Provide linguistic insights and recommendations to enhance overall content quality and cultural relevance. • Serve as the go-to authority on Swedish language queries and terminology within the customer's team. • Maintain up-to-date knowledge of Swedish language trends, usage changes, and cultural nuances. Required Skills and Qualifications: • Native or near-native proficiency in Swedish, with advanced command of written and verbal communication. • Demonstrated expertise in linguistic analysis and language adaptation. • Excellent attention to detail, with a focus on accuracy and tone. • Proficiency in applying Swedish language conventions across diverse content types. • Strong organizational and time-management abilities to handle multiple projects simultaneously. • Ability to work independently and effectively in a remote, collaborative environment. • Passion for language quality and cultural authenticity. Preferred Qualifications: • Degree in Linguistics, Translation, or a related field. • Experience working in a multicultural or international team setting. • Familiarity with CAT tools and language quality assurance platforms.

Role Title: Sociology Teachers, Postsecondary Role Type: Contractor Location: Remote Our team is selecting Sociology Teachers, Postsecondarys to contribute their disciplinary expertise to a customer's education-focused project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design assessment tasks rooted in sociological concepts, ensuring prompts are clear, measurable, and suitable for application by third-party educators. • Create high-quality rubrics that precisely align with each assessment task, incorporating established pedagogical frameworks such as Bloom's taxonomy. • Review and provide detailed, actionable feedback on a variety of educational materials, promoting clarity, rigor, and authenticity. • Synthesize relevant sociological literature and research to inform task and rubric development, ensuring academic integrity and up-to-date content. • Document rationale and criteria for each assessment and rubric, supporting transparency and transferability across educational contexts. • Collaborate asynchronously with other domain experts and project stakeholders through strong written and verbal communication. • Support ongoing improvements by iteratively refining materials in response to peer and project feedback. Preferred Qualifications • PhD or ABD in Sociology or a closely related discipline. • Active record of teaching and research/publication at the postsecondary level. • Demonstrated expertise in developing high-quality assessment tasks and rubrics as part of your professional practice. • Deep knowledge of pedagogical principles, including Bloom’s taxonomy and other assessment frameworks. • Strong analytical and synthesis skills with experience distilling complex sociological theories into clear, actionable educational content. • Proven ability to give constructive feedback and review peer work objectively. • Exceptional written and verbal communication skills, with a commitment to clarity and academic rigor.

Role Title: Medicinal Chemistry Expert Role Type: Contractor Location: Remote Our team is engaging Medicinal Chemistry Experts to participate in a diverse and impactful project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and review complex medicinal chemistry data, reactions, and experimental designs. • Evaluate and annotate chemical structures, mechanisms of action, and structure-activity relationships (SARs) to provide expert insights. • Contribute accurate, detailed feedback on molecular properties, compound synthesis strategies, and optimization pathways. • Assess and refine datasets to ensure quality and relevance for AI model development. • Identify potential errors, ambiguities, or inconsistencies in chemistry-related content and suggest improvements. • Collaborate asynchronously with project managers and technical teams to clarify project requirements and submissions. • Participate in iterative reviews to enhance the fidelity and applicability of data for training advanced AI applications. Preferred Qualifications • Advanced degree (PhD or Master's) in Medicinal Chemistry, Organic Chemistry, or a closely related field. • Extensive experience (5+ years) in medicinal chemistry, drug discovery, or pharmaceutical R&D environments. • Strong understanding of organic synthesis, molecular design, and SAR analysis. • Proven ability to interpret and critique experimental data, literature, and patent information. • Familiarity with cheminformatics platforms, structure drawing tools, and relevant scientific databases. • Excellent analytical, problem-solving, and scientific communication skills. • Experience collaborating on interdisciplinary projects or contributing expert knowledge to technology-driven initiatives is a plus.

Role Title: Management Analysts (Consultants) Role Type: Contractor Location: Remote Our team is selecting Management Analysts (Consultants) to support a customer project and contribute expertise in business strategy, structured problem-solving, and executive communications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze complex, ambiguous business problems and structure them into clear, actionable frameworks. • Aggregate and synthesize scattered, unorganized information to develop concise insights and recommendations. • Create executive-ready slide decks that tell a clear, compelling story, highlighting key findings and 1-2 actionable recommendations. • Conduct basic quantitative analysis in Excel to support development of recommendations and validate hypotheses. • Communicate insights effectively in both written and verbal formats within a remote project environment. • Collaborate with project leads to refine deliverables and ensure alignment with client objectives and expectations. Preferred Qualifications • Proven track record as a strategy analyst, management consultant, or similar business advisory contributor. • Exceptional ability to turn unstructured information into clear narratives and strategic recommendations. • Advanced proficiency in building polished, executive-level PowerPoint presentations. • Strong analytical skills, including comfort with basic data analysis in Excel. • Outstanding written and verbal communication capabilities, especially in virtual settings. • Experience working independently on remote projects with minimal guidance. • Attention to detail and a passion for delivering concise, high-impact deliverables.

Role Title: Linguistics Specialists Role Type: Contractor Location: Remote (US and Western Europe) Our team is engaging Linguistics Specialists to contribute to a specialized AI quality and evaluation project. In this role, you'll apply your linguistic and analytical expertise to assess written content and help improve the accuracy, reliability, and overall performance of next-generation AI systems. No prior experience in AI is required — your domain expertise is what matters. Scope of Work • Carefully review and analyze written content and AI-generated responses for accuracy, clarity, coherence, and completeness. • Evaluate adherence to instructions by comparing written outputs against detailed guidelines and defined criteria. • Provide clear, constructive written feedback regarding the quality and effectiveness of written responses. • Identify subtle errors and inconsistencies in grammar, usage, context, and meaning, ensuring linguistic precision. • Deliver succinct, actionable feedback with meticulous attention to detail, focusing on accuracy and objective assessment rather than creativity. • Systematically document findings using provided evaluation tools, guidelines, and reporting formats. • Engage in a four-week initial sprint, with the possibility of extension based on performance and project needs. Qualifications • Native proficiency in U.S. English (required for this engagement). • Advanced academic background or extensive professional experience in linguistics, language analysis, writing, editing, or related fields. • Demonstrated expertise in written communication, with the ability to deliver nuanced linguistic assessments. • Exceptional attention to detail and the ability to identify subtle issues, inconsistencies, and errors in written material. • Strong analytical skills and the ability to objectively assess information and provide concise, constructive feedback. • Comfortable following detailed guidelines and applying evaluation criteria consistently across a high volume of work. • Immediate availability and ability to commit at least 20 hours per week while maintaining consistently high-quality outputs.

Job Title: English Audio Recording Expert (UK) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Join our customer's team as an Audio Recording Expert, where your expertise in voice and audio production will drive the creation of high-quality voice samples on your language. This is a unique opportunity to leverage your passion for audio and linguistic diversity while working remotely with a dynamic, global team. If you excel at both the technical and creative aspects of voice recording, we want to hear from you! Key Responsibilities: • Record your own voice while ensuring clarity, natural delivery, and accurate pitch/tone. • Maintain strict audio quality standards and manage post-recording cleanup as needed. • Collaborate with the customer’s team to understand project requirements and deliver recordings on time. • Provide feedback and suggestions for enhancing script delivery and audio quality. • Adjust delivery style to suit different project contexts and language nuances. • Organize and manage recordings, ensuring proper labeling and documentation. • Communicate effectively through written and verbal channels to align with team goals. Required Skills and Qualifications: • Proven experience in audio recording, engineering, voice-over, or a related field. • Exceptional verbal and written communication skills. • Strong attention to detail with a keen ear for pitch, tone, and clarity. • Ability to deliver natural, engaging audio performances in at least one language, and willingness to try multiple languages. • Familiarity with audio editing software and recording equipment. • Self-motivated, organized, and able to manage multiple recordings independently. • Passion for linguistic diversity and language learning. Preferred Qualifications: • Professional experience as a voice-over artist, audio engineer, or linguist. • Proficiency in more than one language. • Background in audio production for global or multicultural projects.

Job Title: Senior Software Engineer Job Type: Contractor (~15 hrs a week) Location: Remote (Globally) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test an AI model's ability to solve complex software engineering workflows. These workflows are similar in scope to common DevOps | CI/CD | Debugging workflows using common cli tools such as git, docker, gdb, asan, ffmpeg and many more. Your task will be to create reproducible rl environments that test a model's ability to solve these workflows along with a golden reference solution. Required Skills and Qualifications: • Proficiency in C++, Python, JAVA, GoLang, Typescript, or Rust. • Deep understanding of algorithms, data structures, and performance tuning. • Demonstrated experience in debugging complex software issues and delivering maintainable solutions. • Strong background in feature development and codebase refactoring. • Proven ability to optimize software for performance and scalability. • Exceptional written and verbal communication skills, with a keen attention to detail. • Track record of success in collaborative, cross-functional teams, ideally in remote settings. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases. • Familiarity with modern AI or machine learning systems is a plus, though not required. • Background in participating in rigorous code reviews and contributing to the development of software best practices. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: AI Jailbreak & Prompt-Injection Security Expert Role Type: Contractor Location: Remote Our team is engaging AI Jailbreak & Prompt-Injection Security Experts to contribute to a cutting-edge customer initiative focused on AI safety and robustness. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and implement advanced methodologies for evaluating AI system safety, focusing on ethical jailbreaks, LLM red teaming, prompt injection, and tool-use abuse scenarios. • Create comprehensive cross-domain elicitation strategies to uncover multi-turn and complex adversarial bypass patterns in AI models. • Develop, maintain, and update regression test suites that systematically test for jailbreak susceptibility and prompt-injection vulnerabilities. • Construct robust evaluation frameworks that stress-test AI models against real-world adversarial threats, aiming to enhance overall system robustness. • Collaborate with technical stakeholders to translate security findings into actionable improvements for model safety and risk mitigation. • Document methodologies, findings, and best practices in clear, well-structured written reports and presentations for both technical and non-technical audiences. Preferred Qualifications • 2+ years of expertise in adversarial machine learning, LLM red teaming, AI safety evaluation, or a closely related security domain • Proven experience researching, testing, or uncovering vulnerabilities related to ethical jailbreaks, prompt injection, tool-use abuse, or adversarial AI attacks. • Advanced degree (PhD, MS) in computer science, cybersecurity, machine learning, or a relevant discipline, or equivalent operational/professional background. • High credibility and recognition within the AI security or adversarial ML community—such as published research, open-source tools, or conference presentations. • Exceptional written and verbal communication skills, with a strong focus on clear documentation and collaborative problem-solving. • Prior participation in multi-disciplinary projects or cross-functional AI safety initiatives is a plus. • Familiarity with current LLM architectures, prompt engineering techniques, and security assessment tools is highly desirable.

Role Title: Red Team Lead (Offensive Cybersecurity) Role Type: Contractor Location: Remote Our team is engaging Red Team Leads (Offensive Cybersecurity) to contribute expertise to a customer's critical cybersecurity project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop comprehensive taxonomies for cyber-capability tasks and attack stages relevant to modern threat landscapes. • Design and validate evaluation frameworks for offensive security, focusing on real-world scenarios involving exploit chains, malware, cloud/appsec, and social engineering. • Create safe and effective proxy tasks to simulate advanced attack vectors while maintaining strict boundaries and ethical controls. • Formulate robust scoring rubrics to assess attack sophistication, coverage, and impact across diverse domains. • Review, critique, and enhance benchmarks for red team operations to ensure alignment with evolving security risks and best practices. • Produce clear, well-documented methodologies and technical write-ups, communicating complex security concepts to both technical and non-technical audiences. • Collaborate asynchronously with project stakeholders to iterate on frameworks and incorporate feedback into deliverables. Preferred Qualifications • 5+ years of hands-on experience in offensive cybersecurity, red teaming, exploit development, or vulnerability research (8–20 years preferred for senior contributors). • Track record as a principal security engineer, exploit developer, cloud red-team lead, malware reverse-engineer, or security researcher specializing in attack chains or social engineering. • Deep expertise in cyber attack methodologies, exploit chains, and cloud/application security assessments. • Strong background in malware analysis, reverse engineering, and/or social engineering tactics and defenses. • Demonstrated ability to produce clear, actionable written and verbal communication for a variety of audiences. • Advanced degree, relevant professional security certifications, or equivalent operational experience highly valued. • Experience building benchmarking or evaluation frameworks in cybersecurity is a plus.

Job Title: Japanese Language Expert Job Type: Contract Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Transcribe audio and written materials accurately between Japanese and English. • Review and edit transcripts to maintain linguistic and contextual fidelity. • Collaborate with team members to uphold project quality standards. • Provide insightful linguistic feedback to enhance transcription processes. • Meet project deadlines and deliver consistent, polished results. • Manage multiple transcription tasks with a keen attention to detail. • Communicate effectively via written and verbal channels with team members. Required Skills and Qualifications: • Native or near-native proficiency in Japanese and strong command of English. • Demonstrated experience in transcription, translation, or related language services. • Excellent written and verbal communication skills in both languages. • Attention to detail and commitment to accuracy in transcription work. • Ability to work independently and as part of a remote team. • Proficiency with transcription tools and digital collaboration platforms. • Strong organizational and time-management skills. Preferred Qualifications: • Prior experience with bilingual transcription projects. • Familiarity with technical terminology across different industries. • Background in language studies, linguistics, or similar fields.

Role Title: Generalist for Data Annotator Role Type: Contractor Location: Remote Our team is engaging Generalists for Data Annotation to support a customer's project focused on building high-quality datasets. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals who possess strong written and verbal communication skills and have foundational experience with data annotation across diverse domains. Scope of Work • Analyze and annotate a variety of data types according to detailed project guidelines. • Apply critical thinking to ensure data labels are accurate, consistent, and relevant. • Collaborate with project leads to resolve ambiguities and clarify annotation standards as needed. • Document observations, edge cases, and potential improvements in annotation procedures. • Contribute to the ongoing optimization of annotation processes by providing feedback and suggestions. • Maintain a high standard of quality and attention to detail throughout all assigned tasks. • Communicate regularly with project coordinators via written and verbal channels. Preferred Qualifications • Demonstrated experience in data annotation or a related field. • Clear and effective written and verbal communication abilities. • Strong attention to detail with a commitment to accuracy. • Flexibility to adapt to evolving project guidelines and task types. • Ability to work independently and manage deliverables remotely. • Generalist mindset, comfortable with handling a wide range of content and annotation scenarios. • Prior exposure to collaborative projects or remote professional engagements.

Role Title: Open Source Contributor Role Type: Contractor Location: Remote Our team is engaging with open source contributors to participate in a very complex and challenging Software Engineering project. As an expert you will be creating Reinforcement Learning Environments which test an AI model's ability to solve complex software engineering workflows. These workflows are similar in scope to common DevOps | CI/CD | Debugging workflows using common cli tools such as git, docker, gdb, asan, ffmpeg and many more. Your task will be to create reproducible rl environments that test a model's ability to solve these workflows along with a golden reference solution. Applicants must have clear open source contributions and profiles to showcase it like GitHub or GitLab. (Preferably with C++, Python, JAVA, GoLang, Typescript, or Rust) Scope of Work • Contribute production-quality code, reviews, and documentation to open-source repositories relevant to the customer’s project. • Design, implement, and optimize complex algorithms and system components using one or more of the following languages: C++, Python, JAVA, GoLang, Typescript, or Rust. • Identify and resolve technical challenges, bugs, and performance bottlenecks in existing codebases. • Collaborate with other contributors and stakeholders to align deliverables with project goals and best practices. • Create, maintain, and enhance technical documentation to support knowledge sharing and onboarding. • Participate in code discussions and provide constructive feedback to elevate overall code quality. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases. • Familiarity with modern AI or machine learning systems is a plus, though not required. • Background in participating in rigorous code reviews and contributing to the development of software best practices. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Computational Mathematics Expert Role Type: Contractor Location: Remote Our team is engaging Computational Mathematics Experts to participate in an exciting customer project at the intersection of advanced mathematics, AI, and software engineering. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. We are particularly interested in professionals who seamlessly integrate AI coding agents—such as Codex, Claude Science, Claude Code, and Claude Cowork—into their technical workflows, especially for generating and refining code sequences (not simply chat-based tasks). Scope of Work • Deliver detailed, real-world examples of utilizing AI coding agents (Codex, Claude Science, Claude Code, Claude Cowork) for computational mathematics projects. • Describe and document workflows where AI agents have been leveraged for complex technical problem-solving—such as navigating extensive codebases, debugging sophisticated issues, implementing end-to-end features, or conducting architectural changes. • Provide high-quality written and verbal explanations of challenges, project objectives, and the specific roles AI agents played in achieving results. • Evaluate and articulate the effectiveness of different AI agent tools for solving ambiguous or open-ended mathematical or coding problems. • Submit concise reports highlighting project complexity, problem context, and decision-making processes powered by AI agents. • Contribute feedback on the practical integration and limitations of AI tools within computational mathematics domains. • Participate in remote consultations or knowledge-sharing sessions when needed. Preferred Qualifications • Current STEM professional with hands-on experience in computational mathematics and AI-driven coding workflows. • Demonstrated proficiency in Codex, Claude Science, Claude Code, and Claude Cowork, with a focus on using these tools to generate actionable code sequences. • Proven ability to communicate complex technical concepts clearly and effectively in both written and verbal formats. • Track record of applying AI agents to advanced tasks—such as debugging, architectural modification, or handling large, ambiguous problem sets. • Experience working remotely and managing deliverables independently. • Ability to analyze, document, and reflect on the value and boundaries of AI agent usage in technical settings. • Enthusiasm for advancing the practical adoption of AI within computational mathematics.

Role Title: English Speaking Generalist Role Type: Contractor Location: Remote Our team is engaging English Speaking Generalists to participate in a unique AI training and evaluation project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create diverse prompts across a wide range of topics to challenge large language models. • Submit identical prompts to both ChatGPT and Claude, recording your screen and microphone during the process. • Verbally articulate comparisons and evaluate outputs from both models in real time, highlighting strengths, weaknesses, and key differences. • Provide detailed, structured verbal feedback in clear American English, explaining your reasoning and preferences. • Maintain clarity and professionalism in both spoken and written communication throughout each recording session. • Interpret provided documentation to ensure consistent evaluation standards and accurate project delivery. • Collaborate closely with project guidelines to support continuous improvement of AI models. Preferred Qualifications • High-level fluency in spoken and written American English, with clear pronunciation and the ability to communicate natural opinions and observations. • Experience using large language models such as ChatGPT, Claude, Gemini, or similar platforms. • Familiarity with AI evaluation tasks. • Comfortable recording screen and audio for extended evaluation sessions in a distraction-free environment. • Exceptional critical thinking, analytical reasoning, and attention to detail. • Background in data annotation, AI training, quality assurance, content evaluation, or research is advantageous. • Strong technical setup, including a reliable computer, stable internet connection, and ability to record high-quality audio and video without issues. Please note that this job requires that you agree to share your screen and microphone while working, meaning your PII will be visible during this time.

Role Title: Physics (PhD) Role Type: Contractor Location: Remote Our team is engaging Physics (PhD) experts to contribute their advanced knowledge to a high-impact AI development project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for individuals who are passionate about physics, thrive in analytical environments, and excel at communicating complex concepts both in writing and verbally. As a contributor, your insights will directly influence the evolution of AI models by ensuring technical accuracy and scientific depth. Scope of Work • Analyze and evaluate real-world physics data, concepts, and scenarios to enhance AI model training. • Generate, review, and refine technical content and problem sets representing advanced physics subject matter. • Provide expert scientific feedback on complex questions and model outputs to ensure technical accuracy and relevance. • Translate intricate physics theories and phenomena into accessible explanations for AI interpretation. • Collaborate with project stakeholders to align deliverables with evolving project objectives. • Participate in quality assurance of training data by identifying gaps and recommending improvements. Preferred Qualifications • Doctorate (PhD) in Physics from an accredited institution. • Extensive background in advanced physical sciences, with strong foundations in both theoretical and applied physics. • Exceptional ability to communicate complex scientific topics clearly, both in writing and verbally. • Experience developing or reviewing educational or technical materials in physics. • Demonstrated analytical and problem-solving skills relevant to scientific research. • Adaptability to evolving project requirements and a proactive approach to new challenges. • Interest or familiarity with AI, data science, or digital training environments is a plus, but not required. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Thai Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Thai Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Thai and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Thai language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Thai, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Autodesk Fusion Expert Role Type: Contractor Location: Fully Remote-Open Worldwide Our team is engaging Autodesk Fusion Experts to contribute their advanced technical expertise to a customer’s AI training project focused on manufacturing and digital fabrication. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This unique project centers on evaluating manufacturing processes and workflows, particularly with respect to CAM, CNC, and Fusion 360 environments. Your insights will directly support the development of evaluation rubrics designed to enhance human productivity, not replace it. Teaching experience is highly preferred Scope of Work • Provide expert feedback on manufacturing processes and techniques, emphasizing CAM, CNC, or Fusion 360 applications. • Review, assess, and refine AI-generated content and recommendations relevant to manufacturing workflows. • Develop and validate detailed rubrics for evaluating manufacturing process accuracy and efficiency. Preferred Qualifications • Proven expertise in CAM, CNC machining, and digital manufacturing workflows. • Advanced proficiency with Autodesk Fusion 360 and related manufacturing software platforms. • Strong written and verbal communication skills with an emphasis on clarity and detail. • Experience in developing or utilizing process evaluation rubrics is highly valued. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Mathematics Expert Role Type: Contractor Location: Remote Our team is engaging Mathematics Experts to contribute their knowledge and analytical skills to an advanced customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement is ideal for those passionate about mathematical research, problem-solving, and proof writing, who are eager to participate in impactful, innovative projects from anywhere in the world. Scope of Work • Author and review advanced mathematical problems, solutions, and proofs spanning calculus and other higher mathematics domains. • Design, analyze, and provide rigorous feedback on mathematical challenges, ensuring clarity and accuracy. • Evaluate and refine mathematical content for use in AI training datasets. • Contribute technical analyses, explanations, and justifications that reflect research-level mathematical rigor. • Apply research methodology for developing and verifying mathematical concepts and techniques. • Communicate complex mathematical ideas in precise, accessible written and verbal formats for diverse audiences. • Collaborate with project teams and provide domain expertise to enhance AI learning processes. Preferred Qualifications • BSc, MSc, or PhD in Mathematics, Applied Mathematics, or a closely related field. • Demonstrated experience producing research papers, proofs, or technical analyses in academic or applied settings. • Advanced understanding of calculus, mathematical proofs, and advanced mathematics concepts. • Exceptional mathematical problem-solving abilities and critical thinking skills. • Strong command of both written and verbal communication, with the ability to explain complex concepts clearly. • Background in research methodology and mathematical content development. • Experience contributing to collaborative projects or international research initiatives is a plus.

Role Title: Medical Auditor Role Type: Contractor Location: Remote Our team is engaging Medical Auditors to contribute specialized expertise to a customer’s project within the academic medical center landscape. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for experienced professionals with a proven track record in outpatient professional fee coding and audit program oversight, especially within academic medical centers. Scope of Work • Review and audit outpatient professional fee coding for accuracy and compliance. • Review other coders’ work and identify errors, gaps, or inconsistencies. • Make clear and consistent decisions on complex coding cases. • Apply expertise in E/M leveling, modifier -25, time vs. MDM, and NCCI bundling. • Document findings and provide clear written feedback. • Identify coding trends and recommend improvements. • Help clarify difficult or ambiguous coding cases. • Provide timely feedback and complete approximately 10 reviews per day. • Support quality assurance and audit activities as needed. Preferred Qualifications • AAPC CPC certification; CPMA preferred. • 10+ years of medical coding experience, or experience managing outpatient professional fee coding audits at an Academic Medical Center. • Experience reviewing and auditing other coders’ work. • Strong knowledge of outpatient professional fee coding and auditing. • Strong understanding of E/M leveling, modifier -25, time vs. MDM, and NCCI bundling. • Able to make clear, well-supported decisions and apply guidelines consistently. • Strong written communication and attention to detail. • Comfortable providing feedback and helping calibrate other reviewers. • Experience with QA programs, gold-set reviews, or AI/ML data validation is a plus.

Role Title: Medical Coder Role Type: Contractor Location: Remote Our team is engaging Medical Coders to contribute their expertise to a dynamic project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate and review medical records, ensuring accurate assignment of ICD-10 and CPT codes based on documentation. • Apply Evaluation & Management (E&M) leveling using official guidelines to validate and enrich datasets. • Leverage up-to-date coding reference materials to maintain compliance with current coding standards. • Collaborate with project stakeholders via written and verbal communication to clarify requirements and resolve ambiguities in clinical documentation. • Provide high-quality feedback on coding guidelines and edge cases to improve project workflows and model understanding. • Contribute domain expertise to the creation and validation of medical code datasets for AI training purposes. Preferred Qualifications • Active AAPC Certified Professional Coder (CPC) certification is required. • Comprehensive understanding of ICD-10 and CPT coding systems and E&M leveling guidelines. • Experience with diverse clinical documentation types and associated coding challenges. • Proficiency with both written and verbal communication, with a strong attention to clarity and detail. • Access to up-to-date official ICD-10 and CPT coding books, as well as E&M guidelines. • Familiarity with digital annotation tools or experience participating in data-driven projects (nice to have). • Commitment to quality, accuracy, and continuous learning in a fast-evolving healthcare and technology environment.

Job Title: Senior Software Engineer Job Type: Contractor (~15 hrs a week) Location: Remote (Globally) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As an expert you will be creating Reinforcement Learning Environments which test an AI model's ability to solve complex software engineering workflows. These workflows are similar in scope to common DevOps | CI/CD | Debugging workflows using common cli tools such as git, docker, gdb, asan, ffmpeg and many more. Your task will be to create reproducible rl environments that test a model's ability to solve these workflows along with a golden reference solution. Required Skills and Qualifications: • Proficiency in C++, Python, JAVA, GoLang, Typescript, or Rust. • Deep understanding of algorithms, data structures, and performance tuning. • Demonstrated experience in debugging complex software issues and delivering maintainable solutions. • Strong background in feature development and codebase refactoring. • Proven ability to optimize software for performance and scalability. • Exceptional written and verbal communication skills, with a keen attention to detail. • Track record of success in collaborative, cross-functional teams, ideally in remote settings. Preferred Qualifications: • Previous experience working on large-scale, distributed codebases. • Familiarity with modern AI or machine learning systems is a plus, though not required. • Background in participating in rigorous code reviews and contributing to the development of software best practices. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes) • Technical Assessment (Tentative) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Household Data Specialist - Video Capture (Japan) Job Type: Contractor Location: Remote, Japan-based. Job Summary Help train the next generation of personal robotics. You'll capture high-quality video demonstrations of everyday household tasks using a UMI gripper, a wearable device that mimics a robot's hand while letting you perform tasks naturally. Your demonstrations become training data that teaches robots how to operate in real homes. Key Responsibilities • Capture and submit high-quality, specification-compliant video demonstrations of everyday household tasks using a UMI gripper wearable device. • Follow detailed, task-specific instructions to ensure all recordings meet rigorous project standards. • Review feedback from assigned reviewers and iteratively refine your approach to improve data quality. • Operate and set up recording equipment and the UMI gripper to accurately mimic real-world hand movements while performing tasks. • Communicate proactively and clearly with the customer’s project team, both in writing and verbally. • Maintain a consistent weekly workflow to meet the minimum approved data requirements. Required Skills and Qualifications • Keen attention to detail and demonstrated ability to follow complex specifications precisely. • Manual dexterity and experience with physical task precision in varied household environments. • Comfort with operating, wearing, and setting up specialized devices and recording equipment. • Capacity to incorporate feedback and make iterative improvements to processes and outputs. • Strong written and verbal communication skills, including openness to prompt feedback exchanges. • Reliable access to a fully equipped Japanese household environment (kitchen, living spaces, and common items). • Ability to upload large video files via stable, high-speed internet from your home environment. • This role involves prolonged use of a VR headset; candidates should be comfortable with extended wear as part of their regular work environment. Preferred Qualifications • Genuine curiosity about personal robotics, AI, and emerging technology in home environments. • Prior experience participating in data collection, usability studies, or similar hands-on projects. • Patience for repetitive, precision-oriented work and willingness to adapt as project needs evolve. Compensation structure We're paying $15 per hour! This is a Pay-Per-Task (PPT) project. You're paid per hour of approved data that meets the project specifications. Start Timeline & Availability We typically fill roles within 48 hours, so we're looking for teammates who are ready to jump in. If selected, we'd love for you to start your first task as soon as you move forward with your application. The expectation is to begin completing tasks within ~24 hours of completing onboarding. Equipment Requirements • This project involves performing household tasks while wearing a VR headset and a pair of wearable hand-tracking gloves that capture your hand movements and the visual demonstration. All equipment will be shipped to you at no cost, with full setup and usage instructions provided during onboarding. Please ensure your home environment meets the space, lighting, and connectivity requirements covered during onboarding.

Role Title: Neuroscience Expert Role Type: Contractor Location: Remote Our team is engaging Neuroscience Experts to contribute their specialized knowledge to an impactful customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and review neuroscience-related data, research, and case studies for accuracy and relevance. • Craft detailed explanations, annotations, and commentary to clarify complex neuroscience concepts for AI training purposes. • Develop or assess scenario-based questions and exercises based on current neuroscience understanding. • Identify emerging trends, theories, and methodologies within neuroscience that can inform AI reasoning. • Verify the consistency and scientific integrity of project content aligned with established neuroscience standards. • Collaborate with project facilitators to refine deliverables and ensure the quality of submitted materials. • Contribute insights on the application of neuroscience principles in real-world contexts to enhance data realism and applicability. Preferred Qualifications • Advanced degree (PhD, MD, or equivalent experience) in neuroscience or a closely related field. • Proven track record of research, teaching, or consulting within the neuroscience discipline. • Strong analytical skills with the ability to synthesize and communicate complex scientific concepts. • Experience authoring or reviewing scientific publications, datasets, or educational materials related to neuroscience. • Awareness of recent advancements, trends, and challenges in neuroscience research or clinical practice. • Detail-oriented approach with a commitment to accuracy and scientific rigor. • Prior experience collaborating on multidisciplinary or cross-functional projects is a plus.

Role Title: Senior Platform Engineer Role Type: Contractor Location: Remote In this role, you'll apply your cloud infrastructure and platform engineering expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world engineering input. No prior experience in AI is required—your domain knowledge and hands-on production experience are what matter. As an expert, you will create Reinforcement Learning Environments that test an AI model’s ability to design, deploy, troubleshoot, secure, scale, and recover production-grade cloud infrastructure. You will develop realistic scenarios involving distributed systems, networking, IAM, queues, durable storage, observability, rolling deployments, and disaster recovery, then build reproducible environments, deterministic validation tests, golden reference solutions, and intentionally defective variants. Responsibilities • Create realistic cloud infrastructure tasks involving distributed systems, networking, security, scalability, and reliability. • Build reproducible, containerized environments with valid reference solutions and intentionally defective variants. • Define measurable requirements across infrastructure configuration, deployed topology, and runtime behavior. • Develop deterministic integration, load, security, failure-injection, deployment, and recovery tests. • Debug environments, document technical decisions, and review tasks created by other experts. Required Skills and Qualifications • Senior-level cloud infrastructure, platform engineering, DevOps, systems engineering, or SRE experience, including personal ownership of a production platform. • Strong knowledge of distributed systems, scalable APIs, queues, autoscaling, durable storage, and partial-failure scenarios. • Practical experience with IAM, private networking, least-privilege access, and service-to-service security. • Experience with observability, measurable SLOs, rolling deployments, rollback strategies, and disaster recovery. • Ability to write infrastructure automation or testing tools and debug containerized environments using a relevant programming language. Preferred Qualifications • Experience with Terraform or OpenTofu. • Experience with AWS, Azure, GCP, Kubernetes, or multi-cloud infrastructure. • Experience building internal developer platforms, edge infrastructure, or shared platform services. • Experience with chaos engineering, fault injection, local cloud emulators, or resilience testing. • Experience creating technical evaluations, automated grading systems, or AI environments is helpful but not required. Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 30 minutes), reviewed by recruiters) • Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Strategic Project Lead (Domain Expert) Job Type: Full-Time Location: Remote About Us: Our team is the end-to-end human data infrastructure behind AGI. Our AI recruiter model is used by frontier AI labs and Fortune 10s to source, vet, and deploy PhDs and professors from the world’s top universities at scale. These experts are placed directly into the training loops of the most advanced AI systems, powering the breakthroughs that move models forward. Our data platform converts their expertise into high-signal training datasets, and our talent management tooling measures, routes, and improves performance at scale. Your Role: As a Strategic Projects Lead (SPL), you will be the main POC for our top AI Lab customers and manage a team of highly skilled Electrical/Electronics Engineering experts to train frontier AI models—with a strong focus on domains such as PCB design, power electronics, embedded systems, and industrial electronics. You will ensure the highest standards in technical accuracy, data integrity, scalability, and quality, overseeing the design and execution of workflows that structure, optimize, and manage large-scale engineering data pipelines. This role requires a strong combination of hands-on Electrical/Electronics expertise, an analytical mindset, and the ability to lead complex, cross-functional initiatives while being client-facing and driving project success. What You’ll Do: • Own projects end to end, ensuring top AI Lab clients are extremely happy. • Own and manage complex, domain-specific data pipelines, improving efficiency, accuracy, and scalability, particularly across Electrical/Electronics workflows. • Manage teams of Human Data Managers and Leads reviewing the work of subject-matter experts across PCB design, power electronics, embedded systems, and related domains. • Communicate directly with top AI Labs on massive, high-impact projects, acting as a trusted technical and strategic partner. • Work with Human Data Engineers to define, track, and optimize KPIs across expert-driven workflows. • Provide executive-level insights and updates on key projects, data performance, and operational impact. What We’re Looking For: • Exceptional soft skills and stakeholder management ability, especially when working with senior technical experts and clients. • Willingness to grind long hours, including weekends if required, in a fast-moving startup environment. • Strong hands-on background in Electrical/Electronics Engineering, with experience in PCB design, schematic capture, PCB layout, simulation, component selection, and board validation/testing—especially in areas like converters, battery systems, embedded or industrial electronics. • Experience with tools such as KiCad, SpiceBridge, PCBParts, or similar PCB design and simulation tools. • 2+ years in a leadership or project ownership role, managing technical teams, driving operational processes, or optimizing complex workflows. • Proven ability to communicate complex technical concepts clearly to both technical and non-technical stakeholders in a client-facing environment. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $160,000 –$200,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Rigging 3D expert Role Type: Contractor Location: Remote Our team is engaging Rigging 3D experts to contribute advanced skillsets to a unique customer project focused on character and hand design. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Create, implement, and refine hand-focused character rigs suitable for animation and simulation within 3D environments. • Collaborate with creative and technical stakeholders to ensure rig functionality aligns with project objectives and artistic vision. • Deliver precise weight painting, joint placement, and deformation solutions specifically tailored to realistic or stylized hand movement. • Assess and troubleshoot rigging issues, optimizing for usability and animation fluidity. • Document rigging processes, workflows, and tool usage to facilitate knowledge transfer and reproducibility. • Provide high-quality written and verbal feedback on rigging assignments and participate in remote discussions as needed for project clarity. Preferred Qualifications • Proven expertise in character rigging, with a portfolio or sample work featuring complex hand and finger articulation. • Advanced proficiency in industry-standard 3D software such as Maya, Blender, or similar platforms. • Strong understanding of anatomy, especially hand structure, and experience translating it into functional rigs for animation purposes. • Exceptional written and verbal communication skills, with a commitment to clear documentation and collaborative problem-solving. • Familiarity with scripting or automation for rigging pipelines is a plus. • Experience delivering remote project work or participating in distributed creative assignments. • Detail-oriented mindset, with a passion for innovation in character mechanics and user-focused design.

Role Title: Medical Expert Role Type: Contractor Location: Remote Our team is engaging Medical Experts to contribute their knowledge and experience to a customer’s AI training project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Provide original, expert-authored medical documents you have personally produced (e.g., PDFs or Word documents) for use in AI training. • Submit materials that demonstrate depth and authenticity in medical writing, including but not limited to case reports, clinical documentation, research manuscripts, and internal training guides. • Ensure documents are rich in multimodal content, featuring a blend of text, tables, charts, diagrams, figures, or other illustrative elements. • Apply professional judgment to maintain confidentiality and rigorously de-identify any sensitive or personal information within submitted materials. • Curate a range of document lengths, ideally between 10 and 100 pages per file, to support diverse training scenarios. • Communicate thoughtfully and clearly, providing written context or clarification if needed regarding the materials shared. • Collaborate remotely with the Our team platform as a valued contributor to this innovative project. Preferred Qualifications • Advanced training or credentials in medicine, healthcare, clinical research, or a closely related discipline (MD, DO, PhD, RN, etc.). • Extensive experience in creating, authoring, or compiling high-quality medical documentation and technical reports. • Strong understanding of patient confidentiality, ethical documentation practices, and data de-identification. • Proven ability to convey complex medical information clearly through both written and verbal communication. • Demonstrated experience with multimodal documentation, integrating figures, visuals, and structured data. • Comfort with submitting a variety of original documents from your own professional portfolio, in PDF or Word format. • Experience as a medical practitioner, researcher, academic, or clinical documentation specialist considered a plus.

Job Title: Director of Robotics Research Job Type: Full-time Location: Remote The Role: As Director of Robotics Research, you'll lead our Robotics Research team in developing the data foundations behind robot learning. You'll define how robotics data is collected, represented, evaluated, and scaled—helping build a Robotics Data Engine that enables increasingly capable robotic systems. Working alongside AI researchers and engineers, you'll drive research at the intersection of robotics, perception, learning, and large-scale data. You'll also build and mentor a team of exceptional Robotics Researchers, setting the technical vision while remaining deeply involved in research and experimentation. What You'll Do • Define and execute the research strategy for robotics data, embodied AI, and robot learning. • Lead research initiatives focused on robotics datasets, multimodal representations, perception, manipulation, and data-centric learning. • Build, mentor, and grow a team of Robotics Researchers while fostering a culture of scientific rigor, curiosity, and rapid experimentation. • Develop novel approaches for collecting robotics data through teleoperation, human demonstrations, simulation, autonomous exploration, and real-world deployments. • Design scalable robotics data pipelines by defining collection workflows, task taxonomies, annotation schemas, quality control processes, evaluation methodologies, and final data delivery formats. • Translate research and client objectives into scalable data pipeline specifications, defining data requirements, collection strategies, labeling standards, and success metrics. • Partner with research, engineering, product, and operations teams to operationalize pipeline designs and deliver production-ready robotics data solutions. • Establish scalable benchmarks and evaluation frameworks to measure and improve robot learning performance. • Stay at the forefront of robotics research by evaluating emerging literature, datasets, and techniques from leading academic labs and industry. • Drive technical excellence through clear documentation, knowledge sharing, and effective cross-functional communication. What We're Looking For • Significant experience in robotics research, embodied AI, robot learning, or robotics software engineering. • Experience leading or mentoring high-performing technical or research teams. • Deep understanding of robotics data pipelines, multimodal datasets, and data infrastructure for robot learning. • Strong expertise in robot perception, manipulation, control, imitation learning, reinforcement learning, or foundation models for robotics. • Experience designing and evaluating large-scale robotics datasets and data collection strategies. • Ability to bridge research and engineering, translating cutting-edge ideas into scalable systems. • Excellent written and verbal communication skills with experience collaborating across multidisciplinary teams. • Passion for advancing embodied intelligence through innovative research and data-driven approaches. Preferred Qualifications • Master's or PhD in Robotics, Computer Science, Artificial Intelligence, Electrical Engineering, or a related field. • Publications at leading conferences such as CoRL, RSS, ICRA, IROS, NeurIPS, ICML, or CVPR. • Experience building large-scale robotics datasets, data engines, or research infrastructure. • Hands-on experience with robotics frameworks and simulation environments such as ROS, ROS2, Isaac Lab, Isaac Sim, MuJoCo, Habitat, or ManiSkill. • Contributions to open-source robotics projects or significant research impacting embodied AI. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $250,000 –$350,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Job Title: U.S based Accountant (CPA/CA) Job Type: Contract Location: Remote Job Summary: You'll use your tax expertise to help train next-generation AI systems. The core work is reading US sales and use tax statutes and defining exactly what an AI's formal translation of the law must capture to be correct. Work spans multiple state jurisdictions, with some federal provisions as well. No prior AI experience needed. Your ability to read a statute and break it into precise, testable requirements is what matters. Key Responsibilities: • Read and interpret sales and use tax statutes and regulations across US state jurisdictions, and occasionally federal tax provisions, at the level of individual subsections. • Author rubrics: break a section of law into a checklist of discrete requirements the AI's translation must satisfy, grounded strictly in the statute text and written independently of the AI's output. • Assign severity to each requirement (critical vs. secondary vs. minor) based on genuine statutory weight, not defaulting everything to critical. • Review the AI's formal translation of a statute and score it pass/fail against your rubric, checking that conditions, thresholds, AND/OR logic, and exceptions are captured accurately. • Write clear, self-contained test scenarios (including edge cases) for failed criteria, with explicit facts, dates, amounts, and expected outcomes. • Identify and flag discrepancies, statutory exceptions, and genuine ambiguities in the law. • Work within a digital review platform, submitting structured written evaluations. Required Skills and Qualifications: • Active CPA license, Chartered Accountant designation, or experience as a US tax attorney. • Sales and use tax or broader state and local tax statutory experience strongly preferred. • Proven ability to read and interpret tax statutes and regulations, not just prepare returns. • Comfort working with legal logic: conditions, thresholds, AND/OR structures, exceptions, and defined terms. • Strong written communication with a focus on precision. Another reviewer should reach the same conclusion from your criteria. • High attention to detail, especially around "except for" clauses and edge cases. • Comfort providing structured feedback through a digital review interface. Preferred Qualifications: • Experience across multiple state tax jurisdictions. • Enrolled Agent designation, or federal tax experience relevant to the scenario-review track. • Direct experience reviewing or validating AI or technology-driven tax content. • Background in training teams or giving written feedback on legal/tax language. • Interest in the intersection of technology and tax compliance.

Role Title: M&A Corporate & Securities Attorney Role Type: Contractor Location: Remote Our team is engaging M&A Corporate & Securities Attorneys to participate in a project focused on advancing AI legal reasoning capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and evaluate realistic M&A transaction scenarios and due diligence materials to inform AI-assisted legal tools development. • Apply expert judgment to corporate, governance, and securities matters, identifying material issues and distinguishing significant risks. • Produce clear, structured written feedback to support the enhancement of AI systems’ reasoning and analytical abilities. • Assess the accuracy and relevance of AI-generated outputs to ensure alignment with market and practice standards. • Identify and explain cross-document inconsistencies within corporate records, charters, board consents, and financing documents. • Serve as a subject matter expert, providing nuanced guidance on M&A deal processes and risk assessment. Preferred Qualifications • 5+ years’ experience in M&A, corporate, or venture/securities matters at a law firm, corporate development team, or investment fund. • Demonstrated expertise working within virtual data rooms (such as Datasite, Intralinks, or Ansarada) on live deals. • Substantial familiarity with corporate governance documents and the ability to spot and explain ambiguous or inconsistent provisions. • JD and active bar membership (or equivalent legal qualification in your jurisdiction). • Excellent written and verbal communication skills, particularly in articulating complex legal reasoning. • Experience with AmLaw 100 firms, top-tier venture/technology practices, or leading PE/corp dev teams is highly valued. • Prior exposure to AI-assisted legal review tools (a plus, not required).

Role Title: Military Operations & IHL Expert Role Type: Contractor Location: Remote Our team is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. This is a unique opportunity to influence technology at the intersection of operational expertise and conflict ethics while working alongside other experts at the forefront of these domains. Scope of Work • Develop comprehensive taxonomies for military-use and defense operations within diverse conflict contexts. • Create dual-use triage frameworks that help distinguish between military and civilian applications of technology and knowledge. • Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation. • Design conflict-risk rubrics and scenario-based evaluation tools to assess operational and ethical implications of defense activities. • Evaluate and refine policy-relevant benchmarks to ensure responsible testing of AI models in defense and humanitarian contexts. • Contribute written and verbal analyses articulating complex warfighting, targeting, and IHL concepts for interdisciplinary audiences. Preferred Qualifications • 5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors. • Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields. • High credibility and established track record in warfighting, operational planning, targeting law, or humanitarian law application. • Expertise in interpreting and applying conflict ethics, IHL, and defense policy frameworks in real-world scenarios. • Exceptional written and verbal communication skills, with the ability to convey technical and ethical concepts clearly and concisely. • Experience in research, policy analysis, or advisory roles within military, governmental, legal, or think-tank environments. • Prior involvement with conflict analysis, war-crimes investigation, or weapons-policy development is a strong plus.

Job Title: Commercial Real Estate Manager Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Provide expert input on commercial real estate concepts, feasibility studies, and property valuations for AI model development. • Review and analyze commercial lease agreements and contribute to the creation of realistic property management scenarios. • Collaborate with other subject matter experts to evaluate property management best practices and industry standards. • Deliver clear, detailed written explanations of commercial real estate transactions and market trends for data training purposes. • Identify nuances in legal and regulatory frameworks affecting commercial real estate across US, Canada, UK, and Europe where applicable. • Participate in iterative feedback cycles, ensuring the highest accuracy and quality of project deliverables. • Communicate insights effectively with project managers and technical teams, ensuring alignment on objectives and requirements. Required Skills and Qualifications: • 5-10+ years of proven experience as a Commercial Real Estate Broker, Property Valuation Appraiser, or Property Manager. • Comprehensive knowledge of feasibility studies, lease agreements, and property management strategies. • Outstanding written and verbal communication skills in English, with meticulous attention to detail. • Strong ability to convey complex real estate concepts clearly and concisely. • Familiarity with market analysis and commercial property appraisals. • Experience working with diverse teams, demonstrating adaptability and professionalism in a remote setting. • Availability for a minimum of 10+ hours per week to contribute high-quality deliverables. Preferred Qualifications: • Location preference for candidates based in US, Canada, UK; exceptional professionals from Europe or LATAM will also be considered. • Prior experience participating in AI, data training, or technology-driven real estate projects is advantageous.

Role Title: Computer User Support Specialists Role Type: Contractor Location: Remote Our team is selecting Computer User Support Specialists to contribute their advanced troubleshooting capabilities to a key customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Diagnose and resolve common and complex hardware, software, and networking issues using industry best practices. • Provide guidance on OS support (Windows, MacOS, Linux) and network connectivity, including TCP/IP, VPNs, and DNS-related concerns. • Document troubleshooting steps, solutions, and user interactions clearly within a ticket management system. • Contribute detailed process insights that enhance future support workflows and training data quality. • Collaborate asynchronously and communicate technical concepts effectively through written and verbal channels. • Identify patterns in support issues, offering recommendations or process improvements to the project team. Preferred Qualifications • Minimum 3 years' proven experience providing Tier 2/3 IT support. • Expertise in diagnosing and resolving hardware and software issues across varied platforms. • Strong understanding of networking concepts, including TCP/IP, VPNs, and DNS troubleshooting. • Proficiency with ticket management systems and thorough documentation practices. • Exceptional written and verbal communication skills, with a focus on user-friendly explanations. • Certifications such as CompTIA A+, Network+, or ITIL are advantageous. • Demonstrated ability to work independently, prioritize tasks, and deliver high-quality input for technical projects.

Role Title: AI Facial Data Collection Contributor Location: Remote Job Summary Get paid from home in this fully remote AI training project by providing a few selfies and short videos of yourself through the past 5 years. Selfies and Videos will be used to train AI Data. We also welcome siblings and twins (identical or fraternal) to join this project! If you have brothers, sisters, or twins who are interested, they are encouraged to apply as well. Key Responsibilities: • Submit high-quality and unedited selfies (30) and video recordings (10) of yourself through the past 5 years. • Remove possible filters and edits from pictures/videos taken in the last 5 years. • Follow the instructions carefully. • Report any issues and follow feedback to improve future submissions. Required Skills and Qualifications: • Must have clear selfies and videos ready to submit, captured with a smartphone or camera. • Able to follow instructions and pay attention to detail. • Comfortable working independently and reporting any issues if they arise. Compensation Structure: • You will receive a one time payment after you submit the amount of selfies and videos required by the project.

Role Title: Lawyer Role Type: Contractor Location: Remote Our team is engaging Lawyers to contribute their expertise to a dynamic customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is a unique opportunity to influence the future of AI by providing nuanced legal insights that support the development of intelligent systems. Scope of Work • Conduct detailed contract reviews, identifying risks, ambiguities, and opportunities for improvement. • Perform comprehensive legal research on relevant statutes, regulations, and case law to inform project requirements. • Draft, edit, and evaluate a variety of legal documents to ensure accuracy and clarity. • Analyze regulatory compliance issues in multiple jurisdictions, offering guidance to align project content with legal standards. • Develop high-quality written explanations and rationales for legal positions and decisions. • Collaborate asynchronously through written and verbal communication channels to clarify complex legal concepts. • Provide feedback on legal data and contribute to iterative improvements of AI training materials. Preferred Qualifications • Active law license (bar admission) and at least 5 years of practice in contract law, compliance, or a closely related specialty. • Proven expertise in contract review, legal research, regulatory compliance, and legal writing. • Exceptional critical thinking and analytical skills, with a keen attention to legal nuance. • Excellent written and verbal communication abilities, capable of conveying complex legal ideas clearly to both legal and non-legal audiences. • Comfort navigating and interpreting laws and regulations across different jurisdictions. • Experience working independently in a remote, project-focused environment. • Familiarity with legal technology tools is a plus, though not required.

Job Title: Frontend Engineer Job Type: Contract Location: Remote Our team is selecting skilled Frontend Engineers to support a customer's innovative project. In this role, you'll apply your UI development expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your development skills are what matter. As an expert, you will be creating Reinforcement Learning Environments which test an AI model's ability to solve frontend software problems related to fixing UI bugs, building interface features, and improving component code. You will be tasked with creating a reproducible environment and a golden reference solution for the problem. Scope of Work • Contribute clear code samples, debugging approaches, and development insights in JavaScript, TypeScript, and a modern framework (React, Vue, or Angular). • Identify, troubleshoot, and resolve UI bugs, layout issues, and state-related problems across different codebases. • Build small to medium interface features, keeping components clean, reusable, and easy to follow. • Improve existing frontend code for better readability, performance, and consistency. • Document your reasoning, approach, and code decisions to support AI training data quality. • Review peer-contributed code and technical submissions for correctness and clarity. Preferred Qualifications • 1+ years of hands-on experience building user interfaces with JavaScript/TypeScript and a modern framework. • Solid understanding of HTML, CSS, responsive design, and component-based architecture. • Ability to debug UI issues using browser dev tools and reason through state and rendering behavior. • Comfortable working across different codebases and picking up unfamiliar components. • Good documentation and communication skills to explain your technical decisions clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required).

Job Title: Accountants and Auditors Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Examine, analyze, and interpret accounting records to prepare and audit financial statements. • Provide expert advice on financial reporting, compliance, and best accounting practices. • Evaluate statements prepared by others for accuracy and regulatory compliance. • Install, review, or advise on systems for recording costs and budgetary data. • Apply knowledge of economics, accounting principles, and taxation to support high-quality AI model training datasets. • Contribute real-world insights to improve how AI systems understand financial documentation and processes. • Document findings clearly through effective written and verbal communication. Required Skills and Qualifications: • Bachelor’s degree or higher in Accounting, Finance, Economics, or a related field. • In-depth expertise in economics, accounting, law, government regulations, and taxation. • Substantial experience preparing and auditing financial statements. • Strong understanding of cost accounting and budgetary controls. • Proficient in both written and verbal communication for technical subject matter. • Detail-oriented with a commitment to data accuracy and regulatory compliance. • Holding or having held one or more of the following job titles: Certified Public Accountant (CPA), Cost Accountant, Financial Auditor, General Accountant, Internal Auditor, Revenue Tax Specialist. Preferred Qualifications: • Advanced certification (e.g., CPA, CMA, CIA) or equivalent practical experience. • Experience advising on or implementing financial systems and controls. • Demonstrated ability to communicate complex accounting concepts to diverse audiences. This opportunity is part of an AI training initiative. Your expertise will directly influence the way AI understands and processes financial information for our customer's team.

Role Title: Public Safety Communications Dispatcher Role Type: Contractor Location: Remote Our team is engaging Public Safety Communications Dispatcher experts to contribute to a high-impact customer project involving real-time request coordination and routing. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity suits dispatchers and coordinators experienced in any area of public safety communications—including 911, police, ambulance, emergency, and fire services—who excel at prioritizing incident requests, communicating clearly, and following standardized protocols. Scope of Work • Analyze and triage incoming incident or service requests, promptly determining priority levels based on established criteria. • Route requests to appropriate resources or agencies using clear, efficient communication via simulated radio, phone, or digital chat channels. • Maintain composure and accuracy when handling multiple simultaneous communication channels, ensuring critical information is relayed without delay. • Apply standardized protocols and checklists to ensure consistent, protocol-driven responses in all scenarios. • Document scenarios and decision-making processes to provide valuable input for AI training datasets. • Offer insights into workflow optimization, escalation procedures, and multi-channel coordination for public safety environments. • Participate in periodic feedback reviews to enhance the relevance and quality of training data. Preferred Qualifications • Demonstrated expertise as a dispatcher or coordinator in public safety environments (e.g., 911, police, ambulance, emergency, or fire services). • Proven ability to prioritize and manage multiple requests under pressure. • Exceptional verbal and written communication skills, especially in fast-paced settings. • Experience with radio, phone, and digital chat communication platforms. • Strong grasp of standardized operating procedures, checklists, and escalation protocols common to public safety communications. • Ability to remain calm, focused, and detail-oriented in dynamic scenarios. • Familiarity with documenting incident details, actions taken, and rationale for decisions as part of routine processes. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Enterprise Marketing & Content Expert Role Type: Contractor Location: Remote Our team is engaging Enterprise Marketing & Content Experts to support a customer’s initiative by evaluating and optimizing AI-powered workflows within professional marketing and content platforms. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for experienced professionals eager to influence the intersection of MarTech, creative operations, and intelligent automation. Scope of Work • Assess and provide feedback on AI-powered workflows for marketing operations, content management, and campaign execution. • Test integrations between enterprise platforms (such as Adobe Workfront, AEM, Adobe Analytics, and Google Analytics) and AI agents, identifying points of friction or inefficiency. • Evaluate the accuracy, relevance, and usability of content, campaign, and analytics workflows powered by AI systems. • Document insights, suggestions, and opportunities for workflow improvement based on hands-on testing. • Identify and flag incorrect or flawed campaign, approval, or data workflows generated by AI-driven processes. • Collaborate with Our team project coordinators and other experts to share findings and build collective best practices. • Participate in knowledge-sharing sessions or feedback rounds to help refine AI models for real-world enterprise marketing environments. Preferred Qualifications • Professional background in marketing operations, MarTech, content operations, creative operations, or digital experience management. • Hands-on expertise with enterprise marketing and content platforms—especially Adobe Workfront, Adobe Experience Manager (AEM), Adobe Analytics, Adobe Experience Cloud, or comparable technologies. • Experience using generative AI tools in a professional context, such as ChatGPT, Codex, Claude Cowork, or Claude Code. • Demonstrated proficiency with digital asset management, campaign management, and analytics platforms. • Familiarity with workflow integrations across connected enterprise systems like Gmail, Google Drive, Slack, Microsoft 365, SharePoint, or Salesforce. • Sharp analytical skills to recognize suboptimal processes, errors, or opportunities for workflow optimization. • Effective communicator able to clearly document and present findings for technical and business audiences.

Role Title: Computer Science Specialist Role Type: Contractor Location: Remote Our team is engaging Computer Science Specialists to contribute their advanced expertise in support of a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and evaluate computer science problems, solutions, and applied methodologies to inform AI system training. • Author, critique, or edit technical documentation such as system design documents, research write-ups, or technical papers to ensure clarity and rigor. • Develop and review real-world computer science scenarios, datasets, and case studies for use in AI learning workflows. • Assess technical queries and propose detailed, well-structured responses based on current best practices and foundational concepts. • Collaborate with project coordinators to refine task guidelines and optimize data quality. • Provide insightful written and verbal feedback to improve model accuracy, relevance, and robustness. • Support the evaluation and continuous improvement of AI-driven tools with constructive analysis and domain expertise. Preferred Qualifications • BSc, MSc, or PhD in Computer Science or a closely related discipline. • Experience authoring technical papers, system design documents, or research publications. • Demonstrated expertise in a specialized domain such as algorithms, distributed systems, networking, databases, or artificial intelligence. • Exceptional written and verbal communication skills, with a passion for precise, effective expression. • Proven ability to break down complex concepts for diverse audiences and applications. • Track record of participation in collaborative research, technical reviews, or open-source contributions. • Adaptability and commitment to delivering high-quality, insightful contributions within project guidelines.

Job title: Payroll and Accounts Payable Analyst Job type: Full-time Location: Remote Job Summary: We are looking for a Payroll & Accounts Payable Analyst to own the accurate and timely processing of employee payroll and vendor payments. You will sit at the heart of our finance operations — ensuring employees and vendors are paid correctly and on schedule, controls are followed, and payroll and A/P data reconcile cleanly to the general ledger. Responsibilities: • Own end-to-end payroll processing across all pay cycles, including new hires, terminations, status changes, bonuses, commissions, and off-cycle runs • Calculate, reconcile, and remit payroll taxes, garnishments, benefits deductions, and 401(k) contributions, ensuring compliance with federal, state, and local regulations • Manage the full accounts payable lifecycle, including invoice intake, GL coding, approval routing, and timely vendor payments via ACH, check, and wire • Perform three-way matching of invoices to purchase orders and receipts, resolving discrepancies with vendors and internal stakeholders • Maintain vendor master data, collect W-9s, and prepare and file annual 1099s • Reconcile payroll and A/P subledgers to the general ledger and prepare related journal entries and accruals for month-end close • Monitor A/P aging and payment terms to optimize cash flow and capture early-payment discounts • Administer employee expense reimbursements and corporate card programs, ensuring policy compliance • Respond to employee payroll inquiries and vendor payment questions with accuracy, professionalism, and discretion • Support internal and external audits by preparing schedules, documentation, and reconciliations • Maintain and strengthen internal controls across the payroll and A/P functions • Identify and implement opportunities to automate and scale payroll and A/P workflows as the company grows Requirements: • Bachelor’s degree in Accounting, Finance, or a related field • 2–4 years of hands-on payroll and/or accounts payable experience • Working knowledge of payroll tax regulations and wage-and-hour compliance • Solid understanding of A/P processes, GL coding, and accrual accounting fundamentals • Hands-on experience with a payroll platform and an ERP/accounting system • Strong command of Google Sheets and Excel • High degree of accuracy and discretion when handling confidential payroll and financial data • Strong attention to detail with the ability to manage recurring, non-negotiable deadlines • Excellent written and verbal communication skills in English • Comfortable working independently in a fully remote, fast-paced startup environment Preferred Qualifications: • FPC or CPP certification, or progress toward a professional payroll or accounting certification • Multi-state payroll experience • Experience with 1099 and monthly/quarterly/year-end payroll tax reporting • Exposure to AI tools or automated accounting and payroll workflows Compensation & Benefits Notice The national pay range for this full-time position is base salary of $70,000 –$90,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Engineering Expert Role Type: Contractor Location: Remote Our team is engaging Engineering Experts to contribute expert knowledge and analytical capabilities to a unique customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze engineering documentation, including technical reports, design documents, and project analyses. • Provide detailed written feedback, technical clarifications, and expert-level commentary on complex engineering scenarios. • Evaluate the accuracy, clarity, and completeness of engineering submissions from a variety of disciplines. • Develop real-world engineering examples and problem sets to ensure AI models understand practical engineering contexts. • Collaborate with Our team to align deliverables with project milestones and requirements. • Contribute to the continuous improvement of project methodologies by sharing industry best practices and technical insights. Preferred Qualifications • BSc, MSc, or PhD in any engineering discipline (mechanical, civil, electrical, chemical, etc.). • Demonstrated experience producing technical reports, design documentation, or in-depth project analyses. • Strong proficiency in both written and verbal communication, with an emphasis on clarity and precision. • Background in presenting complex engineering concepts to technical and non-technical audiences. • Track record of contributing to multidisciplinary or cross-functional engineering projects. • Proactive approach to problem-solving and a passion for supporting innovation in technology and engineering education. • Familiarity with industry standards, regulatory compliance, or engineering quality assurance processes is a plus.

Role Title: Medical Evaluation Specialist (students, residents, physicians) Role Type: Contractor Location: Remote Our team is engaging Medical Evaluation Specialists (students, residents, physicians) to contribute advanced clinical insights to a cutting-edge customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As a contributor, you will design and verify high-quality, challenging medical questions and answers that probe the depth and reliability of today's frontier AI, focusing on the places where nuanced medical reasoning makes the difference. Scope of Work • Craft original, high-difficulty medical question-and-answer pairs covering diagnosis, mechanisms, pharmacology, guidelines, and clinical judgment. • Source and verify answers using primary literature, clinical guidelines, and authoritative references; thoroughly document rationale and citations. • Develop questions requiring synthesis and genuine clinical reasoning rather than simple fact recall. • Evaluate AI model responses to your questions, refine those that are too straightforward, and enhance complexity while ensuring clinical accuracy. • Ensure all questions and answers are written with clarity, precision, and defensibility — avoiding ambiguity. • Incorporate reviewer feedback and align deliverables with evolving project guidelines and standards. Preferred Qualifications • Current medical training or clinical practice as a student, resident, or physician, or equivalent biomedical expertise. • Demonstrated ability to locate, interpret, and synthesize information from primary literature and clinical guidelines. • Exceptional attention to detail and proficiency in written English (native fluency not required). • Talent for creating engaging, well-structured, and clinically nuanced questions. • Self-motivated and reliable in managing independent remote contributions. • Experience with medical question writing, peer review, or evaluative projects is an advantage. • Familiarity with AI/ML systems or model evaluation is a plus but not essential. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: Customer Support Assistant Role Type: Contractor Location: Remote (US Based) Our team is engaging Customer Support Assistants to contribute their expertise to a customer's project focused on delivering outstanding customer experiences. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for expert-level contributors who excel at written and verbal communication and are passionate about empathetic, solution-oriented customer support. Scope of Work • Deliver clear, empathetic, and efficient support responses to customer inquiries via multiple communication channels. • Utilize CRM software to document, manage, and track customer interactions and resolutions with accuracy. • Analyze customer issues, identify root causes, and propose actionable solutions that enhance satisfaction. • Contribute expert product knowledge to address queries and educate end-users effectively. • Collaborate with project stakeholders to document and share feedback, common challenges, and customer sentiment trends. • Generate and review support documentation, FAQs, and best practices to ensure high-quality knowledge transfer. • Provide detailed, scenario-based input to help inform and train AI systems in real-world customer support contexts. Preferred Qualifications • Minimum of 3 years’ experience delivering customer support in a professional setting. • Proven expertise in managing complex customer cases with empathy and a solution-driven approach. • Exceptional written and verbal communication skills, with attention to tone and clarity. • Advanced proficiency in CRM software and digital support tools. • Comprehensive understanding of product knowledge transfer and user education. • Strong analytical and problem-solving abilities in fast-paced environments. • Experience working in remote or distributed project settings is a plus.

Role Title: Computer & Information Systems Managers Role Type: Contractor Location: Remote Our team is selecting Computer & Information Systems Managers to contribute expertise to a customer initiative focused on technology management and project leadership. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on planning and executing a limited-scope technology initiative, coordinating with an external vendor, and communicating project status to diverse stakeholders. The engagement requires strong team coordination, hands-on vendor oversight, and clear reporting over multi-quarter timeframes. Scope of Work • Develop comprehensive project plans for focused technology initiatives, outlining timelines, deliverables, and resource allocation. • Coordinate and oversee activities with external vendors, ensuring vendor deliverables meet established service-level agreements (SLAs). • Guide and support project participants, fostering effective collaboration and resolving conflicts to keep the initiative on track. • Monitor project progress, proactively identifying risks and facilitating timely decision-making. • Deliver concise, actionable reports on status, risks, and outcomes to key stakeholders, both in written and verbal formats. • Uphold quality standards across all phases of the project, ensuring objectives are met within scope and constraints. • Contribute real-world insights and feedback to support the continuous improvement of AI models trained on technology management scenarios. Preferred Qualifications • 6+ years leading multi-quarter technology initiatives with full cycle ownership, including planning, vendor coordination, and results delivery. • Demonstrated expertise in team management, cross-functional leadership, and conflict resolution within complex projects. • Proven track record of successful vendor management and negotiation, particularly with external technology providers. • Strong familiarity with establishing, monitoring, and enforcing SLAs and reporting on vendor performance. • Exceptional written and verbal communication skills, with the ability to distill complex progress updates for technical and non-technical stakeholders. • Experience producing clear, actionable project documentation and executive-level reports. • Background in contributing to or leading projects where insights informed process improvements or technology adoption decisions.

Role Title: M&A Attorney Role Type: Contractor Location: Remote We are seeking seasoned M&A attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school. • Active bar admission in at least one U.S. jurisdiction. • Minimum of 2 years in the M&A department of a corporate law firm. • Familiarity with standard M&A agreements, including APAs and SPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience working with private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Role Title: Physics Expert (PhD / Postdoc) Role Type: Contractor Location: Remote (Worldwide) Schedule: 10-15+ hours a week, Fully Flexible (Can accommodate working after hours/weekends) Our team is engaging Physics Experts (PhD / Postdoc) to contribute deep scientific knowledge and problem-solving skills to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Solve advanced physics problems from your specialization, delivering rigorous, well-documented derivations and analyses. • Produce technically precise, clearly written solutions, detailing all assumptions, approximations, and final results using LaTeX mathematical notation. • Utilize SymPy, Python, and Jupyter for symbolic or numerical verification and clear computational workflows where relevant. • Identify and articulate subtleties in problem statements, including special cases, boundary conditions, and dimensional consistency. • Flag ambiguities in project materials, proposing well-reasoned interpretations and clarifications as needed. • Iterate on submitted solutions in response to feedback from project reviewers, ensuring corrections are cleanly integrated. • Uphold rigorous standards in documentation and reproducibility consistent with professional research practice. Preferred Qualifications • PhD in physics or advanced-stage PhD candidacy, with active research experience in a relevant subfield. • Research expertise in one or more of: High Energy Physics, Mathematical Physics, Biophysics, Statistical Physics, Condensed Matter (including moiré systems, magnetism, PXP/Rydberg), AMO/Quantum Optics, Gravitation, Cosmology, Astrophysics, Quantum Information, or Optical Properties of Materials. • 2–5 recent representative publications (past ~5 years) in your field, with accessible arXiv or DOI records. • Proficiency with LaTeX for presenting mathematics, and with SymPy, Python, and Jupyter for computational work; willingness to indicate areas for further support if needed. • Demonstrated excellence in written technical communication, with a track record of producing clear, precise, and well-argued scientific outputs. • Strong analytical skills, able to isolate key physical principles and provide nuanced solutions to complex problems. • Availability to engage with the project consistently over an 8–10 week period (approx. 10 hours/week).

Role Title: Anime Illustrators Role Type: Contractor Location: Remote Our team is engaging Anime Illustrators to contribute specialized knowledge on a customer’s advanced annotation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate hand and finger landmarks/keypoints using MediaPipe-style hand topology, ensuring accuracy and adherence to strict guidelines. • Identify and mark anatomical joints, including the wrist, MCP (Metacarpophalangeal), PIP (Proximal Interphalangeal), DIP (Distal Interphalangeal), fingertips, and thumb-specific joints (CMC, MCP, IP, thumb tip). • Precisely place landmarks following defined annotation protocols and specified tolerance thresholds. • Infer and accurately annotate partially occluded or visually challenging joints and landmarks, reasoning through complex hand positions and object interactions. • Interpret a wide range of hand poses, orientations, and perspectives to ensure consistent and high-quality annotations across varied image and video data. • Review visual feedback, identify deviations from requirements, and make targeted corrections to maintain annotation quality at scale.

Job Title: Video Editor Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Review, evaluate, and refine animations and visual effects outputs to support the training of AI models in storytelling, robotics, and educational content. • Organize, label, and maintain structured project files and media assets to enable efficient dataset creation, annotation workflows, and cross-functional collaboration. • Assess AI-generated content, implement stakeholder feedback, and ensure outputs align with quality standards, factual accuracy, and project objectives. • Develop rubrics, evaluation frameworks, and curated media datasets to train and benchmark AI systems working with video, animation, and instructional content. • Contribute domain expertise to improve model performance by identifying weaknesses, edge cases, and opportunities for better visual and narrative generation. • Collaborate with cross-functional teams in a remote environment, providing clear written and verbal feedback to support iterative AI model development. Required Skills and Qualifications: • Proven expertise in video editing and post-production, including audio editing and visual storytelling. • Experience with animation and visual effects for digital or educational content. • Strong attention to detail, organization skills, and ability to manage multiple projects to meet deadlines. • Demonstrated ability to follow and implement constructive feedback. • Bachelor’s degree (any field) is mandatory, with significant experience in video or visual media production. • Experience working effectively in remote, collaborative environments. Preferred Qualifications: • Background in robotics media, AI training data, or educational content creation. • Knowledge of video engineering or experience developing media standards and rubrics. • Demonstrated awareness of advancements in AI, video, and digital storytelling technologies.

Role Title: Final Cut Pro Video Editor Role Type: Contractor Location: Remote Our team is engaging Final Cut Pro Video Editors to contribute to a customer’s project focused on video data annotation for AI training. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Annotate and tag video content using Final Cut Pro to provide detailed, accurate metadata for AI training datasets. • Leverage professional video editing skills to segment footage, mark keyframes, and highlight relevant scenes per project guidelines. • Apply macOS editing workflows to efficiently organize and process media assets for annotation assignments. • Ensure consistency, accuracy, and quality in video annotations and post-production deliverables. • Collaborate and communicate effectively with project coordinators through written updates and verbal discussions as needed. • Participate in periodic reviews, incorporating feedback to improve annotation standards and workflow efficiency. • Submit completed annotations and post-production assets according to specified documentation and delivery requirements. Preferred Qualifications • Hands-on experience with Final Cut Pro in a professional or academic context. • Proficiency in applying video post-production techniques, including cutting, sequencing, and color correction. • Familiarity with macOS-based editing tools and workflows. • Strong attention to detail and commitment to high-quality deliverables. • Effective written and verbal communication skills; ability to document processes and collaborate remotely. • Entry-level to mid-level background in video editing — ideal for those seeking to expand their portfolio in innovative data-driven projects. • Interest or exposure to video data annotation, media organization, or related fields is a plus, though not required.

Role Title: Software Engineer (Go, Python, TS) Role Type: Contractor Location: Remote Our team is engaging Software Engineer (Go, Python, TS) experts to contribute to a pioneering customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for contributors with a strong background in Go as their primary language, and solid proficiency in Python and TypeScript as secondary skills. Scope of Work • Design and implement code solutions using Go, Python, and TypeScript to simulate real-world development scenarios for AI model training. • Review, analyze, and critique sample code and technical materials, providing detailed written feedback that enhances AI understanding of software engineering concepts. • Generate high-quality code samples, unit tests, and documentation to support a wide range of AI training use cases. • Identify edge cases, best practices, and common pitfalls in software design and development to help refine model outputs. • Contribute to discussions and collaborative reviews that focus on effective communication of complex technical ideas. • Refine prompts and queries that will be used to evaluate and improve AI-generated code outputs. Preferred Qualifications • Expert-level proficiency in Go, with substantial hands-on project experience. • Strong command of Python and TypeScript, with the ability to write clean, idiomatic code in both languages. • Excellent written and verbal communication skills, with a keen focus on articulating technical concepts clearly. • Familiarity with software architecture, design patterns, and modern development workflows. • Prior experience reviewing or analyzing code for correctness, efficiency, and clarity. • Exposure to code documentation best practices and collaborative software projects. • Interest in contributing to AI and machine learning advancements; direct AI experience is a plus but not required.

Role Title: Physics Expert (Statistical Physics / Quantum Information / Condensed Matter) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (Statistical Physics / Quantum Information / Condensed Matter) to contribute to a research-driven customer project at the intersection of theoretical physics and numerical benchmarking. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and provide expert insights into complex statistical physics phenomena, with a focus on replicated random-bond Ising/Ashkin-Teller models, the toric-code threshold, and the Nishimori line. • Deliver clear, well-documented solutions or critiques of problems relating to Kramers-Wannier duality, quenched disorder averaging, square-lattice self-duality, and domain-wall free energy. • Engage in advanced numerical work, particularly around 4-state Potts model simulations and interpretation. • Identify, discuss, and resolve technical challenges involving noncontractible loop defects and related topological features. • Participate as a Solver, Auditor, or Adjudicator on specific project assignments based on your experience and subfield strengths. Preferred Qualifications • Advanced academic background (PhD or equivalent experience) in physics, with specialization in statistical physics, quantum information, or condensed matter theory. • Direct, hands-on experience applying Kramers-Wannier duality, quenched disorder averaging, and square-lattice self-duality in research or project settings. • Demonstrated proficiency in numerical simulations involving the 4-state Potts model and analysis of domain-wall free energy. • Familiarity with topological quantum codes, particularly the toric code and its threshold phenomena.

Role Title: Subject Matter Expert – Data & Statistical Chart Analysis (AI Benchmark) Role Type: Contractor Location: Remote Our team is engaging Subject Matter Experts – Data & Statistical Chart Analysis (AI Benchmark) to contribute expertise on a customer project advancing the capabilities of next-generation AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Interpret complex data science and statistical visualizations—such as Sankey diagrams, heatmaps, calibration curves, residual plots, correlation matrices, and distribution plots—applying advanced professional judgement and terminology. • Design clear, objective, multi-step analytical tasks and questions based on challenging visualizations, emphasizing quantitative reasoning beyond surface-level chart reading. • Deliver precise, unambiguous answers with thorough, step-by-step written explanations, including explicit calculations, statistical inferences, or modeling logic as required. • Utilize exact data science and statistical language, ensuring accuracy in referencing units, scales, axes, legends, and annotations in all outputs. • Create tasks that require graphical reasoning, trend analysis, comparison, interpolation, and statistical inference, always avoiding ambiguous or subjective prompts. • Participate in remote collaboration, contributing via written and verbal channels, incorporating feedback, and maintaining consistent communication with project stakeholders. • Consistently produce objectively verifiable tasks and solutions to support the rigorous training and evaluation of advanced AI models. Preferred Qualifications • Bachelor's degree or equivalent professional experience in Data Science, Statistics, Applied Mathematics, Computer Science, Operations Research, or a related quantitative field. • Minimum of two years’ professional, academic, or research background engaging with statistical models, data visualizations, or analytical reporting. • Advanced proficiency in interpreting axes, legends, units, scales, confidence intervals, and statistical annotations across diverse chart types. • Demonstrated ability to clearly articulate analytical processes and quantitative reasoning in high-quality written and verbal English. • Bilingual proficiency in English and, ideally, a second language relevant to your domain. • Experience with technical documentation, publication, assessment design, or structured analytical task development. • Background in producing data-annotation tasks, benchmark questions, technical reports, or related materials for data science, statistics, or AI-driven projects.

Role Title: Chemical Safety & Toxicology Expert Role Type: Contractor Location: Remote Our team is engaging Chemical Safety & Toxicology Experts to contribute to a customer’s project focused on enhancing chemical safety evaluation frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for professionals with proven backgrounds in chemical weapons nonproliferation, hazardous materials, toxicology, and industrial chemistry—especially those experienced with controlled-substance risks, regulatory protocols, or chemical-risk assessment. Strong communication skills, both written and verbal, are highly valued as you will provide nuanced insights and feedback throughout the engagement. Scope of Work • Analyze and evaluate data related to chemical safety, toxicological risk, precursor chemicals, and hazardous-substance scenarios. • Review, annotate, and provide critical feedback on documents, datasets, and model outputs related to chemical weapons, toxicology, and hazardous materials. • Contribute expert perspectives on nonproliferation standards, regulatory protocols, and safety operations for chemical handling and risk mitigation. • Develop and refine guidelines for the assessment of chemical and toxicological hazards in realistic and hypothetical situations. • Interpret and explain the implications of chemical interactions, exposure risks, and toxicity profiles for AI training purposes. • Collaborate remotely with project coordinators, providing written and verbal clarifications or additional context as needed. • Identify gaps or inaccuracies in content or model assessments pertaining to chemical safety and toxicology topics. Preferred Qualifications • Advanced degree (PhD, MD, JD, PsyD, or relevant master’s) in chemistry, toxicology, industrial hygiene, or closely related disciplines. • Minimum 5 years of specialized experience in areas such as chemical weapons nonproliferation, hazardous materials handling, toxicological risk assessment, or chemical safety protocols. • Experience as an independent consultant, policy advisor, response specialist, or safety officer in industry, government, or research settings. • Expertise in controlled substances, precursor risk evaluation, or nonproliferation regulatory frameworks. • Demonstrated ability to communicate complex technical information effectively in both written and verbal formats. • Familiarity with standards for chemical safety, hazardous material management, or toxicology operations in high-stakes environments. • Interest in supporting AI advancement through the application of domain expertise to new and emerging technology platforms.

Role Title: Travel Operations Expert Role Type: Contractor Location: Remote Our team is engaging Travel Operations Experts to contribute valuable insights and hands-on expertise to a travel-related technology project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and test realistic travel operations workflows using leading booking, reservations, ticketing, or hospitality platforms. • Evaluate the performance of AI-supported travel tools and integrated applications by running real-world scenarios. • Identify, document, and explain incorrect, inefficient, or unrealistic system outcomes using professional judgment. • Provide clear, actionable feedback on usability, platform behavior, and industry-specific requirements. • Suggest improvements and flag gaps based on operational best practices in travel, hospitality, or corporate travel management. • Collaborate with project coordinators through concise written feedback and structured input forms. Preferred Qualifications • Substantial practitioner experience with travel operations, hospitality management, corporate travel, booking platforms, or reservation systems. • Hands-on expertise with reservation, ticketing, or travel management platforms in actual workplace environments. • Demonstrated ability to assess and explain the practical implications of platform features and workflow outcomes. • Strong attention to detail and sound operational judgment in identifying errors or unrealistic scenarios. • Exceptional clarity in written communication, including structured feedback and reporting. • Familiarity with AI tools such as ChatGPT, Claude, or similar applications, or involvement in technology evaluation projects (nice to have). • Experience participating in process improvement, workflow documentation, or digital transformation projects within travel or hospitality sectors (nice to have).

Role Title: Arabic Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Arabic Audio Recording Experts to contribute to a key customer project focused on high-fidelity audio data. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Those engaging in this opportunity will leverage their proficiency in professional Arabic audio recording and editing to craft impactful contributions that directly impact the precision and capabilities of AI models. Candidates must have a proven track record of delivering quality audio using advanced equipment and will be asked to provide a sample as part of the engagement process. Scope of Work • Produce and deliver high-quality Arabic audio recordings according to detailed specifications. • Edit and refine audio files for clarity, consistency, and professional presentation. • Maintain strict adherence to project guidelines related to script, tone, pace, and technical requirements. • Utilize professional-grade audio equipment to ensure optimal sound fidelity and minimize background noise. • Upload and submit completed recordings and related metadata through designated digital platforms. • Participate in quality review cycles, incorporating feedback to improve submissions. • Document workflow and processes to ensure traceability and reproducibility of results. Preferred Qualifications • Minimum of three years of experience in professional Arabic audio recording and editing. • Proficiency with industry-standard audio recording software and hardware. • Demonstrated ability to manage and deliver multiple audio projects on deadline. • Strong attention to audio detail, including diction, pronunciation, and overall sound quality. • Experience delivering audio content for media, commercial, or technological applications. • Familiarity with quality assurance processes in audio production environments. • Strong organizational and communication skills for remote project collaboration.

Role Title: Visual Designer (Deck/Presentation focused) Role Type: Contractor Location: Remote (NAMER, Europe-based) Our team is engaging Visual Designer (Deck/Presentation focused) experts to contribute to a pioneering customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and author expert-level presentation tasks using reference decks, brand assets, and structured content inputs. • Create gold-standard example decks that exemplify refined craft in typography, grid, hierarchy, and visual system fidelity. • Define clear, actionable, and concrete criteria for what constitutes "on-brand" and "polished" presentation design for varied tasks. • Develop comprehensive visual rubrics evaluating model outputs on visual craft, style consistency, and template adherence. • Identify and flag visual failure modes specific to AI design (e.g., misaligned grids, inconsistent hierarchy, off-brand elements). • Communicate feedback and reasoning effectively, demonstrating care for both written and verbal articulation of visual standards. • Collaborate with stakeholders to iterate on presentation tasks, templates, and evaluation systems as the project evolves. Preferred Qualifications • 3–5 years of proven experience in agency, in-house corporate comms/brand, or as an independent deck/presentation designer. • Advanced skills in typography, layout, color usage, iconography, and grid systems. • Fluency in building, extending, and applying visual template systems across multiple slide types and content scenarios. • Demonstrated ability to infer and replicate visual styles from reference decks with a high degree of accuracy. • Portfolio showcasing high-craft presentation design (e.g., board decks, pitch decks, sales decks, brand system projects). • Expert-level proficiency in PowerPoint and/or Keynote; strong familiarity with Figma or Adobe Creative Suite. • Experience authoring evaluation rubrics or participating in AI training projects is a plus. • Exposure to template redesigns at scale, translating brand guidelines to robust presentation systems, or designing for data-rich decks is valued. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Role Title: General Counsel Role Type: Contractor Location: Remote Job Summary: We are seeking seasoned in-house General Counsels for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises. • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • Minimum of 3 years of in-house experience focused on technology transactions, particularly negotiating MSAs, NDAs, and DPAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems. • Demonstrated commitment to innovation at the intersection of law and technology. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. Why Join: • This is an opportunity to work at the intersection of law and technology. • You will help define how AI is developed for a new generation of legal practitioners. • You will apply your experience in a high-impact research environment.

Job Title: Software Engineer (Finance Team) Job Type: Full-Time Location: Remote The Role: We are looking for a Software Engineer to help design and build next-generation financial technology systems. This role sits at the intersection of product development, infrastructure, and applied engineering, focusing on creating reliable, scalable applications that deliver thoughtful user experiences. What You'll Do • Write, ship, and maintain production code daily across fullstack applications using Node.js, React.js, Next.js, and PostgreSQL. • Build scalable backend services and RESTful APIs on AWS infrastructure. • Implement responsive, maintainable frontend interfaces you should be equally comfortable debugging a React render issue and tuning a Postgres query. • Collaborate with cross-functional teams to turn product requirements into shipped features. • Uphold high standards for system reliability, security, and data integrity in financial systems. • Actively contribute to CI/CD pipelines, code reviews, and engineering best practices. • Communicate clearly in code, documentation, and team discussions. What We're Looking For • 5+ years of professional software development experience, with active hands-on coding in the last 12 months across both frontend and backend. • Strong, recent backend development experience with Node.js (please share what you have shipped in the last year). • Recent, advanced frontend experience with React.js and Next.js — including hooks, state management, and modern Next.js features (App Router, SSR/ISR). • Solid working knowledge of PostgreSQL: schema design, query optimization, indexing, and data modeling. • Hands-on experience with AWS services such as EC2, S3, Lambda, RDS, and CloudWatch. • Demonstrated experience designing and integrating REST APIs in production. • Proficiency with Git, CI/CD workflows, and agile development. • Clear written and verbal communication. Nice to have • Experience with Python. • Experience building or maintaining financial or fintech systems. • Familiarity with Docker, Kubernetes, GraphQL, Redis, and caching strategies. • Experience with microservices and modern testing frameworks (Jest, PyTest, Cypress). Compensation & Benefits Notice The national pay range for this full-time position is base salary of $140,000 –$160,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Autodesk Inventor Specialist Role Type: Contractor Location: Remote Our team is engaging Autodesk Inventor Specialists to contribute to a customer-focused project involving advanced mechanical design. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Note on Software: We're looking for experts with strong 3D parametric CAD modelling experience — for example, in Autodesk Inventor Specialist. This experience is directly transferable to FreeCAD, which is the software this project will focus on. Prior FreeCAD experience is ideal. Scope of Work • Develop fully-parametric 3D CAD models of mechanical parts and assemblies based on detailed written briefs using Autodesk Inventor (or comparable platforms). • Edit and update existing models to reflect revised requirements, ensuring all changes remain fully parametric and in line with best practices. • Audit and review CAD models for compliance with dimensional, tolerance, and manufacturability criteria, identifying and documenting any gaps or issues. • Create and interpret detailed technical drawings, applying ASME Y14.5 or equivalent GD&T standards. • Ensure robust Design for Manufacturability (DFM) considerations across processes such as injection molding, sheet metal, CNC machining, and casting/forging. • Support AI training initiatives by providing clear documentation and rationale for design decisions, edits, and audits. • Communicate effectively in written and verbal formats, delivering precise feedback and solution-oriented insights to project stakeholders. Preferred Qualifications • Minimum 4 years of hands-on parametric modeling experience for edit-level tasks; 10+ years for complex creation work. • Expertise in Autodesk Inventor, with fluency in similar platforms like FreeCAD, SolidWorks, or Fusion 360 considered highly relevant. • Demonstrated proficiency with GD&T (ASME Y14.5 or equivalent), with practical, real-world application. • Proven DFM experience covering at least two to three manufacturing processes (e.g., injection molding, sheet metal, CNC, casting). • Experience with reverse engineering workflows, such as scan-to-CAD or point cloud-to-model reconstruction. • Ability to manage assembly-level designs and complex mechanical systems, not just single-part modeling. • Familiarity with CAD automation, scripting (Python, iLogic, VBA, NX Open), or similar tools for enhancing workflow efficiency.

Role Title: Software Engineer Role Type: Contractor Location: Remote Our team is engaging Software Engineers to contribute their technical expertise to a customer-centric project focused on enhancing development workflows and process automation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Execute structured evaluation assignments that simulate authentic developer activities, including version control, code review, issue tracking, and CI/CD workflow execution utilizing AI-powered tools. • Assess and grade the technical correctness of outputs, verifying results hands-on within relevant development environments and tools. • Design, seed, and maintain reproducible test environments—such as code repositories with real commit histories and CI workflows—to ensure reliable and realistic task contexts. • Configure, document, and troubleshoot integrations and authentication flows across multiple software services, ensuring seamless connectivity. • Investigate and document undocumented product behaviors through hands-on exploration and systematic testing. • Participate in calibration sessions to ensure consistent evaluation methods and grading across the contributor group. Preferred Qualifications • Minimum of 3 years of professional experience in software engineering, demonstrating strong command of Git/GitHub workflows (pull requests, code review, branching, analyzing diffs, CI log diagnostics). • Proficient with CI/CD systems—ideally GitHub Actions—including authoring custom workflows and ensuring reproducible build processes. • Versed in using connectors across Claude and ChatGPT. • Advanced scripting abilities in Python or Bash, with comfort in automating environment setup and reset tasks; solid understanding of REST APIs, OAuth, and webhook integrations. • Fluency with major enterprise SaaS platforms such as Slack, Google Workspace, or Microsoft 365; administrative experience in cloud workspaces is advantageous. • Experience leveraging AI assistants or agent tools in everyday developer tasks; any familiarity with agent tool-calling or the Model Context Protocol (MCP) is a plus. • Background in technical QA, evaluation, or data annotation—demonstrating consistency in applying rubrics and identifying nuanced edge cases. • Exceptional attention to detail, disciplined adherence to defined processes, and outstanding written and verbal communication in English.

Job Title: Forward Deployed Engineer, U.S. Government Job Type: Full-time Location: Remote (requires relocating to DC area) The Role We’re hiring an MTS to work on applied AI systems across research and production. This role spans model experimentation, infrastructure, and deployment in high-assurance, mission-critical environments, including forward-deployed work with strategic partners to ensure mission success. What You’ll Work On • Build and deploy agentic AI systems that support high-impact U.S. Government missions from prototype to production. • Design and integrate LLM applications, including multi-agent systems, tool-using agents, RAG workflows, and human-in-the-loop autonomy. • Work directly with government partners in forward-deployed environments to translate mission needs into technical systems. • Build and maintain large-scale data curation, and evaluation pipelines for model training and improvement. • Develop infrastructure for model inference, experimentation, evaluation, and deployment across frontier AI platforms. • Build AI systems that turn mission data, models, and tools into real operational autonomy. • Own systems across the full lifecycle, including discovery, architecture, implementation, deployment, reliability, security, and iteration. What We're Looking For • Able to operate independently in ambiguous, partner-facing settings with technical and operational ownership. • Strong Python engineer with end-to-end ownership experience. • Experience with LLMs and creating agentic systems. • Built or maintained data pipelines / ML infrastructure. • Familiar with RL workflows or simulation environments. • Comfortable in high-security / high-reliability environments. Preferred Qualifications • Active U.S. security clearance or eligibility and willingness to obtain one. • Experience supporting U.S. Government, defense, intelligence, or national security missions. • Prior experience at a startup, defense organization, Department of War, or government-focused technology company. • Background operating in fast-moving startup environments, mission-critical government settings, or both. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Accountant / Auditor Role Type: Contractor Location: Remote Our team is engaging Accountant / Auditors to contribute to a customer's project focusing on rigorous financial oversight and compliance. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for finance professionals with a strong background in financial reporting, auditing, and tax compliance, who are eager to impact cutting-edge technology with their practical expertise. Scope of Work • Review and evaluate financial statements for accuracy and compliance with GAAP or IFRS standards. • Develop and validate financial models using advanced Excel functions. • Assess and document audit procedures and internal control frameworks. • Analyze tax compliance documentation and ensure alignment with relevant regulations. • Prepare detailed written reports summarizing findings and recommendations based on provided financial data. • Contribute real-world scenarios and case studies to inform the development and training of AI models. • Provide concise, constructive feedback on financial documentation and reporting best practices. Preferred Qualifications • Minimum 5 years of hands-on experience in financial reporting, audit, or tax compliance roles. • Deep understanding of GAAP, IFRS, and international financial reporting requirements. • Expert proficiency with Excel, including financial modeling and advanced analytical functions. • Proven track record conducting audits and preparing audit documentation for diverse business entities. • Demonstrated ability to articulate complex financial concepts in clear, well-structured written and verbal formats. • Experience contributing to process improvements or technology-driven finance projects is a plus. • Professional certification such as CPA, ACCA, or equivalent is highly valued.

Job Title: Computational Biology Expert (PhD) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Leverage your biology domain expertise to evaluate, annotate, and benchmark AI systems in real-world computational biology use cases. • Assess the accuracy, relevance, and performance of AI-generated outputs in genomics, transcriptomics, and systems biology scenarios. • Apply advanced analytical reasoning to critically review scientific workflows and pipelines, identifying strengths and areas for improvement. • Collaborate with interdisciplinary teams, providing feedback on AI model performance based on biological context. • Document observations and findings with clarity, highlighting scientific rationale and actionable insights. • Communicate complex concepts effectively through both written and verbal channels to technical and non-technical stakeholders. • Stay current on emerging trends in computational biology, bioinformatics, and machine learning in biology. Required Skills and Qualifications: • PhD in Biology, Bioinformatics, or a closely related field, or equivalent industry/research experience. • Proven experience in data-driven biological research and computational analysis workflows. • Proficiency with scripting (Python, R, Bash) and scientific tools such as BWA, GATK, STAR, Salmon, Seurat, or Scanpy would be ideal. • Deep understanding of genomics, transcriptomics, structural biology, or systems biology is desirable. • Excellent scientific reasoning, analytical, and problem-solving abilities. • Strong written and verbal communication skills, with the ability to articulate findings and collaborate effectively. • Comfort working remotely and contributing to distributed teams. Preferred Qualifications: • Experience with AI/ML or LLM evaluation in a biology context. • Hands-on experience with NGS pipelines, CRISPR workflows, AlphaFold, or PyMOL. • Published research or contributions to open-source projects in computational biology or bioinformatics.

Job Title: Software Developer Job Type: Contract Location: Remote Our team is selecting skilled Software Developers to support a customer's innovative project. In this role, you'll apply your coding expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your development skills are what matter. As an expert, you will be creating Reinforcement Learning Environments which test an AI model's ability to solve practical software problems related to fixing code, building small features, and writing clean, working solutions. You will be tasked with creating a reproducible environment and a golden reference solution for the problem. Scope of Work • Contribute clear code samples, debugging approaches, and development insights in Python3, Java, Rust, Go, C++, or TypeScript. • Identify, troubleshoot, and resolve common software bugs and logic errors across different codebases. • Build small to medium features, following good coding practices and keeping solutions easy to understand. • Clean up and improve existing code to make it more readable and reliable. • Document your reasoning, approach, and code decisions to support AI training data quality. • Review peer-contributed code and technical submissions for correctness and clarity. Preferred Qualifications • 1+ years of hands-on experience in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript. • Solid understanding of core algorithms, data structures, and everyday software engineering practices. • Ability to debug real code, find the root cause of issues, and fix them cleanly. • Comfortable working across different codebases and picking up unfamiliar code. • Good documentation and communication skills to explain your technical decisions clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required).

Job Title: Member of Technical Staff, Vulnerability Researcher Job Type: Full-time Location: Remote The Role We're building AI systems that push the frontier of what software can do. As a Member of Technical Staff, Vulnerability Research, you'll operate like an internal adversary—discovering novel attack paths before anyone else does. You'll research emerging threats across AI agents, cloud infrastructure, developer platforms, and production systems, partnering closely with engineering to make our stack fundamentally more resilient. What You'll Do • Conduct advanced offensive security research across cloud infrastructure (AWS, GCP), production services, internal tooling, and AI platforms. • Design and execute realistic adversary simulations targeting identity systems, cloud control planes, supply chains, and distributed architectures. • Discover and exploit vulnerabilities across proprietary applications, APIs, infrastructure-as-code, CI/CD pipelines, and AI-powered developer workflows. • Research emerging attack vectors against LLMs, AI agents, retrieval systems, MCP integrations, prompt orchestration, and autonomous workflows. • Reverse engineer critical services to uncover architectural weaknesses, novel exploitation techniques, and previously unknown vulnerability classes. • Simulate insider and advanced persistent threat scenarios, evaluating privilege escalation, lateral movement, and defense evasion techniques across modern enterprise environments. • Build custom offensive tooling, automation frameworks, fuzzers, and proof-of-concept exploits to accelerate vulnerability discovery. • Partner closely with infrastructure, product, and AI engineering teams to validate fixes, improve secure-by-design practices, and raise the overall security bar. • Publish internal research, document attack methodologies, and help shape long-term security strategy. What We're Looking For • Proven experience in offensive security, vulnerability research, red teaming, or exploit development. • Deep understanding of cloud security across AWS and GCP, including IAM, networking, Kubernetes, containers, and identity systems. • Strong background in application security, code auditing, reverse engineering, and vulnerability discovery. • Experience identifying weaknesses across modern software supply chains, CI/CD systems, APIs, and infrastructure automation. • Proficiency in Python, Go, Rust, C/C++, or similar languages used for security research and offensive tooling. • Strong understanding of operating system internals, networking, authentication protocols, and modern security architectures. • Ability to independently investigate ambiguous problems and develop novel attack techniques. • Excellent written communication skills with the ability to explain complex vulnerabilities to engineering teams. Preferred • Experience researching AI/LLM security, including agentic systems, prompt injection, tool abuse, indirect prompt attacks, jailbreaks, model manipulation, RAG security, or autonomous workflows. • Experience discovering zero-day vulnerabilities, developing exploits, or contributing to offensive security research. • Published CVEs, conference talks, blog posts, open-source security tooling, or participation in bug bounty programs. • Experience with macOS internals, endpoint security, virtualization, or hardware-backed security technologies. • Familiarity with fuzzing, symbolic execution, binary analysis, or compiler security. • Contributions to the broader security research community. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$200,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Computational Biology & Cheminformatics Expert Role Type: Contractor Location: Remote Our team is engaging Computational Biology & Cheminformatics Experts to contribute their expertise to a customer’s computational drug discovery project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and interpret small-molecule and drug discovery datasets using advanced computational biology, bioinformatics, and cheminformatics methods. • Curate, annotate, and validate chemical and biological datasets (e.g., ChEMBL, PubChem, DrugBank) to support AI-driven discovery platforms. • Evaluate compound-target interactions, ADMET properties, and lead optimization strategies by integrating chemical, biological, and clinical data sources. • Provide expert insights on structure-activity and structure-property relationships (SAR/SPR), medicinal chemistry approaches, and experimental design considerations. • Build and implement code-based benchmark tasks (e.g., terminal/CLI-based environments) that reflect realistic computational drug discovery scenarios. • Develop reproducible environments (e.g., using Docker) and automated testing pipelines to ensure task correctness and solvability. • Assess and review AI-generated outputs for scientific rigor, accuracy, and practical relevance, delivering detailed written feedback and recommendations. Preferred Qualifications • Advanced expertise in Computational Biology, Cheminformatics, Medicinal Chemistry, Biochemistry, or related fields; advanced degree (PhD, MSc, PharmD) highly valued but not strictly required. • Strong coding proficiency in Python (beyond analysis scripts), with hands-on experience building tools, pipelines, or testable code; familiarity with Git, GitHub, and Docker. • Extensive experience with cheminformatics toolkits and platforms such as RDKit, KNIME, Schrödinger, OpenEye, or MOE. • Proven track record in small-molecule drug discovery, SAR/QSAR evaluation, ADMET prediction, or virtual screening workflows. • Comfort working with public chemical and bioactivity databases and integrating diverse datasets for scientific analysis. • Demonstrated ability to clearly communicate complex chemical and biological concepts in written feedback and reports. • Experience participating in multidisciplinary and/or remote projects; familiarity with AI-assisted coding tools is a plus.

Role Title: Molecular Biology Expert Role Type: Contractor Location: Remote Our team is engaging Molecular Biology Experts to contribute to a customer's project focused on advancing AI technology with authentic, expert-driven data. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze molecular biology data, experimental protocols, and scientific literature for relevance and accuracy. • Develop high-quality content, annotations, and explanations based on current molecular biology concepts, techniques, and findings. • Evaluate AI-generated outputs for scientific validity, clarity, and alignment with established molecular biology standards. • Provide detailed feedback on molecular biology topics to improve AI system understanding and performance. • Create or curate real-world scenarios, questions, and datasets reflecting key molecular biology challenges. • Collaborate with technical teams to refine project deliverables and ensure scientific excellence. • Contribute insights on emerging molecular biology trends and applications as needed. Preferred Qualifications • Advanced degree (MS, PhD, or equivalent) in Molecular Biology, Biochemistry, Genetics, or a related life science field. • Demonstrated expertise in experimental design, data analysis, and interpretation of molecular biology results. • Strong familiarity with contemporary laboratory techniques such as PCR, sequencing, CRISPR, or protein analysis. • Proven track record of scientific writing, publishing, or peer review in molecular biology or related disciplines. • Ability to communicate complex scientific concepts clearly and accurately for diverse audiences. • Experience collaborating across interdisciplinary teams or contributing to multi-expert projects is an asset. • Curiosity about AI technologies and enthusiasm for shaping their application within the molecular biology domain.

Job Title: Backend Engineer Job Type: Contract Location: Remote Our team is selecting skilled Backend Engineers to support a customer's innovative project. In this role, you'll apply your server-side development expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your development skills are what matter. As an expert, you will be creating Reinforcement Learning Environments which test an AI model's ability to solve backend software problems related to fixing code, building APIs, and improving data handling and performance. You will be tasked with creating a reproducible environment and a golden reference solution for the problem. Scope of Work • Contribute clear code samples, debugging approaches, and development insights in Python3, Java, Go, Rust, C++, or TypeScript. • Identify, troubleshoot, and resolve backend bugs, data handling issues, and performance bottlenecks. • Build small to medium features, including APIs and database logic, following good coding practices. • Improve existing backend code and database queries for better clarity, efficiency, and reliability. • Document your reasoning, approach, and code decisions to support AI training data quality. • Review peer-contributed code and technical submissions for correctness and clarity. Preferred Qualifications • 1+ years of hands-on experience in at least one of the following: Python3, Java, Go, Rust, C++, or TypeScript. • Solid understanding of API design, databases (SQL or NoSQL), and core data structures. • Ability to debug backend issues, find root causes, and fix them cleanly. • Comfortable working across different codebases and picking up unfamiliar systems. • Good documentation and communication skills to explain your technical decisions clearly. • Interest in or curiosity about AI and its technical challenges (previous AI experience not required).

Job Title: Growth Manager Job Type: Full-time Location: Remote Job Summary Join our team as a Growth Manager, where you will own and execute go-to-market strategies across high-priority Ideal Customer Profiles (ICPs) for our Enterprise AI customers (Cortex). This is a great opportunity to drive market impact, directly influence growth direction, and work hands-on with leadership to shape how we generate pipeline and expand into new markets. Key Responsibilities • Own growth strategy and execution across priority ICPs, including account research, market mapping, outbound initiatives, follow-up, and performance tracking. • Interpret market signals, company triggers, and buyer priorities to craft compelling messaging that aligns Cortex's solutions with the most valuable opportunities. • Lead GTM initiatives, including developing event strategies, campaign narratives, and thematic market research. • Collaborate closely with leadership on high-value accounts, strategic partnerships, and new growth initiatives. • Analyze growth performance, iterate on GTM strategies, and continuously improve top-of-funnel effectiveness. Required Skills and Qualifications • Demonstrated experience in growth, go-to-market strategy, business development, sales, venture capital, private equity, or similar commercial roles within fast-paced, dynamic environments. • Exceptional written and verbal communication skills, with a proven ability to translate complex ideas into compelling, actionable messaging. • Strong research, analytical, and market mapping abilities. • Comfortable owning ambiguous problems from idea to execution. • Experience developing outbound strategies, supporting GTM initiatives, or driving top-of-funnel growth. • Collaborative mindset with the ability to partner effectively with cross-functional teams and senior leadership. • Highly organized, detail-oriented, and comfortable managing multiple priorities simultaneously. • Self-starter mentality with a passion for identifying opportunities, solving problems, and driving measurable growth. Preferred Qualifications • Experience supporting high-impact GTM initiatives such as event strategy, account-based growth, or strategic partnership development. • Familiarity with enterprise sales cycles and outbound growth strategies. • Prior exposure to SaaS, AI, or technology-driven businesses. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $100,000 –$140,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Role Title: Motion Graphics Artist Role Type: Contractor Location: Remote Our team is engaging Motion Graphics Artists to contribute to a project focused on robotics and human-activity video annotation and evaluation pipelines. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and analyze short video clips of robots or people performing actions, assessing alignment with provided written directives. • Determine the accuracy and completeness of actions based on defined end states and project guidelines. • Compare video samples to identify which better fulfills the specified instruction. • Refine, correct, or augment AI-generated video annotations, including action boundaries, descriptions, and feedback points. • Detect subtle differences in movement, object interaction, and action sequences for precise evaluation. • Document observations and decisions using clear written communication. • Apply detailed rubrics and maintain consistent annotation quality throughout the assignment.

Role Title: Physics Expert Role Type: Contractor Location: Remote Our team is engaging Physics Experts to contribute to a customer's project advancing AI technologies. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Evaluate and annotate scientific data, equations, and experimental findings related to various physics domains. • Create and review problem sets, research summaries, and technical explanations for foundational and advanced physics concepts. • Provide expert feedback on the accuracy and clarity of physics-related content intended for AI training purposes. • Author or edit detailed reports, analytical write-ups, or experimental descriptions to guide AI reasoning and comprehension. • Identify gaps in data quality or coverage and suggest improvements to ensure robust model development. • Collaborate asynchronously with project managers and other subject-matter experts to deliver impactful input and meet key milestones. Preferred Qualifications • BSc, MSc, or PhD in Physics or a closely related discipline. • Proven record of authoring research papers, experimental reports, or technical write-ups in physics. • Strong grasp of classical mechanics, electromagnetism, thermodynamics, quantum mechanics, and modern physics. • Excellent written and verbal communication skills, with meticulous attention to detail. • Experience with data analysis, experimental design, or computational modeling in a physics context. • Ability to articulate and simplify complex concepts for a range of audiences. • Familiarity with collaborative projects and delivering work in a remote environment.

Job Title: Computational Chemistry Expert (PhD) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Design, evaluate, and critique advanced computational chemistry workflows to support AI benchmarking initiatives. • Provide expert-level insights on molecular simulations, electronic structure methods, and cheminformatics pipelines. • Assess and optimize simulation parameters and scientific software configurations for accuracy and reproducibility. • Analyze data from molecular dynamics, quantum chemistry, and drug discovery projects, providing actionable recommendations. • Leverage domain knowledge to guide the development and validation of chemistry-related AI models and tools. • Communicate complex scientific concepts clearly, both in writing and verbally, to technical and non-technical collaborators. • Document findings, methodologies, and best practices to ensure knowledge transfer across the customer’s team. Required Skills and Qualifications: • PhD in chemistry, computational chemistry, or closely related field, or equivalent industry/research experience. • Deep expertise with computational chemistry methods and simulation-heavy environments is desirable. • Proficiency with industry-standard tools such as Gaussian, ORCA, Psi4, NWChem, GROMACS, LAMMPS, AMBER, RDKit, or OpenBabel would be ideal. • Strong scientific programming and analytical workflow experience, especially using Python. • Excellent quantitative, analytical, and scientific reasoning skills. • Outstanding written and verbal communication abilities, with the ability to clearly document and explain technical concepts. • Track record of rigorous scientific problem-solving in complex chemistry domains. Preferred Qualifications: • Experience with AI/ML-assisted chemistry workflows or benchmarking. • Peer-reviewed publications, patents, or contributions to open-source scientific software. • Background in drug discovery, spectroscopy analysis, or reaction prediction/retrosynthesis.

Role Title: Child & Online Safety Expert Role Type: Contractor Location: Remote Our team is engaging Child & Online Safety Experts to contribute to a high-impact customer project focused on online safety and mental-health support for young people. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on developing a robust mental-health safety evaluation framework for vulnerable youth online, leveraging your deep knowledge of crisis-care and digital risk assessment. Scope of Work • Develop comprehensive taxonomies related to self-harm, suicide prevention, eating disorders, and emotional dependency in digital contexts. • Establish best-practice standards for digital support and clinical safety regarding youth and adolescent mental health. • Create detection frameworks to identify, flag, and evaluate potentially harmful online content and advice related to mental-health crises for minors. • Design and refine clinical response rubrics and escalation protocols for at-risk individuals in digital environments. • Collaborate with project leads to ensure that all evaluation benchmarks and guidelines are grounded in current research and clinical best practices. • Offer insights on CSAM-adjacent policy and online exploitation dynamics, enhancing digital child safety protocols. • Deliver clear, actionable written and verbal feedback that shapes the ongoing development of AI safety tools and frameworks. Preferred Qualifications • Licensed therapist, psychiatrist, clinician, or mental-health professional with direct crisis-care experience. • 5+ years of focused work in adolescent mental health, suicide prevention, eating-disorder intervention, or related fields; 8–20 years welcomed for senior contributors. • Demonstrated expertise in clinical risk assessment and intervention in digital or online settings. • Advanced degree, specialized certification, or equivalent operational experience in mental-health or child safety domains. • Experience evaluating or implementing CSAM-adjacent policies, or working within child online exploitation prevention initiatives. • Strong written and verbal communication skills, with the ability to distill complex information for diverse audiences. • High credibility and a recognized track record of impact in clinical, crisis-response, or safety evaluation communities.

Role Title: Biosecurity & Synthetic Biology Expert Role Type: Contractor Location: Remote Our team is engaging Biosecurity & Synthetic Biology Experts to contribute advanced domain expertise to a critical customer's project involving biosecurity evaluation frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop a comprehensive taxonomy for biological misuse scenarios, incorporating current and emergent threats. • Design safe and realistic evaluation scenarios to test biosafety measures and dual-use risk protocols. • Establish robust severity ratings for biological risks, supporting nuanced threat modeling and mitigation strategies. • Conduct rigorous false-negative reviews of draft benchmarks to ensure both protective and pragmatic outcomes. • Advise on lab safety protocols, pathogen containment strategies, and dual-use governance best practices. • Contribute written and verbal insights to documentation, scenario development, and cross-functional communication. • Collaborate with multidisciplinary teams to contextualize biological misuse risks for public-health impact modeling. Preferred Qualifications • 5+ years of experience in biosecurity, biorisk management, synthetic biology, or a related field; 8–20 years preferred for senior contributors. • Advanced degree, professional certification, or equivalent operational experience in biosecurity, synthetic biology, or public health. • Deep familiarity with laboratory safety protocols, dual-use research governance, and biological threat modeling. • Hands-on experience as a biorisk officer, synthetic biology researcher, public-health biodefense specialist, government biosecurity advisor, or lab director. • Demonstrated ability to develop and review threat scenarios and risk taxonomies with high domain credibility. • Exceptional written and verbal communication skills, with a commitment to precise and actionable input. • Experience engaging with multidisciplinary and cross-sectoral teams in research, policy, or safety-critical environments.

Role Title: Russian Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Russian Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Russian and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Russian language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Russian, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Document Reviewer Role Type: Contractor Location: Remote Our team is engaging Document Reviewers to contribute their expertise to a customer’s project involving high-stakes data integrity and security. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Contributors will conduct spot-checks of already transformed data, ensuring thorough review and validation of sensitive information, including personally identifiable data. This opportunity is ideal for professionals keen to make a tangible impact in data quality and privacy. Scope of Work • Perform detailed reviews of documents containing personal identifiable information, ensuring accuracy and completeness post-transformation. • Conduct spot-checks for missed information or inconsistencies within provided data sets. • Identify and flag potential issues related to data integrity, privacy, or formatting. • Document findings clearly and concisely, supporting continuous quality improvement efforts. • Address qualitative questions as part of comprehensive spot-check reviews. • Collaborate with project coordinators to clarify requirements or resolve ambiguities as needed. Preferred Qualifications • Proven expertise in document review, particularly with sensitive and confidential data. • Strong knowledge of personal identifiable information (PII) handling and data privacy practices. • Exceptional attention to detail and a methodical approach to quality assurance. • Experience with spot-checking and auditing large volumes of data. • Clear and effective written and verbal communication skills. • Ability to answer qualitative questions and provide rationale for findings. • Background in compliance, legal, or data privacy roles is advantageous.

Role Title: Polish Bilingual Expert Role Type: Contractor Location: Remote Our team is engaging Polish Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Listen to audio clips in Polish and evaluate the nativeness and fluency of the speaker or model output. • Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. • Document your assessments with clear, concise written feedback in English, noting key linguistic factors. • Provide detailed justifications for each evaluation to ensure clarity and consistency in results. • Collaborate with project coordinators to clarify requirements or address ambiguities in language content. • Contribute insights to help improve AI model performance in Polish language understanding and generation. • Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications • Native-level proficiency in Polish, with strong command of both spoken and written language. • Minimum B2 level proficiency in English, especially for written and verbal communication. • Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. • Experience with audio analysis, transcription, or linguistic assessment is highly valued. • Strong attention to detail and ability to articulate nuanced language differences. • Excellent written and verbal communication skills, with a focus on clarity and accuracy. • Familiarity with media, communications, or teaching is considered an asset.

Role Title: Physics Professor/Researcher (PhD) Role Type: Contractor Location: Remote Our team is engaging Physics Professors and Researchers (PhD) to support a customer's innovative project at the intersection of physics, research, and education. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and review physics problems, solutions, and explanatory content across a broad range of sub-disciplines. • Analyze and evaluate model outputs for scientific validity, clarity, and educational value. • Contribute high-level feedback on complex research topics and theoretical concepts. • Assess and refine AI-generated explanations for accuracy and pedagogical effectiveness. • Collaborate remotely with project leads and fellow experts to standardize best practices in content review. • Produce clear, concise written feedback and participate in asynchronous discussions regarding project advancements. • Leverage your teaching and research experience to ensure authenticity and rigor in all deliverables. Preferred Qualifications • PhD in Physics (or currently pursuing a PhD in Physics with advanced research and teaching experience). • Demonstrated expertise in both theoretical and applied physics domains. • Strong track record of teaching, curriculum development, or mentoring in academic settings. • Experience publishing and critically reviewing scientific research. • Exceptional written and verbal communication abilities, with a keen eye for detail and clarity. • Prior involvement with interdisciplinary projects or educational technology initiatives is a plus. • Comfort working independently and collaboratively in a remote, asynchronous environment.

Role Title: Italian Audio Recording Expert Role Type: Contractor Location: Remote Our team is engaging Italian Audio Recording Experts to contribute to a customer's project focused on large-scale audio data creation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce and deliver clear, high-fidelity audio recordings in native Italian, adhering to detailed project specifications. • Utilize professional-grade audio equipment to achieve optimal sound quality and minimize background noise. • Follow provided scripts or prompts accurately while maintaining natural speech and intonation. • Submit sample recordings as part of the project’s initial evaluation process using your best recording setup. • Collaborate with project managers and technical contacts via written and verbal communication to ensure deliverable quality and consistency. • Provide feedback on recording guidelines and suggest improvements based on your expertise. • Ensure timely completion and secure transfer of audio files according to project protocols. Preferred Qualifications • Native proficiency in Italian, with impeccable diction and pronunciation. • Minimum of three years’ experience in professional audio recording or voice work. • Demonstrated expertise with industry-standard audio hardware and software. • Strong written and verbal communication skills, with attention to detail in documentation and correspondence. • Ability to deliver polished samples using your own high-quality recording equipment. • Experience working with scripted audio projects, such as voiceover, narration, or dubbing. • Previous collaboration on media, tech, or linguistic data projects is a plus. Please note that you will need your professional audio equipment during the interview.

Role Title: Biochemistry Expert Role Type: Contractor Location: Remote Our team is engaging Biochemistry Experts to contribute to a customer's project focused on advancing AI capabilities in the life sciences. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review complex biochemical datasets, research findings, and protocols to provide accurate, expert-level annotation and validation. • Develop and refine content, use cases, and scenarios based on current biochemistry practices for AI model training purposes. • Assess the scientific validity and clarity of biochemistry-related prompts, model-generated outputs, and informational resources. • Collaborate with technical teams to translate domain-specific insights into actionable feedback for improving AI systems. • Identify knowledge gaps, ambiguities, and edge cases within biochemical content to enhance model robustness. • Deliver clear, concise written and verbal explanations of complex concepts to inform AI training processes. • Participate in iterative review cycles to ensure the ongoing accuracy and relevance of biochemistry inputs. Preferred Qualifications • Advanced degree (Master’s, PhD, or equivalent experience) in Biochemistry, Molecular Biology, or a related field. • Demonstrated expertise in biochemical mechanisms, laboratory methods, and current literature. • Strong analytical and critical thinking skills applied to data interpretation and problem solving. • Exceptional written and verbal communication abilities, with a passion for clarity and detail. • Experience contributing to scientific publications, peer reviews, or educational content. • Familiarity with interdisciplinary collaboration, ideally in research, biotech, or health science projects. • Curiosity for technology and openness to leveraging domain knowledge in innovative AI contexts.

Role Title: Tax Advisor (CPA) Role Type: Contractor (Part Time) Location: Remote (US Only) Our team is engaging Tax Advising Experts to contribute to a customer's project focused on tax preparation and advisory services. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Prepare and review personal (Form 1040) and small business (Schedule C, S-Corp 1120-S, Partnership 1065) income tax returns to ensure accuracy and compliance with current tax laws. • Advise on tax optimization strategies and clarify complex tax concepts in clear written and verbal communication for clients. • Assess and critique AI-generated tax advice or content against provided rubrics, delivering concise written feedback to drive model improvement. • Verify documentation and support clients with questions regarding tax filing status, deadlines, and required forms. • Contribute to the development and refinement of evaluation rubrics and grading criteria for tax-related outputs. • Stay up to date with changes in federal and state tax codes relevant to client cases and project deliverables. Required Qualifications • Active CPA license in good standing, with eligibility to practice in the United States. • Extensive experience in preparing and filing both personal and small business tax returns. • Proficiency in current federal tax regulations and at least one state's income tax requirements. • Exceptional written and verbal communication skills, with a strong ability to translate technical tax topics for diverse audiences. • 5+ years of professional tax preparation/advisory experience. Preferred Qualifications • Familiarity with AI model evaluation, red-teaming, or providing feedback on machine-generated outputs (e.g., RLHF), though not required. • Demonstrated ability in drafting rubrics, assessment guidelines, or scoring criteria for complex subject matter. • Experience working with professional tax software such as ProSeries, Lacerte, or Drake is a plus.

Role Title: AI Data Science Domain Expert Role Type: Contractor (Part Time) Location: Remote Our team is engaging AI Data Science Domain Experts to participate in a customer's project focused on advancing AI technology through high-caliber, domain-informed contributions. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This contract is ideal for specialists who routinely develop or review research papers, analytical reports, technical documentation, experiment summaries, or data-driven recommendations. An analytical mindset, meticulous attention to detail, and excellent written communication are essential as you craft, evaluate, and refine prompts, assess AI outputs, and ensure robust data quality. Scope of Work • Review, edit, and refine AI-generated content and data outputs for accuracy, clarity, and relevance based on domain knowledge and project-specific rubrics. • Develop and optimize prompts to steer AI models towards desired outputs, leveraging professional writing and technical documentation skills. • Conduct rubric-based evaluation of AI model performance, providing structured feedback and suggestions for improvement. • Perform independent research to validate facts, enhance data quality, and support robust content evaluation processes. • Contribute to quality assurance efforts by annotating data, fact-checking outputs, and ensuring adherence to analytic standards. • Interpret and summarize complex datasets or findings into clear, actionable reports and technical summaries. • Collaborate asynchronously with project leads and other domain experts to share insights and best practices. Preferred Qualifications • 3+ years of professional experience in Data Science, Machine Learning, Applied AI, Statistics, Quantitative Analytics, or Data Analytics. • Proven track record of producing or reviewing research papers, analytical reports, experiment summaries, notebooks, or technical documentation. • Exceptional analytical reasoning, critical thinking, and attention to detail in written and quantitative deliverables. • Advanced proficiency in professional writing, report writing, and business or technical communication. • Experience with data annotation, content review, or rubric-based evaluation is highly desirable. • Background in prompt engineering, AI output evaluation, fact checking, or RLHF (Reinforcement Learning from Human Feedback) is advantageous but not required. • Master's, JD, MBA, PhD, or other advanced degree preferred; contributors from highly selective universities, leading technology companies, or research organizations are strongly encouraged to express interest.

Role Title: Criminal Lawyer (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Criminal Lawyers with experience in BigLaw Firms to contribute to a unique customer project at the intersection of law and technology. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze and interpret criminal law documents, including statutes, case law, and court filings, to extract relevant insights. • Review and edit complex legal documents for accuracy, clarity, and compliance with established standards. • Summarize legal arguments, decisions, and procedural issues for use in training legal AI models. • Distill and articulate intricate legal concepts and reasoning into concise, accessible language. • Provide actionable feedback on legal content to ensure accuracy and real-world applicability. • Stay current with developments in criminal law and integrate new knowledge into project tasks. • Collaborate remotely with cross-functional teams using digital platforms to deliver project milestones. Preferred Qualifications • JD or LLM degree from an accredited law school and active bar membership. • Substantial experience practicing criminal law, particularly within BigLaw or major law firm environments. • Demonstrated expertise in legal research, analysis, and writing in the context of criminal matters. • Proven ability to review and synthesize large volumes of legal information with exceptional attention to detail. • Strong written and verbal communication skills, with a talent for explaining nuanced legal issues. • Commitment to the highest ethical standards and sound legal judgment. • Interest or experience in legal technology and willingness to adapt to new digital platforms for remote collaboration.

Role Title: Physics Expert (AMO / Optical Properties of Materials) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (AMO / Optical Properties of Materials) to contribute their advanced knowledge to a specialized customer project focused on atomic and optical properties. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Provide expert insights on atomic, molecular, and optical (AMO) physics, with an emphasis on the optical properties of materials. • Review, analyze, and discuss ab initio configuration interaction methods for calculating polarizability in atomic systems. • Offer guidance and critique on atomic-structure calculations, specifically for Yb-171 and Yb-174 isotopes. • Identify and differentiate between sigma and pi transitions in relevant atomic spectra, explaining underlying physical principles. • Participate in adaptive, spoken AI interviews, responding to one question at a time and providing clear, concrete examples from legally shareable research or projects. Preferred Qualifications • Advanced degree (Ms,PhD or equivalent experience) in Physics, with a focus on AMO physics or optical properties of materials. • Proven experience with ab initio quantum chemistry calculations, specifically configuration interaction approaches to polarizability. • Deep understanding of atomic-structure computation techniques, particularly as applied to ytterbium isotopes (Yb-171 and Yb-174). • Strong capability to identify and explain sigma vs pi transitions in atomic contexts. • Demonstrated aptitude for clear, structured written and verbal scientific communication.

Role Title: Physics Expert (AMO / Quantum Information) Role Type: Contractor Location: Remote Our team is engaging Physics Experts (AMO / Quantum Information) to contribute to a cutting-edge research-focused project in collaboration with a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on benchmarking advanced concepts in quantum optics, focusing on cascaded optical parametric amplifiers, SU(1,1) interferometers, and the effects of loss and two-mode squeezing. Contributors may participate as Solvers, Auditors, or Adjudicators, with assignments tailored to subfield specialization, experience, and demonstrated hands-on ability using the specified methods. Scope of Work • Analyze and model cascaded optical parametric amplifiers and SU(1,1) interferometric systems under realistic loss mechanisms. • Apply Bogoliubov transformations and covariance-matrix techniques to quantify quantum correlations and noise properties. • Derive and interpret sideband photocurrent spectra utilizing homodyne detection methodologies. • Implement and critique loss modeling via fictitious beamsplitters, ensuring robust benchmarking against theoretical and experimental scenarios. • Utilize squeeze-parameter hyperbolic identities to characterize entanglement and squeezing performance in lossy quantum systems. Preferred Qualifications • Advanced degree (PhD or equivalent experience) in Atomic, Molecular, and Optical (AMO) Physics, Quantum Optics, or Quantum Information Science. • Proven expertise with Bogoliubov transformations, covariance-matrix formalism, and quantum noise analysis. • Hands-on familiarity with sideband spectra, homodyne detection, and modeling of quantum optical loss mechanisms. • Demonstrated ability applying squeeze-parameter hyperbolic identities in practical research or experimental analysis. • Familiarity with frontier research involving cascaded parametric amplifiers, SU(1,1) interferometry, or two-mode squeezing is highly valued.

Role Title: French Audio Recording Expert (France) Role Type: Contractor Location: Remote Our team is engaging French Audio Recording Experts (France) to participate in a specialized project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce and capture high-quality audio recordings in both French and English, following project guidelines for clarity and accuracy. • Transcribe recorded audio segments, ensuring precise alignment of spoken content with written transcripts. • Annotate audio files with detailed metadata tags and linguistic notes to facilitate effective data utilization. • Review and validate the quality and usability of audio data, identifying and correcting inconsistencies or errors. • Collaborate with project managers and technical specialists to ensure deliverables meet defined standards and objectives. • Follow specific instructions regarding recording environments, equipment settings, and file naming conventions. • Contribute feedback on processes and tools to optimize the workflow for future iterations. Preferred Qualifications • Native-level fluency in French (France) and professional proficiency in English. • Proven experience in audio engineering, sound recording, or related audio production fields. • Expertise in transcription, audio annotation, and familiarity with metadata tagging best practices. • Demonstrated attention to detail, with a track record of delivering high-quality, accurate work. • Familiarity with professional audio recording tools, software, and studio equipment. • Previous involvement in language data collection, speech technology, or linguistic annotation projects is a plus. • Strong analytical skills and the ability to follow detailed project specifications effectively.

Role Title: French Audio Recording Expert (Canada) Role Type: Contractor Location: Remote Our team is engaging French Audio Recording Experts (Canada) to contribute their advanced skills in audio capture and linguistic expertise to an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce and deliver clear, high-quality audio recordings in both Canadian French and English. • Transcribe recorded audio samples with exceptional accuracy, adhering to linguistic best practices. • Annotate audio files and transcripts with detailed metadata tags to enhance data usability for AI training. • Apply rigorous attention to detail in all aspects of audio capture, transcription, and annotation processes. • Collaborate with project teams to ensure consistency, clarity, and quality across all audio assets. • Conduct quality assurance reviews of audio content and metadata as needed. • Document and communicate findings, challenges, and insights throughout the engagement. Preferred Qualifications • Native or near-native proficiency in Canadian French and fluency in English. • Professional background in audio engineering, sound recording, or related audio production fields. • Strong transcription and linguistic analysis skills, particularly with Canadian French dialects. • Experience applying metadata tags and annotating linguistic datasets. • Keen attention to detail and a commitment to delivering error-free work. • Familiarity with industry-standard audio recording equipment and software. • Ability to manage multiple deliverables and meet project requirements with minimal oversight.

Role Title: Portuguese Audio Recording Expert (Portugal) Role Type: Contractor Location: Remote Our team is engaging Portuguese Audio Recording Experts (Portugal) to contribute to a unique project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Produce top-quality Portuguese audio recordings in alignment with detailed project specifications. • Leverage professional-grade equipment to deliver clear, accurate, and natural-sounding speech samples. • Follow defined recording protocols, including file formatting, environment standards, and submission guidelines. • Submit an initial audio sample as part of the project onboarding process, demonstrating advanced technical proficiency. • Collaborate with the project team to ensure consistency, clarity, and authenticity in submitted recordings. • Provide feedback and expertise on optimizing the audio recording process to meet evolving project needs. • Maintain a high standard of linguistic authenticity, with particular attention to native pronunciation and regional nuances from Portugal Portuguese. Preferred Qualifications • Native fluency in European Portuguese, with demonstrable understanding of regional dialects and nuances. • Minimum of three years of hands-on experience in professional audio recording (studio, voice-over, broadcasting, or similar domains). • Proficiency in using advanced audio recording equipment and editing software. • A strong portfolio of relevant audio work, ideally including projects for commercial, broadcast, or academic purposes. • Meticulous attention to detail, with proven ability to deliver clear and high-fidelity speech recordings. • Strong organizational and communication skills, with commitment to timely and accurate deliverables. • Ability to provide a high-quality audio sample using your own professional-grade equipment as part of the engagement process. Please note that you will need your professional audio equipment during the interview.

Role Title: Bankruptcy Attorney Role Type: Contractor Location: Remote Our team is engaging Bankruptcy Attorneys to contribute their specialized legal expertise to a customer's innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Analyze, review, and annotate legal documents specific to bankruptcy law, providing expert feedback and substantive commentary. • Draft sample motions, pleadings, and court filings reflecting common and complex scenarios in bankruptcy proceedings. • Evaluate hypothetical legal scenarios and deliver well-reasoned written explanations and argumentation. • Contribute to the creation of educational content and model training datasets relevant to bankruptcy practice. • Assess model-generated legal answers for accuracy, clarity, and alignment with current U.S. bankruptcy law. • Participate in written and verbal communications, ensuring precise, high-quality input for AI training purposes. • Identify nuances and emerging trends in bankruptcy law that can enhance the project's quality and breadth. Preferred Qualifications • Juris Doctor (JD) degree from an accredited U.S. law school. • Active license to practice law in the United States, with a minimum of 3 and up to 15 years of recent, hands-on bankruptcy law experience. • Direct experience as an independent contributor on bankruptcy matters, including filings, court appearances, and advisory work. • Strong written and verbal communication skills, with a demonstrated ability to explain intricate legal concepts clearly and concisely. • Judicial clerkship experience, particularly for a bankruptcy or federal judge (preferred). • Experience teaching law (e.g., adjunct or guest lecturer) or creating legal instructional materials (preferred). • Editorial experience with a legal journal or law review during law school (preferred).

Role Title: AI Finance Domain Expert Role Type: Contractor (Part Time) Location: Remote Our team is engaging AI Finance Domain Experts to contribute to a customer's project focused on enhancing AI-driven financial applications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity targets professionals with advanced financial acumen from private equity, venture capital, investment banking, equity research, corporate development, investment management, or strategic finance. Contributors will leverage their analytical rigor, financial judgment, and exceptional communication to ensure the quality and relevance of AI model outputs in finance. Scope of Work • Analyze, review, and edit AI-generated financial content for accuracy, clarity, and relevance. • Develop, refine, and evaluate AI prompts related to financial analysis, valuation, and investment decision-making. • Assess and annotate complex financial data, reports, and model outputs using detailed rubrics and best practices. • Author and review technical documentation, investment memos, due-diligence reports, and research summaries. • Evaluate AI output for logical consistency, robustness, and adherence to professional financial standards. • Conduct independent research and fact checking to validate information used by AI systems. • Provide constructive feedback to optimize prompt engineering and improve model performance in finance use cases. Preferred Qualifications • Minimum 3 years of experience in private equity, venture capital, investment banking, equity research, corporate development, investment management, or strategic finance. • Track record of producing high-quality investment memos, valuation analyses, financial models, due-diligence reports, or market research. • Demonstrated critical thinking, analytical reasoning, and attention to detail in fast-paced, data-driven environments. • Exceptional written communication and professional editing skills, with proficiency in technical and business writing. • Experience in prompt authoring, data annotation, content review, or evaluation of AI/model outputs is a strong advantage. • Master’s, JD, MBA, PhD, or other advanced degree is a plus; candidates with backgrounds from highly selective universities or equivalent academic programs are encouraged to participate. • Strong problem-solving ability, independent research experience, and a commitment to quality assurance and fact checking.

Role Title: Biologist Role Type: Contractor Location: Remote Our team is engaging Biologists to contribute their cellular and molecular biology expertise to an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity places a strong emphasis on both written and verbal communication, as you will help define and assess expert-level scientific content. Professionals with hands-on wet lab and CRISPR experience are especially encouraged to participate. Key Responsibilities: • Lead the design, optimization, and execution of CRISPR-based gene editing experiments. • Develop and implement cloning strategies to generate novel constructs and cell lines. • Perform genotyping, PCR-based assays, and sequence analyses to validate genetic modifications. • Design synthetic DNA/RNA sequences and contribute to screening logic for high-throughput workflows. • Collaborate with interdisciplinary teams to translate experimental data into structured formats for AI model training. • Apply molecular biology techniques to study and characterize molecules, organelles, and cellular organization. • Document experimental procedures and results with exceptional clarity and precision, supporting reproducibility and knowledge transfer. Required Skills and Qualifications: • Expertise in CRISPR technology and gene editing workflows. • Extensive hands-on experience with cloning, genotyping, and PCR-based assays. • Strong background in sequence design and molecular screening strategies. • Excellent written and verbal communication skills, with keen attention to scientific detail. • Ability to research and analyze molecular and organelle functions within cells. • Demonstrated commitment to data accuracy, workflow optimization, and experimental rigor. • Self-driven and collaborative, with a track record of contributing to high-impact research projects. • Bachelor’s degree or higher in Molecular Biology, Cell Biology, or a related field. Preferred Qualifications: • Experience with the development or evaluation of rubrics, especially for AI and data annotation workflows. • Familiarity with designing datasets or protocols for AI training and human review processes. • Previous collaboration with interdisciplinary or remote teams on data-driven biology projects.

Competitive Coder — Contest Application You're invited to compete in our CompCode Contest, a live competitive programming contest we're running on Codeforces for top applicants across our open roles. Location: Remote Required Skills and Qualifications • Expertise in competitive programming and coding problem analysis. • Advanced proficiency in C++ for implementing robust checker solutions. • Strong analytical abilities to interpret complex problem constraints and multiple solution paths. • Exceptional written and verbal communication skills; ability to articulate technical details clearly. • Meticulous attention to detail in code validation and output consistency. • Experience working independently in a remote, collaborative environment. • Commitment to producing high-quality, well-documented code under tight deadlines. Preferred Qualifications • Prior experience as a problem setter, tester, or checker on major competitive programming platforms. How It Works 1. Submit your application with your Codeforces handle below. 2. If you qualify, our team will send you an official invitation to compete in the contest on Tuesday, July 14th at 10:00 AM PST. A Couple Things to Keep in Mind • Applications close in 24 hours, so don't wait. • Please apply with the same email you used on Our team, and use one Codeforces handle throughout. This is how we track your results, so it matters.

Role Title: Pharmacology Expert Role Type: Contractor Location: Remote Our team is engaging Pharmacology Experts to contribute their specialized knowledge to a customer-driven project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and evaluate pharmacological content for accuracy, clarity, and real-world relevance. • Develop and curate scenarios, case studies, and datasets related to pharmacokinetics, pharmacodynamics, drug interactions, and therapeutic applications. • Provide expert feedback on AI-generated responses for pharmacology queries, ensuring scientific rigor and clinical adherence. • Translate complex pharmacology concepts into accessible information for AI model training purposes. • Identify gaps or inaccuracies in existing materials and propose data-driven improvements. • Collaborate with interdisciplinary teams to refine guidelines and datasets in line with the latest pharmacological standards. • Document methodologies and rationales behind pharmacological decisions and recommendations within project deliverables. Preferred Qualifications • Advanced degree (PharmD, PhD, MD, or equivalent) in Pharmacology, Pharmaceutical Sciences, or a closely related field. • Demonstrated expertise in clinical, molecular, or systems pharmacology. • Experience authoring, reviewing, or teaching pharmacology-related content in academic, clinical, or industry settings. • Familiarity with current global guidelines, regulatory standards, and best practices in drug therapy and safety. • Strong analytical and critical evaluation skills—able to discern nuances in complex pharmacological data. • Ability to communicate complex scientific ideas clearly and concisely to diverse audiences. • Previous participation in digital, AI, or data annotation projects is an asset but not required.

Role Title: Logistics & Supply Chain Management Specialist Role Type: Contractor Location: Remote Our team is engaging Logistics & Supply Chain Management Specialists to contribute expertise to a customer's project focused on optimizing supply chain processes and documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement prioritizes professionals with advanced knowledge of global logistics, an analytical mindset, and fluency in English. Scope of Work • Review, analyze, and provide input on logistics documents such as packing lists, bills of lading, and inventory registers for authenticity, accuracy, and industry compliance. • Develop and annotate sample documentation to highlight best practices in logistics and supply chain management. • Evaluate and suggest improvements in current supply chain workflows based on real-world experience. • Deliver detailed feedback on logistics-related scenarios, focusing on document structures and process optimization. • Collaborate with project teams to clarify requirements and explain complex logistics concepts through clear communication. • Participate in quality assurance processes by validating the relevance and correctness of supply chain data sets. • Contribute to the creation of training materials and resources reflecting industry standards and nuanced supply chain challenges. Preferred Qualifications • 3+ years of hands-on experience in logistics and supply chain management, particularly with packing lists, bills of lading, and inventory registers. • Comprehensive understanding of logistics workflows, documentation, and global supply chain operations. • Ability to communicate complex technical concepts with clarity in English. • Meticulous attention to detail when reviewing and creating supply chain documentation. • Proven analytical skills and experience identifying process improvements in a logistics context. • Master’s degree in Supply Chain Management, Logistics, or a related field is a plus. • Comfort working independently in a remote, collaborative environment and delivering timely, high-quality contributions.

Role Title: Nuclear & Radiological Security Expert Role Type: Contractor Location: Remote Our team is engaging Nuclear & Radiological Security Experts to support a customer’s initiative focused on defining standards for nuclear-safety evaluations, information abstraction, and escalation protocols. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Define evaluation scope and standards for nuclear and radiological safety, nonproliferation, and security. • Develop frameworks for safe abstraction of sensitive or classified information in technical contexts. • Establish robust escalation thresholds and protocols for handling nuclear security risks in research and operational scenarios. • Contribute expert guidance on benchmarking nuclear and radiological risk assessments, ensuring effective nonproliferation safeguards. • Review, refine, and validate technical guidelines for nuclear/radiological safety in support of advanced-model training. • Collaborate with multidisciplinary stakeholders to ensure safety standards protect national and global security interests while enabling legitimate scientific progress. • Document best practices and decision rationales for information security and compliance in nuclear domains. Preferred Qualifications • 5+ years of relevant experience in nuclear physics, radiological safety, nonproliferation, or nuclear safeguards (ideally 8–20 years for senior contributors). • Advanced degree, professional certification, or equivalent operational experience in nuclear or radiological domains. • Proven background with government agencies, national laboratories, regulatory bodies, or academic research in nuclear security or policy. • Thorough understanding of nonproliferation frameworks, international safeguards, and weapons-relevant controls. • High credibility and recognition in nuclear or radiological safety communities. • Exceptional written and verbal communication skills, with the ability to translate complex technical topics for diverse audiences. • Experience contributing to or overseeing security evaluations, compliance protocols, or risk assessments within sensitive technical environments.