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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.

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: Medical Doctor - Physician Expert Role Type: Contractor - Part-Time, contract (min. ~15 hrs a week) Location: Remote, US only Our team is engaging Medical Doctor - Physician Experts to contribute to a customer’s advanced healthcare 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 analyze patient and operational data to enhance healthcare outcomes, using your clinical acumen to inform the development and refinement of intelligent systems that support medical decision-making and workflow improvements. Scope of Work • Analyze and annotate clinical scenarios, patient cases, and healthcare data to guide AI algorithm development. • Review and provide expert feedback on AI-generated medical content, ensuring clinical accuracy and relevance. • Apply knowledge of diagnostic analysis, medicine, physiology, and healthcare protocols to diverse data sets. • Translate complex clinical terminology and workflows into actionable guidance for AI model training. • Collaborate with cross-functional teams, including data scientists and engineers, to refine project objectives and deliverables. • Assess AI system outputs, identifying areas for improvement based on real-world clinical experience. • Maintain high standards of data security, privacy, and ethical compliance throughout all project tasks. Preferred Qualifications • Current or recent experience in US clinical practice with completion of residency (consideration for those in final year). • Expertise in diagnostic analysis, general medicine, clinical protocols, and physiology. • Preference for contributors from general specialties such as internal medicine, family practice, or emergency medicine; select subspecialties also welcome. • Strong command of clinical terminology and ability to communicate complex concepts in writing and verbally. • Demonstrated analytical skills and attention to detail in clinical and data-driven contexts. • Experience interpreting and working with electronic health records, patient data, or medical documentation. • Commitment to accuracy, compliance, and the advancement of healthcare through innovative technology. What to expect: • AI Interview (~25 min), a short conversational screen to assess your experience and fit for the role. • Short questionnaire, if the interview goes well, we'll invite you to complete a brief follow-up to confirm fit and gather logistics. • Client review, strong candidates are shared with the client team for final selection. • Offer & onboarding, if selected, you'll receive an offer and begin onboarding. Expect to start your first tasks within 24–48 hours of receiving your credentials.

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.

Role Title: Registered Nurse Role Type: Contractor Location: United States, Remote Compensation: $60-$70 USD per hour Our team is engaging Registered Nurses to contribute their expertise to a dynamic project for a valued customer. In this role, you'll apply your inpatient clinical expertise to help train next-generation AI systems. Your work will shape how 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 clinical content and inpatient documentation (nursing notes, progress notes, care plans, orders, lab results, and discharge summaries), ensuring accuracy, clinical soundness, and completeness. • Evaluate AI-generated outputs for clinical accuracy, safety, and appropriateness across a range of inpatient populations and care scenarios. • Apply bedside nursing judgment and knowledge of inpatient workflows, standards of care, and documentation practices to validate and enrich datasets. • Collaborate with project stakeholders via written and verbal communication to clarify requirements and resolve ambiguities in clinical documentation. • Provide high-quality feedback on guidelines and edge cases to improve project workflows and model understanding. Preferred Qualifications • Based in the United States and able to practice as a Registered Nurse in the U.S. • Recent inpatient bedside RN experience. • Broad clinical exposure, with comfort reviewing documentation across different inpatient populations rather than a narrow specialty. • Experience in an academic or large health system setting (e.g., a large teaching hospital), with exposure to complex patients, workflows, and documentation practices. • Previous annotation experience with positive performance reviews. • Proficiency with both written and verbal communication, with a strong attention to clarity and detail.

Role Title: QA Engineer – 2D & Creative Applications Role Type: Contractor Location: Remote Our team is looking for QA Engineers with hands-on experience testing 2D design, animation, illustration, or other creative applications. You’ll use your QA and creative software expertise to evaluate real-world workflows and help improve the quality and reliability of AI systems. Scope of Work • Test 2D and creative applications using real-world workflows. • Identify bugs, usability issues, inconsistencies, and unexpected behavior. • Create and execute test cases for different features and workflows. • Reproduce issues and document clear steps, expected results, and actual results. • Test edge cases and more complex workflows used by designers, illustrators, or animators. • Provide clear feedback on application functionality and user experience. • Work with the team to improve testing quality and coverage. Preferred Qualifications • Professional experience in QA, software testing, or application testing. • Hands-on experience testing 2D, design, animation, illustration, or other creative software. • Familiarity with tools such as Adobe Photoshop, Illustrator, Figma, Sketch, After Effects, Animate, or similar creative applications. • Experience with manual and functional testing, test cases, and bug reporting. • Strong attention to detail and ability to identify visual and functional issues. • Good problem-solving and analytical skills. • Clear written and verbal communication skills.

Job Title: Spanish Voice Actor (Mexico) Job Type: Contract Location: Remote Job Summary: Join our customer's team as a Spanish (Mexico) Voice Actor, where your unique voice talents will shape the future of AI voice technology. In this engaging, remote role, you will contribute your vocal skills to high-impact projects for a leading AI lab, helping train the next generation of intelligent systems. Please note: the interview and project recordings must be conducted using your best audio setup. Key Responsibilities: • Perform high-quality voice recordings in Spanish (Mexico) for AI training applications. • Interpret scripts with clarity, emotion, and natural conversational flow. • Demonstrate versatility by expressing a range of emotions and character nuances as required by project scripts. • Deliver 20+ hours per week of polished, production-ready audio using professional recording equipment. • Follow detailed project guidelines and meet deadlines with consistency. • Collaborate remotely with project managers and technical teams to ensure alignment on script delivery and audio quality standards. • Participate in a technical interview using your actual recording setup, including a live demonstration of script reading and emotional expression. Required Skills and Qualifications: • Native-level fluency in Spanish (Mexico), with excellent pronunciation and diction. • Proven voice acting experience, with a strong portfolio or demo reel. • Outstanding written and verbal communication skills, with a keen attention to detail. • Proficient in operating home studio recording equipment and audio editing software. • Access to a quiet, acoustically treated recording space. • Ability to commit to at least 20 hours of recording work per week remotely. • Strong time management and organizational skills. Preferred Qualifications: • Experience using equipment such as EMU 404 USB Audio Interface, AKG P220 microphone with AKG K271 Mk2 headphones, or Rode NT1 mic. • Background in AI voice data projects or linguistics-related assignments. • Demonstrated ability to adapt vocal style across various genres and emotions. Note: It is highly preferred that you participate in the interview using your best audio equipment and full recording setup, as you will be asked to perform an emotional reading with your gear during the process.

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.

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.

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.

Role Title: Bilingual Cantonese Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Cantonese Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Cantonese psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Cantonese and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Cantonese and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Cantonese clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Cantonese psychiatric frameworks, with a commitment to high standards of professional integrity.

Role Title: Imagery Analyst - AI/ML Training Data Role Type: Contractor (Part-time or Full-time) Location: Remote, US-based. micro1 is engaging Imagery Analyst - AI/ML Training Data experts to contribute to a high-impact customer project centered on drone and maritime sensor imagery. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 refine machine-generated bounding boxes for accuracy on still imagery from drone and maritime sensors. • Identify and annotate objects missed by AI models. • Label data maintaining consistency and adherence to provided guidelines. • Deliver completed annotated images within a secure Navy environment • Maintain steady, reliable throughput of completed images; compensation is based on each image submission. • Transition to annotation of video frames as the project evolves and expands in scope. • Document and communicate any ambiguous cases or guideline questions clearly, demonstrating strong written and verbal skills. Preferred Qualifications • U.S. citizenship and ability to obtain a DoD Common Access Card (CAC) or willingness to engage in the sponsorship process. • Demonstrated attention to detail and consistency performing repetitive, accuracy-critical tasks. • Experience with data labeling, bounding box annotation, or similar data-preparation activities. • Familiarity with aerial, maritime, or sensor-based imagery, especially in daylight and thermal formats. • Track record in high-volume, quality-controlled annotation environments (robotics or autonomous system data-labeling experience is a plus). • Comfort using dedicated software tools for labeling tasks, with a willingness to learn new applications. • Strong written and verbal communication skills for reporting and clarifying labeling requirements.

Job Title: Strategic Project Lead Job Type: Full-Time Location: Remote The Role As a Strategic Projects Lead (SPL), you will own end-to-end execution for projects with our top AI Lab customers. You will translate customer needs into clear project specifications, design and launch data pipelines, and align Operations and 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. • Design and continuously improve pipelines for usability, clarity, quality, and scalability. • Align Operations and domain experts for rapid deployment. • Set delivery milestones and drive a tight execution cadence. • Own client communication, keeping it clear, direct, and consistent. • Manage 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 • Exceptional communication and project management skills. • Strong ownership, urgency, and attention to detail. • Startup and entrepreneurial mindset with a bias toward execution. • Background in data operations, engineering, computer science, or technical project management. • 2+ years of experience leading complex projects or operational workflows. • Ability to turn ambiguity 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 technical or data-intensive projects in a fast-paced startup environment. • Familiarity with data pipelines, AI training workflows, and human-in-the-loop operations. • Technical background in Computer Science, Engineering, or a related field. 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: Medical Coder Role Type: Contractor Location: United States, 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 outpatient 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 domain knowledge is what matters. Scope of Work • Annotate and review outpatient medical records (physician office, clinic, ambulatory surgery, and hospital outpatient encounters), ensuring accurate assignment of ICD-10-CM and CPT/HCPCS codes based on documentation. • Apply Evaluation & Management (E&M) leveling to outpatient visits using official guidelines (medical decision making or total time) to validate and enrich datasets. • Apply outpatient-specific coding conventions, including diagnosis coding guidelines for outpatient services, modifier usage, medical necessity, and linking diagnoses to procedures. • 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. Preferred Qualifications • Active AAPC Certified Professional Coder (CPC) certification is required. • Comprehensive understanding of ICD-10-CM and CPT coding systems and outpatient E&M leveling guidelines. • Hands-on experience coding in outpatient settings (e.g., primary care, specialty clinics, ambulatory surgery centers, outpatient hospital departments). • Experience with diverse clinical documentation types and associated coding challenges, such as office visit notes, procedure notes, and operative reports. • Proficiency with both written and verbal communication, with a strong attention to clarity and detail. • Access to up-to-date official ICD-10-CM, CPT, and HCPCS Level II coding books, as well as E&M guidelines.

Role Title: Bilingual Russian Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Russian Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Russian and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Russian and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Russian and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

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.

Pay: $15-20 USD/hour per approved video Role Type: Contractor Location: Remote Job Description Our team is engaging 360° Vehicle Navigation Video Recorders equipped with cameras such as the Insta360 or GoPro MAX to contribute to a customer project by capturing immersive, high-quality vehicle-navigation footage. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. We are looking for individuals to record their vehicles navigating a variety of real-world environments from a trailing third-person perspective. Assignments may include driving on local roads, completing turns and stops, navigating intersections, entering parking areas, parking, and moving between different road or neighborhood environments. This flexible contract opportunity can fit around trips or commutes you already make. If your planned route matches an available assignment and satisfies its recording requirements, you may claim the assignment and record it during that trip. Those selected for this role may also choose to complete additional recording assignments that do not involve vehicle navigation. Participation in these assignments is entirely optional and based on individual interest and assignment availability. Requirements You must already own or have access to: • A compatible 360° action camera, such as an Insta360, GoPro MAX, or comparable device. • Software capable of reframing and exporting 360° footage in a trailing third-person view. • A secure, vehicle-rated camera mounting system capable of producing the required exterior third-person perspective is strongly preferred. Limited equipment support may be available to qualified individuals who do not already own a compatible mount. Examples of recording style we are after: • [Link 1] • [Link 2] Responsibilities • Select vehicle-navigation assignments from a predefined list. • Capture stable, continuous vehicle-navigation footage from the required trailing third-person perspective. • Record varied local driving with natural turns, stops, intersections, and parking activity. • Export and submit footage according to the assignment requirements. Ideal Applicants • Already use a 360° camera for automotive, travel, action-sports, or driving footage. • Understand camera mounting, stabilization, reframing, and video export. • Drive regularly and can incorporate approved assignments into existing trips. • Pay close attention to camera angle, video quality, and environmental coverage. • Can independently verify footage before submission.

Role Title: Urdu Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Urdu Transcription Experts 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: • Transcribe audio and video content in Urdu with exceptional accuracy and attention to linguistic nuances. • Review and refine existing Urdu transcriptions, ensuring clarity, consistency, and fidelity to spoken content. • Annotate transcripts with relevant metadata and speaker details as required by project guidelines. • Collaborate remotely with fellow linguistic experts and project managers to address queries and improve processes. • Apply in-depth knowledge of Urdu grammar, spelling, and colloquial expressions to deliver polished transcripts. • Maintain a high standard of written and verbal communication throughout all project interactions. • Meet deliverable quality standards and align with project timelines for submission of transcription tasks. Preferred Qualifications: • Native or near-native proficiency in Urdu, including strong command of regional dialects and contemporary usage. • Demonstrated experience in transcription, translation, or linguistic annotation projects, particularly in Urdu. • Expert attention to detail and a commitment to producing error-free transcriptions. • Strong written and verbal communication skills, with the ability to provide clear feedback and explanations. • Familiarity with digital transcription tools and best practices for managing multimedia content. • Proficiency in using remote collaboration platforms to communicate and coordinate with project participants. • Adaptability and eagerness to engage with innovative projects in language technology and data annotation.

Role Title: Mechatronics Engineer Role Type: Contractor Location: Northern America, Latin America, Europe, UK, Oceania. micro1 is engaging Mechatronics Engineers to contribute to a specialized video annotation project for a customer's advanced robotics 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. You will review and annotate video footage of robotic arms performing complex tasks, tagging sessions based on provided grading guidelines. Scope of Work • Review recorded video sessions of robotic arms executing various industrial tasks. • Apply provided grading and annotation guidelines to tag, classify, and comment on each session. • Identify, document, and categorize mechanical or control problems observed in the footage. • Utilize expert understanding of machine movement to pinpoint reasons for operational failures or inefficiencies. • Ensure all annotations are precise, comprehensive, and align with project standards to advance AI training quality. • Collaborate with project coordinators as needed to clarify ambiguities in guidelines or video content. • Deliver consistent, high-quality annotations within the framework and timeline established by the project. Preferred Qualifications • Professional background in Mechatronics Engineering or closely related discipline. • Strong attention to detail, with a record of producing accurate technical deliverables. • Experience supporting AI training or machine learning projects is highly preferred.

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: Senior Field Service Technician Role Type: Contractor Location: Remote Our team is engaging Senior Field Service Technicians to contribute expertise on a customer’s technical 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 interpret complex electrical schematics, hydraulic, and pneumatic diagrams to assess equipment function and fault pathways. • Diagnose faults and performance issues in industrial, HVAC, elevator, heavy equipment, marine, rail, utility, or telecom systems using technical documentation. • Analyze PLC logic and industrial controls to identify root causes of operational issues and recommend evidence-based solutions. • Document clear, detailed written reports of troubleshooting approaches, findings, and corrective actions for use in AI model training. • Evaluate compliance with relevant US codes (NFPA 70/79, ASME A17.1, OSHA) and highlight code-specific requirements based on real project scenarios. • Communicate technical concepts and diagnostic reasoning effectively in written and verbal form for diverse audiences. • Provide expert commentary on practical maintenance, service, and repair strategies based on extensive field experience. Preferred Qualifications • 8+ years of hands-on troubleshooting experience in industrial, HVAC, elevator, hydraulic, heavy vehicle, marine, rail, utility, or telecom equipment. • Advanced proficiency reading and interpreting wiring diagrams, electrical schematics, hydraulic and pneumatic layouts. • Deep familiarity with PLC programming, industrial controls, and fault-finding processes. • Strong working knowledge of US safety and operational codes (NFPA 70/79, ASME A17.1, OSHA). • Exceptional written and verbal communication skills, with the ability to translate complex diagnostics into clear documentation. • Demonstrated capacity to analyze technical information and craft expert-level insights. • Previous experience authoring technical service reports or instructions is a plus.

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.

Job Title: Transactional Attorney Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned 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, ISDA's and Derivatives. • 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. Compensation Structure: Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

Role Title: AI Legal Fellow — Litigation & Motion Practice Job Type: Contractor Location: Remote Job Summary: We are seeking accomplished litigators to join The Winning Motion, a part-time AI fellowship focused on advancing the quality of AI-generated legal advocacy. The fellowship brings together experienced lawyers with strong motion-practice backgrounds to help train and evaluate frontier AI models on one of the hardest remaining problems in legal AI: not simply reaching the right legal answer, but turning sound legal analysis into persuasive advocacy. Fellows will review and evaluate AI-generated motions, identify what separates competent legal writing from exceptional advocacy, and help develop the standards and training data that improve how AI systems frame arguments, use authority, organize facts, and exercise persuasive judgment. We are particularly interested in litigators with a demonstrated record of successful motion practice in federal court and strong instincts for what makes a brief effective before a judge. Key Responsibilities: • Perform simulated motion drafting, briefing, and litigation strategy exercises. • Review and assess AI responses to litigation scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on litigation tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven litigation support solutions. Required Skills and Qualifications: • Substantial experience litigating civil matters in federal court, including motion practice, briefing, and case strategy. • A record of at least 3 motions won in federal civil litigation, with supporting documentation (e.g., court orders or docket entries) required. • 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 across a range of motion types (e.g., motions to dismiss, summary judgment, discovery motions). 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 courtroom experience in a high-impact research environment.

Role Title: Human Intelligence Collector Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. micro1 is engaging Human Intelligence Collectors to contribute their expertise in elicitation and investigative questioning on a specialized 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 those with a background in complex interviewing or intelligence collection, and a keen ability to interpret subtle verbal and behavioral cues. Your written and verbal communication skills will play a pivotal role as you document your reasoning and analysis for technical and non-specialist audiences alike. Scope of Work • Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects • Establish rapport with participants to encourage open communication without applying pressure or coercion • Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies • Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction • Identify and annotate emotional and motivational drivers influencing participants' responses • Document your analytical reasoning in a clear, traceable manner to support downstream review and learning • Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications • 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) • Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks • Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) • Demonstrated ability to clearly justify analytical reads in writing, not just by intuition • Exceptional written English skills with a focus on clarity, precision, and defensibility • Experience working with diverse populations or through interpreters • Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing

Role Title: Medical Communications Manager Role Type: Contractor Location: Remote Our team is engaging Medical Communications Managers to participate in a customer’s project focused on developing advanced AI-assisted tools for medical communications and healthcare provider (HCP) engagement. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Task Authoring & Review: Author and review realistic evaluation tasks based on medical education modules, advisory board summaries, scientific slide decks, HCP materials, and digital medical web content to inform AI tool development. • Compliance & Structural Assessment: Apply expert judgment to evaluate whether AI-generated medical communications content complies with scientific accuracy standards, fair balance rules, and audience-appropriate framing (HCPs vs. patient audiences). • Narrative & Messaging Evaluation: Evaluate tone, strategic messaging, clarity, and visual presentation logic in slide decks and educational assets, ensuring complex scientific concepts are accurately communicated without oversimplification. • Source Attribution: Trace claims, infographics, and slide statements back to underlying scientific literature, trial data, and clinical summaries to ensure complete source data fidelity. • Structured Feedback: Provide clear, structured, and detailed written feedback explaining model successes and deficiencies to help engineers tune model performance. • Framework Refinement: Collaborate with project leads to establish benchmarks, quality rubrics, and evaluation frameworks for MedComms content generation. Preferred Qualifications • Minimum 5 years of experience in Medical Communications, Medical Education (MedEd), or Medical Affairs within a specialized agency, biotech/pharma sponsor, or consultancy. • Direct experience creating diverse MedComms deliverables, including scientific slide decks, advisory board summaries, medical education modules, and web/digital content. • Solid understanding of medical affairs strategy, scientific platform alignment, and regulatory/compliance constraints regarding HCP and patient communications. • Ability to review visual and textual content holistically, ensuring both data integrity and audience engagement. • Exceptional written communication skills with experience providing structured critique and editorial guidance. • Advanced degree in life sciences, pharmacy, or medicine (PhD, PharmD, MD, MSc) or equivalent professional industry experience. • Broad therapeutic exposure; experience in oncology, neurology, or cardiology is highly desirable.

Job Title: Contract Attorney Job 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: • 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: Tagalog Speaking Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Tagalog Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Tagalog psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Tagalog and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Tagalog and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Tagalog clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Tagalog psychiatric frameworks, with a commitment to high standards of professional integrity.

Accounts Payable Analyst: Job Type: Full-time Location: Remote Job Summary: Join our team as an Accounts Payable Analyst, where your expertise in payroll, accounts payable, and payroll taxes will play a pivotal role in maintaining precise financial operations. We are seeking a detail-oriented professional with 2 to 4 years of high-volume AP experience, eager to contribute to a dynamic and collaborative remote environment. This is an excellent opportunity to further develop your career while making a measurable impact on our financial efficiency and accuracy. Key Responsibilities: - Process a high volume of invoices and expense reports with accuracy and timeliness - Reconcile accounts payable transactions and resolve discrepancies promptly - Support payroll processing and ensure the correct application of payroll taxes - Collaborate with internal and external stakeholders to address payment inquiries - Maintain and update vendor records, ensuring compliance and completeness - Assist with month-end closing activities and financial reporting - Continuously seek process improvements to streamline AP operations Required Skills and Qualifications: - 2 to 4 years of hands-on experience in accounts payable, preferably in high-volume settings - Strong knowledge of payroll functions and payroll tax regulations - Proficient in accounting software and Microsoft Excel - Exceptional attention to detail and organizational skills - Ability to analyze and resolve complex discrepancies - Excellent time management and ability to prioritize multiple responsibilities - Strong communication and interpersonal skills Preferred Qualifications: - Experience working in a remote or distributed team environment - Familiarity with large ERP/accounting systems - Post-secondary education in Accounting, Finance, or a related field 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: Compliance Attorney Role Type: Contractor Location: Remote, US-based only. micro1 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. • 3-10+ 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. 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: Bankruptcy Attorney Role Type: Contractor Location: Remote, US-based only 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 10+ 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: Music & Sound Annotation Expert Role Type: Contractor Location: Remote Our team is engaging Music & Sound Annotation Experts to contribute to a customer's project at the forefront of music and audio technology. Your ears are the ground truth. You'll listen to short field recordings and document exactly what's audible — instruments, tempo, key, background sounds, crowd reactions — through a structured web platform built for this project. Later phases involve grading AI model answers against what you actually heard. What you'll do • Listen to 30–90 second field recordings (headphones, your own quiet workspace) and complete structured annotations: which instruments are present, tempo and key, timestamps of background events (traffic, sirens, applause), scene details • Compare paired recordings of the same song captured at different locations and judge what stayed the same and what changed • In later phases: review AI model descriptions of clips and mark what's correct, wrong, or invented, with a brief written explanation • Attend a paid onboarding/calibration session and a short weekly sync Who we're looking for (any of these backgrounds) • Working or gigging musicians, session players, producers, or mixing engineers • Music educators, ear-training instructors, band/choir directors, conservatory students or graduates • Location sound recordists, sound designers, foley artists, or podcast/documentary audio editors Requirements • 3+ years of hands-on music or audio experience • Strong analytical listening: you can pick individual instruments out of a busy, noisy, real-world mix — not just studio recordings • Can identify tempo (within a few BPM) and musical key (relative pitch with a reference is fine) • Comfortable with detail-oriented, repetitive annotation work in a web platform — dropdowns, timestamps, short structured notes • Clear written English for brief, evidence-based notes (e.g., "accordion enters around 0:12") • Quality headphones, quiet workspace, reliable internet • Available 20–25 hrs/week for the engagement window

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: Equity research Expert Role Type: Contractor Location: Remote Our team is engaging Equity research Experts to contribute to a customer's project focused on advanced financial analysis, modeling, and sector 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. Scope of Work • Review, assess, and contribute to datasets modeling real-world equity research analysis, ensuring accuracy and relevance. • Analyze earnings reports, perform estimate revisions, and synthesize peer benchmarking insights for AI training purposes. • Deliver detailed written evaluations of company models, including revenue, margin, cash flow, and valuation drivers. • Produce high-quality, concise written research summaries and event-driven updates based on deep sector expertise. • Develop and articulate investment theses, connecting qualitative and quantitative factors to actionable perspectives. • Identify key industry trends, sector-specific metrics, and company catalysts relevant for fundamental analysis. • Collaborate with project stakeholders to provide feedback on data quality and enhance research-related content. Preferred Qualifications • Extensive experience as a sell-side Research Associate with direct ownership of company models and written research, or as a publishing/lead Research Analyst (titles may include VP or Director). • Track record of independently covering multiple companies through several earnings cycles and maintaining comprehensive models. • Proven ability to connect business drivers to financial outcomes and valuation. • Demonstrated expertise in at least one sector (e.g., banks, insurance, biotech), with the ability to provide deep, specialist insights. • Exceptional written and verbal communication skills, capable of articulating complex financial concepts clearly. • History of performing granular earnings analysis, peer benchmarking, valuation, and event-driven research updates. • Experience formulating and defending investment theses and research views, with accountability for research accuracy and quality.

Role Title: Gmail & Google Calendar AI Assistant Evaluator Role Type: Contractor, Remote Location: United States only Our team is engaging Gmail & Google Calendar AI Assistant Evaluators to collaborate on a customer-driven project enhancing AI assistant quality through real-world task evaluation. In this role, you'll use your everyday experience managing your digital life — email, calendars, bookings, and coordination — to help train and evaluate next-generation AI assistants. Your work will shape how AI models handle the real tasks people delegate every day. Key Responsibilities: • Complete realistic, everyday digital tasks (emailing, scheduling, booking, coordinating) using AI assistant tools under standardized, repeatable conditions. • Give an AI assistant clear instructions for real-world tasks, then carefully review and verify its work for accuracy and completeness. • Apply detailed grading guidelines to evaluate, rank, and annotate assistant responses, providing structured feedback that improves model performance. • Test scenarios involving email threads, calendar invites, online bookings, and multi-person coordination, ensuring coverage of diverse situations and edge cases. • Utilize AI training tools and platforms to record findings and submit evaluation data in alignment with project standards and milestones. • Collaborate with project trainers and contributors to resolve ambiguities, refine guidelines, and ensure evaluation consistency across the team. • Participate in ongoing quality reviews, incorporating feedback to maintain rigorous evaluation standards. Required Skills and Qualifications: • Are based in the US, have an iPhone with iMessage, and have a Facebook or Instagram account. • Daily, hands-on use of Gmail and Google Calendar to run your own life: sending emails, accepting invites, scheduling, and rearranging plans. • Regular experience coordinating with others over email or text — setting up meetups, following up on threads, or confirming shared plans and payments. • Comfort booking things online independently, such as restaurants, appointments, travel, or deliveries. • Experience using AI tools for real, practical tasks, with comfort giving an AI assistant instructions and checking its work. • Exceptional attention to detail and accuracy when reviewing AI-generated output. • Strong written communication skills for clear reporting and timely updates on progress and challenges. • Demonstrated time management and self-organization for independent, remote project participation. Preferred Qualifications: • Prior experience with AI evaluation, data labeling, user testing, or similar feedback-driven projects. • Familiarity with prompt writing and a practical understanding of AI assistant behaviors and limitations. • Experience grading or reviewing AI outputs for accuracy, helpfulness, and safety.

Role Title: Bilingual Malay Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Malay Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Malay psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Malay and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Malay and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Malay clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Malay psychiatric frameworks, with a commitment to high standards of professional integrity.

Role Title: Eating Disorder Specialist (Adolescent) Role Type: Contractor Location: Remote Our team is engaging Eating Disorder Specialist (Adolescent)s to contribute to a customer’s project focused on complex adolescent eating disorder cases. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 assess adolescent eating disorder cases, providing detailed written evaluations of clinical and medical risks. • Apply DSM-5 criteria and validated screening tools (e.g., EDE-Q, SCOFF) to accurately characterize clinical presentations. • Determine medical stability and identify cases requiring urgent escalation using recognized frameworks such as MEED. • Evaluate appropriateness of treatment modalities (e.g., FBT, CBT-E) in relation to the adolescent’s clinical stage. • Identify comorbidities and safeguarding concerns that may influence severity or required intervention. • Produce clear, actionable guidance suitable for non-specialists, grounded in current clinical standards and guidelines. • Benchmark clinical judgments against peers and established guidelines to ensure consistency and quality. Preferred Qualifications • 3–5+ years post-qualification experience working directly with adolescent patients in a clinical setting. • Specialist background in eating disorders, child/adolescent psychiatry or psychology, or adolescent/paediatric medicine with a focus on eating disorders. • Active clinical license or registration in good standing. • Recent experience managing an adolescent caseload, or actively practicing within the past two years. • Proficiency with evidence-based assessment tools (DSM-5, EDE-Q, SCOFF) and diagnostic frameworks. • Familiarity with medical risk assessment protocols (e.g., MEED) and interventions such as FBT or CBT-E. • Excellent written English skills (native, or equivalent to IELTS 7.5+/writing 7.0+, TOEFL 100+, Cambridge C1–C2). • Desirable: Experience in medical stabilization for adolescents, formal FBT or CBT-E training, or expertise in co-occurring conditions such as self-harm or anxiety. 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: 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 $240,000 –$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: Member of Technical Staff, Research Engineering Job Type: Full-time Location: Remote The Role We are seeking a Research Engineer to operate at the frontier of Reinforcement Learning (RL), developing novel environments, training pipelines, and evaluation systems that advance the capabilities of modern AI models. This role sits at the intersection of research and production, translating experimental ideas into scalable, high-performance systems. What You’ll Work On • Architect self-contained RL environments that capture complex, real-world tasks, including reward functions, verifiers, and evaluation logic. • Design and scale episode pipelines and multi-component training processes (MCPs) to support reproducible experimentation. • Build automated data generation systems, leveraging synthetic data to accelerate training cycles without compromising quality. • Develop and integrate AI-driven evaluation and quality assurance systems for automated grading, validation, and feedback loops. • Fine-tune and optimize open-source RL models using internally generated datasets and custom training strategies. • Establish benchmarking frameworks to measure model capability, robustness, and data quality across tasks. • Contribute to the release and analysis of evaluations on internal and external benchmark platforms (e.g., micro1 benchmarks). What We're Looking For • Deep experience in Reinforcement Learning, including environment design and training dynamics. • Strong track record of building and scaling RL systems, pipelines, or experimentation frameworks. • Proficient in automation and data generation, including synthetic data pipelines. • Familiar with automated evaluation systems, model validation, and quality assurance workflows. • Experienced in fine-tuning and evaluating open-source ML models. • Clear, concise communicator with strong technical writing skills. • Comfortable operating in fast-paced, research-driven, and highly collaborative environments. Preferred • Experience publishing benchmarks, evaluations, or research artifacts. • Familiarity with evaluation ecosystems (e.g., micro1 benchmarks or similar frameworks). • Background in scalable infrastructure for large-scale RL experimentation. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$300,000 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: 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.

Role Title: Senior Machinist / Construction & Field Ops Lead Role Type: Contractor Location: Remote (US-based preferred) Our team is engaging experienced Senior Machinists and Construction & Field Operations Leads to contribute to a dynamic customer project focused on technical drawing comprehension and field plan execution. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 those who are passionate about elevating industry standards, enjoy sharing their knowledge, and excel in clear, articulate written and verbal communication. Scope of Work • Review and interpret advanced machining drawings and Geometric Dimensioning & Tolerancing (GD&T) specifications to provide detailed, real-world feedback. • Analyze and comment on CNC setup and programming documentation, offering insights into best practices and troubleshooting common challenges. • Evaluate construction plan sheets, identifying potential issues, missing information, or clarity improvements based on practical field experience. • Interpret drilling and mine plans, drawing on industry knowledge to assess accuracy, feasibility, and regulatory considerations. • Conduct fire and building plan reviews, referencing applicable US codes and standards to ensure safety and compliance in recommendations. • Produce precise written and verbal explanations regarding technical concepts, field implementation, and drawing interpretations as part of project deliverables. • Contribute domain-specific expertise to ensure project outcomes are grounded in authentic, real-world practices. Preferred Qualifications • 10+ years of experience as a master machinist, construction superintendent, drilling engineer, mine planner, cabinetmaker, or fire officer, with a strong track record of interpreting technical drawings and field plans. • Comprehensive understanding of US construction, fire, or mining codes and standards. • Expertise in CNC programming, machining processes, and GD&T application. • Demonstrated ability to analyze and explain complex field or shop scenarios in written and verbal formats. • Experience reviewing fire and building plans with safety and regulatory focus. • Comfort working independently on remote projects, delivering high-quality, detail-oriented input. • Strong commitment to clear, concise, and effective communication to support knowledge transfer and guidance.

Circuit Design Expert Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for a highly skilled Circuit Design Expert to contribute to an AI training project involving electronic hardware, circuit simulation, programmatic EDA workflows, verification, and Python. The work involves creating, solving, reviewing, and validating engineering tasks related to analog, digital, power, mixed-signal, or RF circuits. A representative task may require interpreting circuit requirements, producing or modifying a netlist or hardware description, running simulations or verification tools from the command line, analyzing the resulting outputs, and determining whether the design satisfies its electrical and functional constraints. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On • Design, analyze, and validate analog, digital, power, mixed-signal, or RF circuits. • Translate electrical requirements into schematics, netlists, models, HDL, constraints, or simulation inputs. • Run circuit simulation, synthesis, verification, or related workflows using command-line-accessible tools. • Use Python to generate inputs, automate simulations, run parameter sweeps, control instruments, and analyze results. Required Qualifications • An MS or PhD in Electrical Engineering or a closely related discipline; or • A BS in Electrical Engineering plus at least 1–2 years of relevant professional circuit-design experience. • Meaningful experience designing analog, digital, power, mixed-signal, or RF circuits. • Experience with designs that were fabricated, integrated, shipped, or taped out—not only simulated. • Practical proficiency with Python and coding agents Relevant tools may include ngspice, Xyce, Yosys, Verilator, KiCad scripting, SPICE-compatible simulators, HDL simulators, synthesis tools, or equivalent programmatic EDA software. Experience with a comparable CLI-accessible tool is acceptable. Relevant Python tools may include PySpice, NumPy, SciPy, pandas, Matplotlib, cocotb, instrument-control libraries, EDA APIs, or internally developed automation tools. No single library is mandatory. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Role Title: Mechanical Design Engineer – CAD & Manufacturing Role Type: Contractor Location: Remote Our team is engaging Mechanical Design Engineer – CAD & Manufacturing experts to contribute technical expertise on a customer's engineering 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 and interpret professional engineering drawings, ensuring all relevant details are conveyed for manufacturing. • Translate complex design requirements into clear, manufacturable CAD specifications, with a focus on accuracy and precision. • Produce detailed 2D and 3D models using industry-standard tools (SolidWorks, Fusion 360, Onshape, Inventor, Creo, NX) and reference models in FreeCAD. • Apply advanced principles of tolerancing, dimensioning, and Geometric Dimensioning & Tolerancing (GD&T) to all deliverables. • Document and communicate manufacturing processes and design intent in clear, well-structured written and verbal formats. • Review, critique, and improve existing engineering documentation to enhance clarity and manufacturability. • Contribute insights on design for manufacture (DFM) and help optimize parts for real-world production scenarios. Preferred Qualifications • Extensive industry experience in mechanical design, with parts successfully transitioned from concept through to manufacturing. • Expert-level proficiency in CAD software, with demonstrated capability across multiple platforms (e.g., SolidWorks, Fusion 360, Onshape, Inventor, Creo, NX). • Solid hands-on knowledge of FreeCAD for interpreting or referencing models. • Strong command of drafting standards, GD&T, tolerancing, and the creation of technical documentation suitable for manufacturing. • Deep understanding of various manufacturing processes, material selection, and DFM best practices. • Exceptional written and verbal communication skills, able to document decisions and explain engineering concepts clearly. • Experience collaborating on engineering projects remotely and sharing feedback in a constructive, professional manner.

Mechanical Engineering Expert Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for a highly skilled Mechanical Engineering Expert to contribute to an AI training project involving engineering design, physical modeling, simulation, technical problem-solving, and Python. The work involves creating, solving, reviewing, and validating engineering tasks across structural, thermal, mechanical, and multiphysics domains. A representative task may require translating physical requirements into a computational model, generating the required geometry or mesh, applying materials and boundary conditions, running an engineering simulation, and determining whether the resulting artifact and analysis satisfy the applicable physical and design constraints. This is a very coding heavy role. Candidates must have experience using coding agents in their workflow. What You’ll Work On • Solve and validate mechanical-engineering problems involving design, analysis, simulation, testing, or R&D. • Translate physical systems and engineering requirements into analytical or computational models. • Create or modify geometry, meshes, materials, loads, contacts, constraints, and solver inputs. • Perform structural, thermal, dynamic, fatigue, buckling, vibration, or related analyses. • Use Python to automate model preparation, simulation, parameter sweeps, optimization, postprocessing, and verification. Required Qualifications • An MS or PhD in Mechanical Engineering or a closely related engineering discipline; or • A BS in Mechanical Engineering plus at least 1–2 years of relevant professional experience in mechanical design, analysis, simulation, testing, or R&D. • Strong understanding of applied mechanics and mechanical-engineering fundamentals. • Experience developing analytical, computational, or simulation-based engineering solutions. • Practical proficiency with Python and coding agents. Relevant tools may include CalculiX, Gmsh, Elmer, FEniCSx, CadQuery, OpenSCAD, OpenFOAM, or similar programmatic engineering software. Experience with an equivalent CLI-accessible tool is acceptable. Relevant Python tools may include NumPy, SciPy, SymPy, pandas, Matplotlib, Jupyter, CAD or meshing APIs, finite-element libraries, optimization packages, or domain-specific scientific tools. No single library is mandatory. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

STEM Expert Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled STEM and scientific-domain experts to contribute to an AI training project involving technical problem-solving, scientific reasoning, data analysis, and Python. The work involves solving, reviewing, and validating challenging problems within your area of expertise. A representative task may require analyzing a scientific or mathematical problem, developing a rigorous solution, using Python to perform calculations or simulations, and evaluating whether an AI-generated answer is technically correct. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. Candidates are not expected to be experts across every STEM discipline. We are looking for deep expertise in at least one of the following areas: • Chemistry • Biology • Mathematics • Physics • Earth Science / Geoscience / Environmental Science • Robotics Adjacent scientific or quantitative disciplines may also be considered where the candidate's expertise is directly relevant. What You’ll Work On • Solve complex scientific, mathematical, or technical problems within your domain of expertise. • Review AI-generated solutions for factual, mathematical, and scientific correctness. • Identify incorrect assumptions, reasoning errors, missing constraints, and subtle technical mistakes. • Develop clear and reproducible reference solutions. • Use Python for scientific computation, data analysis, simulations, or solution validation. • Interpret equations, experimental results, datasets, technical diagrams, or scientific literature where relevant. • Perform sanity checks and validate numerical or analytical results. • Compare alternative solution approaches and determine whether conclusions are supported by the evidence. • Clearly explain technical reasoning and corrections. Required Qualifications • Strong expertise in at least one relevant STEM or scientific domain. • Practical proficiency with Python. • Strong scientific, mathematical, or quantitative problem-solving ability. • Ability to reason carefully about assumptions, constraints, edge cases, and sources of error. • Ability to explain complex technical concepts and solutions clearly. • Experience validating, reviewing, or troubleshooting technical work. Relevant Python tools may include NumPy, SciPy, pandas, SymPy, Jupyter, or domain-specific scientific libraries. No particular Python library is mandatory. Expertise may come from academic research, industry, teaching, engineering, independent technical work, or other demonstrated experience. A specific degree or number of years of experience is not strictly required if you can demonstrate strong expertise in your field. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Role Title: Revenue Operations & CRM Systems Specialist (SaaS) Role Type: Contractor Location: Remote Our team is engaging Revenue Operations & CRM Systems Specialists (SaaS) to participate in a customer's complex systems alignment 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 CRM, billing, and ticketing data to identify areas where operational logic and policies are out of alignment. • Surface and document instances of policy conflicts, outdated automations, duplicate entities, permissions mismatches, and ambiguous or undocumented processes. • Draft precise operational prompts and recommendations that outline the correct handling of complex or ambiguous scenarios within the SaaS revenue stack. • Evaluate and articulate the desired state of underlying data, correcting discrepancies and ensuring logical consistency across systems. • Record your reasoning, including rationale for changes made and areas intentionally left untouched, to support transparent operational decision-making. • Apply critical judgment and operational expertise when faced with conflicting rules or cascading changes that impact multiple systems. • Deliver thorough written documentation that can serve as reference for both technical and non-technical stakeholders. Preferred Qualifications • 5–10 years of hands-on experience in revenue operations, sales operations, customer success operations, or SaaS implementation and onboarding with direct system ownership. • Demonstrated ability to personally configure CRM systems (fields, workflows, validation rules, permissions) rather than delegating these changes to others. • Experience working with at least two adjacent SaaS revenue tools such as billing/subscription management, CPQ/quoting, ticketing/support, project tracking, or automation/integration platforms. • Background in SaaS environments, especially in fintech, healthtech, insurtech, or companies with complex, multi-product implementations. • Proven ability to assess and manage changes that cascade across interconnected systems, ensuring comprehensive operational integrity. • Comfort navigating and documenting grey areas and exceptions in written policy, particularly around renewals and entitlement changes. • Professional English proficiency, with strong skills in articulating nuanced reasoning and operational trade-offs in both written and verbal communication.

Role Title: Contracts Attorney Role Type: Contractor Location: Remote (US Based) Our team is engaging Contracts Attorneys to contribute to a confidential project at the intersection of law 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. The work draws directly on day-to-day commercial contracting practice: reviewing agreements, marking up drafts, and applying company policy positions the way in-house counsel would. Scope of Work • Review and redline commercial agreements, including MSAs, NDAs, DPAs, and similar documents, in accordance with established playbooks and policies. • Analyze drafts to identify key issues and determine applicable company positions and acceptable fallback outcomes. • Draft clear, reasoned written explanations detailing the rationale behind each redline or revision. • Apply advanced contract drafting, negotiation, and technology transactions knowledge to real-world legal documents. • Collaborate with the project team to ensure consistency of standards and interpretations throughout the engagement. • Maintain meticulous attention to detail and uphold high standards of legal writing and contract review quality. • Work independently within a remote, deadline-driven project environment. Preferred Qualifications • Juris Doctor (JD) from an accredited law school and active bar admission in a U.S. jurisdiction. • Minimum of 4 years' experience in transactional practice at a law firm or as an in-house attorney, focusing on contract drafting, review, and negotiation. • Deep familiarity with commonly negotiated commercial provisions, such as limitation of liability, indemnification, confidentiality, and data protection. • Proven ability to synthesize complex legal concepts and deliver clear, actionable written analyses. • Demonstrated sound judgment and a high level of accuracy in contract review and interpretation. • Expertise in technology transactions considered a strong plus. • Adaptability and drive to contribute to a high-impact, innovative legal project in a confidential setting.

Full-Stack Software Engineer Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired as long as there is activity. We are looking for highly skilled Full-Stack Software Engineers to contribute to an AI training project involving software development, technical problem-solving, debugging, system architecture, and code evaluation. The work involves creating, solving, reviewing, and validating challenging software-engineering tasks across front-end and back-end systems and helping with translating full coding builds from one particular language into another. This role requires meaningful hands-on experience across both front-end and back-end engineering. Candidates should be comfortable working throughout the application stack rather than specializing exclusively in one layer. What You’ll Work On • Develop, modify, and debug front-end and back-end application components. • Implement user-facing features and the services, APIs, and data models that support them. • Trace requests and data across browsers, front-end applications, APIs, services, databases, and external integrations. • Work inside unfamiliar repositories and understand existing application architecture. • Diagnose failures involving application state, API contracts, authentication, persistence, networking, and deployment. • Evaluate and improve code written in multiple programming languages. • Review AI-generated solutions for correctness, completeness, performance, security, and maintainability. Required Qualifications • Strong professional experience developing production full-stack applications. • Meaningful hands-on experience with both front-end and back-end engineering. • Production experience with multiple programming languages. • Strong knowledge of browser applications, APIs, application state, databases, and service integration. • Experience understanding and contributing to the architecture of complete software systems. • Ability to work effectively in unfamiliar codebases. • Strong debugging and technical problem-solving skills. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete a technical assessment, if required. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum number of tasks per week. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first tasks within 24–48 hours of completing onboarding.

Senior Database Reliability Engineer: Job Type: Full-time Location: Remote Job Summary: Join our team as a Senior Database Reliability Engineer, where you’ll play a central role in architecting, optimizing, and ensuring the stability of mission-critical PostgreSQL environments. You will leverage your deep technical expertise to drive database reliability, high availability, and performance at scale within a cutting-edge, cloud-native infrastructure. This is an excellent opportunity for talented engineers who are passionate about building robust data systems and thrive in collaborative, fast-paced environments. Key Responsibilities: • Design, implement, and manage highly available, resilient PostgreSQL database architectures using AWS RDS and Aurora PostgreSQL. • Optimize database performance by analyzing query execution plans, tuning indices, and implementing advanced partitioning strategies. • Ensure disaster recovery readiness through robust backup, replication, and failover processes. • Diagnose and resolve slow queries, locks, deadlocks, and complex bottlenecks impacting large-scale databases. • Automate routine maintenance tasks and promote operational excellence across all database environments. • Collaborate cross-functionally to support new features, data migrations, and ongoing application scaling. • Maintain comprehensive documentation and demonstrate excellent written and verbal communication skills. Required Skills and Qualifications: • 5+ years of experience managing and optimizing PostgreSQL databases in production settings. • Expert-level knowledge of PostgreSQL internals, query tuning, indexing, partitioning, and replication. • Proven hands-on experience with AWS RDS and Aurora PostgreSQL, including backup, recovery, and high-availability design. • Strong analytical abilities in troubleshooting slow queries, execution plans, locks, and deadlocks. • Demonstrated experience maintaining large-scale, high-traffic databases with millions of rows. • Deep care for clear, proactive written and verbal communication. • Ability to work independently and collaboratively within a remote team. Preferred Qualifications: • Experience supporting data platforms, analytics workloads, ETL processes, and operational databases. • Familiarity with Infrastructure as Code (Terraform), CI/CD pipelines, and cloud-native service environments. • Exposure to supporting modern data architectures and advanced monitoring tools. 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.

Role Title: Investment Banking Expert Role Type: Contractor Location: Remote Our team is engaging Investment Banking Experts to contribute to a customer's project focused on enhancing financial data analysis, modeling, and industry research processes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 comprehensive company and industry research to inform data-driven AI training initiatives. • Perform and review buyer or target screening, comparable company analysis, and financial modeling tasks. • Build, update, and troubleshoot detailed Excel-based valuation and transaction models, ensuring methodological accuracy and logical consistency. • Prepare and edit materials akin to client presentations or pitchbooks, reflecting transaction execution scenarios and strategic rationale. • Analyze and critique sample materials for numerical errors, weak strategy, or unclear logic, providing actionable feedback for improvement. • Explain accounting treatments, valuation adjustments, deal sensitivities, and trace how key assumptions influence analytical outcomes. • Deliver precise written and verbal explanations of complex financial concepts tailored to diverse audiences, leveraging strong communication skills. Preferred Qualifications • Experience as a former Senior Associate (preferably third-year) or Vice President from an M&A or industry-coverage team at a leading investment bank, established M&A boutique, or sector-focused advisory firm. • Substantial hands-on exposure to live acquisition or sale processes, with a track record of high-quality analysis and client-facing deliverables. • Demonstrated ability to both produce and review analytical and presentation materials, ensuring they meet senior banker or client standards. • Mastery in Excel modeling, including troubleshooting, scenario analysis, and presentation of outputs with clear rationale. • Direct experience conducting company/industry research, target screening, comps analysis, and pitchbook preparation. • Exceptional written and verbal communication abilities, with a focus on clarity, accuracy, and actionable feedback. • Ability to identify and clearly articulate quantitative inaccuracies and strategic weaknesses in transaction materials.

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: Georgian Speaking Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Georgian Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Georgian psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Georgian and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Georgian and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Georgian clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Georgian psychiatric frameworks, with a commitment to high standards of professional integrity.

Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) 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. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for • Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar • A track record building scalable services and APIs • Comfort with debugging, performance work and automated testing • Solid code review instincts Preferred Qualifications • Proven experience in backend development, with a track record of delivering high-quality and performant projects. • Demonstrated success in identifying and resolving software bugs and system bottlenecks. • Experience with codebase refactoring and implementing complex features in large-scale applications. • Strong understanding of algorithms, data structures, and foundational computer science concepts. • Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. Process: • Apply to the role, filling out the screening questions • Complete AI Interview (approx. 15/20 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: Voice Actor/Coaches Role Type: Contractor Location: Remote Our team is engaging Voice Actor/Coaches to participate in a high-impact project supporting advanced AI voice and speech 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 short speech recordings and produce precise, structured written assessments using professional voice terminology. • Identify and describe vocal characteristics such as age, gender, accent or dialect (when confident), vocal quality, resonance, phonation type, pitch, intonation, breath support, rhythm, and tempo. • Evaluate emotional tone, energy, articulation clarity, and overall delivery style, noting nuances between scripted, spontaneous, or conversational samples. • Assess audio production aspects, including room sound, device type (microphone, headset, phone), and recording environment quality (studio or home). • Deliver observations in clear, detailed written reports, using consistent technical language to facilitate AI model training and evaluation. • Collaborate asynchronously via digital platforms, providing objective, high-quality input to enhance voice and speech systems. • Maintain confidentiality and accuracy throughout all analyses and documentation. Preferred Qualifications • Professional background in voice acting, voice coaching, dialect coaching, vocal pedagogy, or similar fields. • Strong understanding of speech analysis, prosody, intonation, phonetics, accent and dialect variation, and vocal quality assessment. • Experience with audio or sound engineering, especially in evaluating recording quality and acoustic environments. • Familiarity with technical vocal concepts such as resonance, placement, and breath control. • Exceptional written and verbal communication skills, with meticulous attention to detail. • Fluency in English (B2 or higher); native proficiency in any language is welcome. • Reliable internet connection and high-quality headphones to ensure accurate audio assessment. Why join: This is an opportunity to contribute your specialized knowledge to a pioneering AI initiative, rewarding true voice expertise. You'll influence cutting-edge technology while enjoying flexible, remote participation and engaging, meaningful work that values accuracy, nuance, and a passion for the art and science of voice.

Role Title: Video Annotation Specialist Role Type: Contractor Location: Remote Our team is engaging Video Annotation Specialists to support a customer’s AI training project focused on video and audio analysis. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 and audio clips, scrutinizing both visual and auditory elements for detailed annotation and assessment. • Evaluate the accuracy of AI-generated descriptions, verifying alignment with provided guidelines and identifying inconsistencies or errors. • Deliver clear, concise written feedback to highlight inaccuracies, ambiguities, or areas of uncertainty in the reviewed content. • Apply consistent judgment to ensure that content labeling supports robust AI evaluation and training objectives. • Flag content that does not meet specified standards or requires further clarification from project leads. • Collaborate with project coordinators and follow project protocols to maintain high annotation quality and data integrity. • Contribute to continual process improvement by suggesting annotation and quality assurance enhancements. Preferred Qualifications • Demonstrated experience in data annotation, labeling, or content moderation — particularly with video or audio data. • Strong English communication skills, with the ability to provide detailed written and verbal feedback. • Keen attention to detail and the ability to apply consistent, objective judgment throughout repetitive tasks. • Familiarity with generalist training, content review, or guideline-based evaluation is advantageous. • Comfort working independently and reliably in a remote project setting. • Adaptability to quickly learn new annotation tools, protocols, and quality standards. • Commitment to upholding data confidentiality and accuracy throughout the engagement.

Role Title: Paid Photo Contributor Opportunity (Aged 50+) Location: Remote Job Summary Our team is recruiting participants aged 50 and older for a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Take and submit photographs of yourself following simple project instructions. • Complete a short questionnaire about yourself and the submitted images. • Complete the project remotely using your own smartphone. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds, physical appearances, and age groups — including older adults, who are often underrepresented in AI training data. We are seeking participation from individuals aged 50 and above across many different communities and backgrounds. Participants of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task Eligibility: 50+ / NAMER, LATAM, EMEA / smartphone

Role Title: Investment & Finance Expert Role Type: Contractor Location: Remote About the Role Our team is partnering with a leading AI lab to hire finance professionals from investment banking, private equity, venture capital, and hedge funds. You'll evaluate and improve how AI models handle financial reasoning, valuation, markets, and real-world investment scenarios. Scope of Work • Assess AI model outputs on valuation, financial modeling, markets, and investment analysis • Create expert-level prompts and reference answers grounded in real deal experience • Flag errors, weak reasoning, and unrealistic assumptions in model responses • Provide domain feedback that directly shapes model behavior Preferred Qualifications • At least one year of experience at a well-known financial firm or legitimate startup (IB, PE, VC, hedge fund, or growth equity), with at least part of this experience within the past 7 years • Undergraduate degree from a top-ranked university • Based in an English-speaking country • Strong written communication in English

Role Title: Data Science Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN) Our team is engaging Data Science Specialists to contribute to a customer's project focused on elevating the quality and impact of business presentations and analytical 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. Scope of Work • Reconstruct, redesign, and enhance data-driven presentations using Microsoft PowerPoint to ensure clarity and visual consistency. • Create compelling visualizations that transform complex data into insights, supporting effective visual storytelling across various audiences. • Edit content for accuracy, flow, and narrative impact while maintaining high standards of written communication. • Apply advanced data analysis and statistical reasoning to interpret datasets and derive actionable conclusions for presentation materials. • Develop analytics reports that summarize key findings, trends, and recommendations with precision and attention to detail. • Critically review and refine existing slides and reports to align with best practices in data visualization and design. • Collaborate on feedback cycles to iteratively improve deliverables based on project-specific requirements. Preferred Qualifications • Expert-level proficiency in Microsoft PowerPoint, with a strong portfolio demonstrating slide reconstruction and advanced presentation design. • Proven ability to distill and visualize complex datasets into accessible, business-oriented insights. • Experience with content editing, data storytelling, and producing analytics reports for diverse stakeholders. • Keen critical thinking skills and exceptional attention to detail in both quantitative and qualitative tasks. • Strong written communication abilities, with a track record of crafting clear, concise, and engaging narratives. • Background in data science, analytics, statistics, or a related field; prior consulting experience is a plus. • Comfort participating in remote, collaborative projects with dynamic requirements and iterative feedback.

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: Software Engineer, Data Platforms Job Type: Full-time Location: Remote The Role This is an AI-native fullstack engineering role building Our team's human data platforms. You'll own features end-to-end, from backend services and data pipelines to the frontends our experts use every day. The role sits between traditional fullstack and research engineering. Coding agents are your primary development workflow, and you'll work closely with research engineers, operations, and product to turn requirements into reliable production systems. What You'll Own • Design and ship fullstack features across backend APIs, data pipelines, and React frontends. • Own client-facing data delivery and platform infrastructure, including exports, access control, and reliability. • Scope work around outcomes, direct coding agents—often in parallel—review changes at the architecture level, and iterate until shipped. • Build and maintain services in Python (FastAPI) and TypeScript. • Contribute to data modeling, schema design, and query performance across relational and document databases. • Partner with research engineering, operations, and product to translate platform needs into production-ready systems. • Improve the frameworks, checks, and evals that make agent-driven development faster without sacrificing quality. • Troubleshoot production issues and build resilient, observable systems. What We're Looking For • Bachelor's degree in Computer Science, Computer Engineering, Software Engineering, or a related field, or equivalent practical experience. • 0–5 years of software engineering experience, or strong shipped projects as a recent graduate. • Strong fundamentals in Python and TypeScript, with experience building CRUD applications using frameworks such as FastAPI/Flask and React. • Working knowledge of databases such as PostgreSQL, MongoDB, or SQLite and core data modeling principles. • Experience deploying services on a major cloud platform (GCP, AWS, or Azure). • Coding agents such as Claude Code, Cursor, or Codex are your default development workflow, and you can clearly explain how you use them. • Ability to turn outcomes into plans, direct agents, verify results, and identify architectural issues agents may miss. • Understanding of agent loops, MCP, tool/data integrations, permissions, and security. • Familiarity with context management, RAG, and evals for testing agent workflows. Preferred • Exposure to RL concepts or environments, including tasks, actions, and rewards. • Experience with coding data pipelines or task-authoring platforms. • Familiarity with CI/CD, deployment pipelines, and DevOps fundamentals. • Experience contributing to team projects, open-source software, or startups. The national pay range for this full-time position is a base salary of $120,000 - $160,000 per year. 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.

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.

Role Title: Video Editor (AI Video Annotation) Role Type: Contractor, Remote Location: North America, Latin America, Europe, UK, and Oceania Our team is engaging Video Editors for a project focused on reviewing and annotating video sessions of robotic arms completing real-world tasks. This is an AI training and video annotation project rather than a traditional editing or post-production assignment. Your ability to analyze footage frame by frame, recognize timing and continuity, and notice small visual changes translates directly to this work. You will identify and label actions, events, and outcomes with precision, helping create reliable training data for next-generation AI systems. No prior experience in AI, robotics, or data annotation is required—your visual judgment and editing background are what matter. Scope of Work • Review video footage of robotic arms performing tasks, following detailed annotation and grading guidelines provided by the customer. • Identify and label actions, object interactions, transitions, task outcomes, errors, and other relevant events within each video segment. • Apply frame-by-frame analysis, timing awareness, and continuity judgment to determine when actions begin, change, and end. • Use dedicated annotation tools to mark video events precisely and consistently. • Flag unclear footage, visual inconsistencies, or ambiguous moments and document your observations in concise written notes. • Contribute to quality control by reviewing annotations and providing constructive feedback when requested. • Complete assigned batches accurately and within established deadlines. Preferred Qualifications • Professional or academic background in video editing, post-production, filmmaking, audiovisual production, or a related field. • Experience reviewing footage closely for timing, continuity, movement, and visual consistency. • Familiarity with editing software such as Adobe Premiere Pro, DaVinci Resolve, Final Cut Pro, Avid Media Composer, or similar tools. • Excellent attention to detail and the ability to maintain accuracy during repetitive frame-level review. • Strong written communication skills, with the ability to document visual observations clearly and objectively. • Experience with video annotation, visual QA, AI training projects, or robotics is helpful but not required.

Role Title: Bilingual Indonesian Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Indonesian Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Indonesian psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Indonesian and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Indonesian and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Indonesian clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Indonesian psychiatric frameworks, with a commitment to high standards of professional integrity.

Job Title: Member of Technical Staff, Coding Research Job Type: Full-time Location: Remote The Role We are seeking a Member of Technical Staff to help advance the evaluation and development of frontier coding agents. Sitting at the intersection of AI research, software engineering, and model evaluation, you will design the benchmarks, methodologies, and data systems that shape how next-generation coding models are measured and improved. What You'll Do • Design and own evaluation frameworks for coding agents, including benchmark specifications, scoring methodologies, rubrics, and quality standards. • Lead end-to-end research initiatives focused on measuring and improving coding model performance across diverse software engineering tasks. • Develop high-quality datasets, golden examples, and evaluation protocols that enable reliable assessment of frontier coding systems. • Analyze model behavior and failure modes, identifying systematic weaknesses and translating findings into actionable improvements for training and evaluation. • Build tooling and infrastructure that support large-scale experimentation, data generation, review workflows, and evaluation pipelines. • Establish best practices for coding-agent assessment, ensuring methodological rigor, reproducibility, and measurement quality. • Partner closely with researchers, engineers, and applied AI teams to design experiments and evaluate emerging model capabilities. • Contribute to technical reports, benchmark studies, and client-facing research initiatives that communicate model performance and insights. What We're Looking For • Strong software engineering background with expertise in Python, C++, or comparable programming languages. • 3+ years of experience in software engineering, machine learning, AI research, evaluation, or related technical disciplines. • Experience designing, reviewing, or validating technical assessments, benchmarks, coding tasks, or evaluation methodologies. • Familiarity with large language models, coding agents, reinforcement learning, model evaluation, or related AI systems. • Proven ability to build tooling, automate workflows, and improve technical processes through systematic experimentation. • Strong analytical skills with the ability to investigate model behavior and derive insights from complex technical systems. • Excellent written and verbal communication skills, including the ability to clearly articulate technical findings to diverse audiences. • Comfortable operating in fast-moving research environments with significant ambiguity and evolving priorities. Preferred • Experience working on frontier AI systems, coding agents, or model evaluation research. • Deep interest in understanding how data, evaluations, and feedback mechanisms influence model capabilities. • Track record of independently driving ambiguous technical or research projects from conception to execution. • Experience designing benchmarks or datasets for machine learning systems at scale. • Familiarity with agentic workflows, tool use, reinforcement learning, or post-training methodologies. • Publications, open-source contributions, or demonstrated technical leadership in AI, machine learning, or software engineering. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$260,000 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.

Role Title: Norwegian Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Norwegian Transcription Experts to contribute to a customer's project focused on elevating AI-driven language 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: • Transcribe audio and video content accurately from Norwegian into written text, ensuring high fidelity to the original material. • Conduct thorough reviews and edits of transcriptions to uphold strict linguistic and formatting standards. • Annotate and categorize speech segments based on specific project guidelines. • Identify and flag ambiguous or unclear audio content, providing context or suggested interpretations where necessary. • Collaborate with project coordinators and other experts to clarify requirements and ensure consistency across deliverables. • Contribute feedback on guidelines and processes to optimize transcription accuracy and workflow efficiency. • Maintain secure handling of confidential information and adhere to data privacy requirements at all times. Preferred Qualifications: • Native or near-native proficiency in Norwegian, with exceptional command of grammar, spelling, and punctuation. • Proven experience in transcription, linguistic annotation, or a related language-focused discipline. • Strong attention to detail, capable of delivering precise and contextually accurate work. • Outstanding written and verbal communication skills, with a focus on clarity and responsiveness. • Familiarity with transcription tools, audio editing software, or linguistic annotation platforms is advantageous. • Ability to meet project milestones through consistent, high-quality output in a remote engagement. • Adaptability and openness to feedback in a dynamic project environment.

Role Title: Litigation Attorney (Commercial Real Estate) Role Type: Contractor Location: Remote, US-based. micro1 is engaging Litigation Attorney (Commercial Real Estate) experts to contribute to a groundbreaking project focused on modeling and evaluating multi-turn commercial real estate disputes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Draft authentic litigation work product, including motions, briefs, demand letters, and discovery, in response to evolving commercial real estate disputes. • Produce turn-by-turn deliverables under senior direction, mirroring the process of submitting drafts for partner review in real practice. • Develop and document rubric items alongside your drafts, explicitly outlining criteria for strong responses to opposing counsel's submissions. • Incorporate senior feedback efficiently each round, demonstrating adaptability with minimal need for redirection. • Ensure continuity in case theory and litigation posture across multiple engagement turns. • Identify and flag procedural uncertainties, missing information, or factual ambiguities needing resolution by the senior or team lead. Preferred Qualifications • Active or lapsed license as a US attorney, admitted in at least one US jurisdiction. • Minimum of 3 years' post-JD litigation experience, emphasizing real drafting, discovery, and motion practice (not solely transactional work). • Proven background in handling commercial real estate litigation related to leases, transactions, development, landlord–tenant issues, zoning, or financing/security interests. • Demonstrated ability to draft complex litigation documents under direction, specifically within commercial real estate disputes. • Exemplary written communication skills in English, with strong mastery of legal register and analysis. • Firm (BigLaw, boutique, or mid-market) experience and exposure to multiple matter types are advantageous. • Previous participation in AI-based legal projects or federal court commercial litigation is a plus. 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.

Puzzle Solver (Coding) Pay: $50–$80/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled coding puzzle solvers to contribute to an AI training project involving algorithmic reasoning, debugging, constrained technical problems, and reproducible software solutions. The work involves solving self-contained coding and technical challenges designed to test the capabilities of advanced AI models. A representative task may require exploring an unfamiliar codebase or terminal environment, understanding a precise objective, implementing a solution, testing it against hidden or explicit constraints, and producing a reproducible final result. What You’ll Work On • Solve self-contained coding, logic, debugging, and technical reasoning challenges. • Analyze unfamiliar problems and translate their requirements into implementable solutions. • Select appropriate algorithms, data structures, and problem-solving strategies. • Work inside terminal-based development environments and existing codebases. • Implement correct and efficient solutions using an appropriate programming language. • Identify ambiguous requirements, edge cases, hidden assumptions, and failure conditions. • Debug incorrect behavior across code, tests, dependencies, and environment configuration. • Develop tests and verification methods that distinguish genuinely correct solutions from superficially plausible ones. • Review AI-generated solutions and identify logic errors, incomplete reasoning, and constraint violations. • Produce clear, reproducible solutions that can be executed and evaluated automatically. • Explain reasoning, implementation decisions, and trade-offs clearly Required Qualifications • Strong algorithmic problem-solving ability. • Proficiency in at least one general-purpose programming language, such as C++, Python, Java, Rust, Go, C#, JavaScript, or TypeScript. • Strong understanding of common data structures and algorithms. • Ability to reason carefully about constraints, complexity, edge cases, and correctness. • Experience debugging unfamiliar code or solving technically ambiguous problems. • Ability to work independently in terminal-based development environments. • Ability to produce reproducible, testable software solutions. • Clear written and verbal technical communication. A public or otherwise verifiable Codeforces profile demonstrating meaningful competitive-programming experience is nice to have. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding. •

Role Title: Family Medicine Physician (MD) Role Type: Contractor Location: United States, Remote Compensation: $100-$120 USD per hour Our team is engaging Family Medicine Physicians to contribute their expertise to a dynamic project for a valued customer. In this role, you'll apply your primary care clinical expertise to help train next-generation AI systems. Your work will shape how 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 clinical content and medical records (office visit notes, assessments and plans, referrals, lab and imaging results, and care coordination documentation), ensuring accuracy, clinical soundness, and completeness. • Evaluate AI-generated outputs for clinical accuracy, safety, and appropriateness across a broad range of patient populations, from pediatrics to geriatrics, and across acute, chronic, and preventive care. • Apply clinical judgment and knowledge of evidence-based guidelines and standards of care to validate and enrich datasets. • Collaborate with project stakeholders via written and verbal communication to clarify requirements and resolve ambiguities in clinical documentation. • Provide high-quality feedback on guidelines and edge cases to improve project workflows and model understanding. Preferred Qualifications • Active MD degree and, ideally, board certification in Family Medicine. • Based in the United States and licensed to practice medicine in the U.S. • Hands-on clinical experience in primary care or family medicine settings (e.g., clinics, community practices, health systems). • Broad clinical exposure across common acute and chronic conditions, preventive care, and multiple patient age groups. • Previous annotation or clinical review experience is a plus. • Proficiency with both written and verbal communication, with a strong attention to clarity and detail.

Role Title: Litigation Attorney (Shareholder / LLC) Role Type: Contractor Location: Remote Our team is engaging Litigation Attorneys (Shareholder / LLC) to contribute to a cutting-edge project focused on evaluating and improving AI systems in the context of complex commercial disputes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 authentic litigation documents each turn under senior direction, including motions, briefs, demand letters, and discovery-related materials relevant to commercial disputes among shareholders and LLC members. • Draft rubric items alongside each submission, clearly articulating the essential elements of a robust response to opposing counsel. • Integrate senior feedback efficiently into subsequent drafts, demonstrating a keen understanding of evolving case theory and posture. • Maintain consistency in legal argumentation and strategy throughout multi-turn simulated litigation scenarios. • Identify and flag ambiguities, procedural gaps, or missing facts, collaborating with project leadership for resolution. • Operate exclusively from public or synthetic fact patterns, ensuring no client-confidential information is used. • Adapt to various document types and shifting project requirements as directed by project leadership. Preferred Qualifications • Licensed US attorney (active or lapsed) with authorization to practice in at least one US jurisdiction. • Minimum of 3 years of post-JD litigation experience with substantive work in shareholder and LLC disputes, including fiduciary duty claims, oppression, buyouts, operating/membership agreement issues, and governance disputes. • Demonstrated mastery in legal drafting for commercial litigation, encompassing discovery, motion practice, and strategic case development. • Proficiency in producing high-caliber written work product under direction, suitable for partner-level review. • Exceptional written English skills with command of legal register and precision in argumentation. • Background with litigation-focused firms (BigLaw, boutique, or mid-market) preferred. • Experience in federal court practice and/or previous AI training or evaluation projects considered a plus.

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 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, ISDAs 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. Compensation Structure: Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

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.

Community Manager: Job Type: Full-time Location: Remote Job Summary: Join our team as a proactive and energetic Community Manager, playing a pivotal role in delivering exceptional customer experiences. You will handle customer complaints and inquiries, manage tickets, and expertly de-escalate conflicts, all while thriving in a dynamic remote environment. If you are driven, adaptable, and passionate about community engagement, we want you on our extended team. Key Responsibilities: • Respond promptly to customer complaints and questions across multiple channels. • Manage and resolve customer support tickets independently with accuracy and efficiency. • De-escalate conflicts and turn challenging interactions into positive outcomes. • Monitor community activities and proactively identify potential issues or opportunities. • Collaborate closely with internal teams to ensure customer needs are met and feedback is shared. • Maintain clear documentation of all community interactions and ticket histories. • Foster a positive, inclusive, and engaging community environment. Required Skills and Qualifications: • Demonstrated experience in customer support or community management roles. • Expertise in conflict de-escalation and crisis management. • Proficient with ticket management systems and support tools. • Strong ability to manage time, prioritize tasks, and work independently in a fully remote setting. • Excellent written and verbal communication skills. • Energetic, resourceful, and solution-oriented mindset. • Proven track record of providing exceptional customer experiences. Preferred Qualifications: • Prior experience working in distributed or remote teams. • Familiarity with online community platforms and moderation best practices. • Experience with data-driven decision-making to improve community engagement.

Role Title: Investment Banking Associate Role Type: Contractor Location: Remote Our team is engaging Investment Banking Associates to contribute specialized financial expertise to a forward-looking 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 deep experience in investment banking and equity research, especially those who actively utilize AI-powered platforms in their daily workflows. You'll play a key part in providing insights on how modern AI tools integrate into the investment banking research, modeling, and deal process. Scope of Work • Deliver real-world insights by sharing how AI tools are incorporated into financial modeling, research, and day-to-day deal analysis. • Produce high-quality example workflows, analyses, or reports using AI platforms relevant to investment banking and equity research. • Evaluate and provide feedback on the effectiveness and accuracy of AI-driven research and modeling outputs. • Detail your approach to leveraging AI in streamlining data collection, financial modeling, or valuation work. • Describe the practical impacts and limitations of AI tools within your project work or across deal cycles. • Participate in collaborative assignments to compare traditional methods with AI-enhanced approaches, highlighting efficiencies and challenges. • Communicate findings clearly through both written and verbal channels to support AI training and optimization. Preferred Qualifications • Substantial background in investment banking, equity research, corporate finance, asset management, or closely related financial analysis and deal-oriented disciplines. • Hands-on, day-to-day experience as an Associate, VP, or Analyst actively involved in research, modeling, and transaction processes. • Direct experience using one or more AI platforms for financial professionals (e.g., Rogo, Hebbia, Model ML, Claude for Financial Services, or similar). • Strong written and verbal communication skills, with a demonstrated ability to articulate technical and analytical concepts to varied audiences. • Ability to outline and contextualize the adoption and integration of AI tools within a team or across project workflows. • Experience in delivering actionable insights and constructive feedback to optimize tools and processes. • Familiarity with evolving trends in financial technology and a passion for advancing industry best practices through innovation.

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: 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: CAD Design Expert (Instructor) Role Type: Contractor Location: Remote Our team is engaging CAD Design Experts to contribute to a customer's project focused on sophisticated multi-part assemblies and parametric 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. Scope of Work • Analyze and interpret product requirements to design robust, manufacturable multi-part assemblies using advanced parametric CAD tools. • Demonstrate design intent and assembly reasoning by making critical decisions on architecture, component placement, and tolerance stack-ups. • Document design rationales, best practices, and DFM (Design for Manufacturability) considerations to guide AI learning workflows. • Create, annotate, and optimize 3D models and assemblies that exemplify expert-level CAD methodologies. • Review and critique sample designs, providing detailed feedback on modeling strategies and design feasibility. • Collaborate asynchronously with the project team, responding to queries and clarifying complex design decisions in clear written and verbal communication. • Contribute educational insights or mentoring content based on your CAD expertise to improve project deliverables. Preferred Qualifications • 5+ years in professional CAD design, with responsibility for leading design decisions on complex assemblies, including architecture, mating strategies, tolerances, and DFM principles. • Mastery of a major parametric CAD software package (SolidWorks, Creo, NX, CATIA, Inventor, Fusion, Onshape, Solid Edge); familiarity with FreeCAD is a plus. • Strong capability to articulate design logic, trade-offs, and assembly intent both in documentation and through interactive discussions. • Experience mentoring, teaching, or enabling others in CAD design, formally or informally. • A recognized CAD credential (e.g., CSWE/CSWP, Autodesk Certified Instructor/Expert Elite, ASME GDTP, SOLIDWORKS Champion) is highly valued and may substitute for a formal experience bar. • Demonstrated ability to collaborate effectively in remote and asynchronous professional contexts. • Attention to detail and commitment to delivering insightful, high-quality contributions.

Role Title: Senior Mechanical Design Engineer Role Type: Contractor (~15hrs/week) Location: Remote Our team is engaging Senior Mechanical Design Engineers to contribute to a customer's project involving complex CAD assembly exploration and AI 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. Scope of Work • Analyze and dissect multi-part mechanical assemblies to identify critical design decisions, constraints, and potential failure points that challenge expert reasoning. • Formulate challenging, non-obvious technical questions that test real-world mechanical design judgment, ensuring relevance and difficulty beyond junior-level understanding. • Validate and document defensible, exact answers directly from CAD models, ensuring clear traceability and accuracy. • Review AI-generated outputs, pinpoint breakdowns or inaccuracies in mechanical reasoning, and suggest targeted improvements. • Flag ambiguous, trivial, or unanswerable questions, refining or sharpening them for clarity and precision. • Thoroughly document edge cases and sources of disagreement within answers to maintain strict verifiability. • Communicate findings and reasoning in clear, professional written and verbal form to support continuous project improvement. Preferred Qualifications • 5+ years of professional experience creating and overseeing multi-part mechanical assemblies from concept, not just from existing drawings. • Mastery in at least one major parametric CAD tool (SolidWorks, Creo, NX, CATIA, Inventor, Fusion, Onshape, or Solid Edge). • Demonstrated experience in teaching, mentoring, or leading — whether through formal instruction, leading design reviews, or coaching engineering teams. • Expertise in design intent, assembly reasoning, mechanism and kinematic analysis, and robust GD&T/tolerance judgment. • Background in at least one discipline: industrial machinery and automation, robotics, automotive and heavy equipment, aerospace and defense, medical devices, consumer products, or tooling and fixture design. • Exceptional written English communication skills — your documentation directly influences project deliverables. • Bonus: Experience with FreeCAD, advanced GD&T/tolerance analysis, or formal design review leadership.

CAD Expert Role Type: Contractor Location: Fully Remote-Open Worldwide Schedule: 15-20 hrs/week. Fully flexible (Can accomodate after hours + weekends if needed) In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your CAD domain knowledge is what matters. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. Scope of Work • Provide expert feedback on manufacturing processes and techniques, drawing on hands-on CAD experience (CAM and CNC workflows especially welcome). • 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. Required Qualifications • Hands-on experience with any CAD platform (e.g. Fusion 360, AutoCAD, SolidWorks, Onshape, Inventor, CATIA, Creo). • Strong written and verbal communication skills with an emphasis on clarity and detail. Preferred Qualifications • Experience with Autodesk tools, particularly Fusion 360 or AutoCAD. • Experience using coding agents and Python. • Background in CAM, CNC machining, or digital manufacturing workflows. • Familiarity with AI tools (LLMs, generative design, AI-assisted workflows) and comfort evaluating AI output. • Experience developing or applying process evaluation rubrics. 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: Open source GitHub maintainer Role Type: Contractor (15 hrs a week) Location: Remote, Open Globally Schedule: Flexible, any hours/days of the week. As long as there is constant activity. micro1 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 a subject-matter expert, you'll review code patches generated by an LLM for the repository (or repositories) you maintain, and provide your professional assessment of each one. Applicants must have clear open source contributions and profiles to showcase it like GitHub or GitLab. Scope of Work • Evaluate code patches generated by LLMs and offer detailed feedback on each one • Provide written justification to support your assessments • Conduct peer reviews of work submitted by other subject-matter experts Preferred Qualifications • Experience maintaining an open source repository. • Experience reviewing code from contributors Process: • Apply to the role, filling out the screening questions • Complete AI interview (aprox. 10 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.

Job Title: Strategic Project Lead, Robotics Job Type: Full-time Location: Remote Your Role: As a Strategic Projects Lead (Robotics), you will own robotics data pipelines end-to-end. You’ll manage everything from data capture to final delivery, ensuring high quality, scalability, and efficiency across the entire pipeline. You’ll work closely with engineering, operations, and finance, and play a key role in driving execution on complex, high-impact projects. What You’ll Do: • Own robotics data pipelines end-to-end with clear accountability for quality and delivery. • Design and optimize large-scale data collection and processing pipelines. • Scale operations by balancing cost, quality, and throughput. • Deploy and manage hardware systems (multi-camera rigs, RGB/stereo/IMU sensors). • Lead data transformation pipelines aligned with strict client schemas and formats. • Identify bottlenecks and build automation for validation, QA, and reporting. • Define and enforce capture protocols, workflows, and operational standards. • Translate client requirements into executable systems and processes. • Work closely with engineering, operations, and finance to drive execution. What We’re Looking For: • Strong experience with robotics or high-throughput data pipelines. • Hands-on with sensor systems, FPS constraints, and multi-camera setups. • Analytical and systems-oriented; able to optimize cost vs speed vs quality. • Clear communicator across technical and non-technical teams. • Experience with large-scale data processing, storage, and delivery systems. • Proven ability to define schemas, protocols, and operational standards. • Track record of driving cross-functional execution and improving systems. • High ownership, fast execution, and comfort in ambiguous environments. Preferred: • Experience scaling robotics data operations from pilot to production. • Built internal tools for data validation, QA, or pipeline automation. • Experience working directly with clients on technical data requirements. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $120,000 –$160,000. 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.

Role Title: Internal Medicine Hospitalist Role Type: Contractor Location: Remote Our team is engaging with Internal Medicine 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 adult inpatient clinical training 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 adult medicine documentation, including HPI, PMH, medication reconciliation, social history, assessments, and plans. • Follow clear guidelines and apply the same standards consistently. • Identify missing, incorrect, or inconsistent information in medical records, including renal- and hepatic-adjusted dosing, medication interactions, and age-appropriate clinical details. • Share feedback to help improve AI models and data quality. Preferred Qualifications • At least 5 years of hospitalist experience. • MD or DO, board certified in Internal Medicine (or Internal Medicine with a Hospital Medicine focused practice designation). • Current or recent inpatient hospitalist experience (within the last 2 years). • Strong understanding of inpatient documentation and hospital workflows, including admission, daily progress notes, transitions of care, and discharge. • 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. 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.

Job Title: Derivatives Counsel (ISDA Specialist) Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned Derivatives 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 with deep experience drafting, reviewing, negotiating, and redlining ISDA Master Agreements and related derivatives documentation. 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 derivatives documentation to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated negotiations and redlining exercises on ISDA Master Agreements. • Review and assess AI responses to derivatives contract scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on derivatives documentation 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 experience in derivatives documentation, with hands-on negotiation of ISDA Master Agreements, LPAs, CSAs and other types of commercial agreements. • Deep familiarity with key ISDA provisions, including events of default, termination events, close-out netting, and collateral terms. • 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. • 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. Compensation Structure: Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

Job Title: Associate Forward Deployed Engineer (aFDE) Job Type: Full-time Location: Remote Work Arrangement: Hourly, with expected weekly hours agreed upfront The Role We’re hiring junior engineers to help scale data ingestion and customer data workflows. You’ll work alongside core FDEs to prepare and transfer data, troubleshoot issues, build scripts and automations, and keep customers informed. You’ll start with clearly scoped responsibilities and receive guidance as you take on more technical ownership. The initial work will combine hands-on engineering with operational execution, with the opportunity to grow into a full FDE role over time. What You’ll Do • Help customers bring their data into the platform, from initial preparation through successful transfer and validation. • Build and improve scripts, integrations, and automations that make data ingestion faster and more reliable. • Investigate and resolve technical issues across APIs, data formats, and transfer workflows, with support from core FDEs. • Monitor active workflows, identify gaps, and verify that customer data arrives complete and accurate. • Work directly with customers and internal teams to communicate progress and move past blockers. • Turn recurring issues into better tooling, documentation, and reusable workflows. • Take on increasingly complex technical work as your experience and ownership grow. What We’re Looking For • Foundational programming skills, including the ability to write and debug basic scripts in Python or a similar language. • Familiarity with APIs and comfort using command-line tools and Git. • A methodical approach to troubleshooting and willingness to ask for help when needed. • Strong ownership, reliability, and attention to detail. • Clear written communication with customers and internal teams. • Ability to follow runbooks, recognize their limitations, and suggest improvements. • Sound judgment around sensitive data and production systems. • Curiosity, initiative, and a desire to take on increasing engineering responsibility. Nice to Have • Experience with SQL, data pipelines, or large datasets. • Familiarity with cloud storage and data-transfer workflows. • Experience working in Linux environments. • Familiarity with formats such as JSON, CSV, or Parquet. • Experience using AI coding tools to build and debug, with careful review of their output. • Experience in a startup or customer-facing technical role.

Role Title: CFD Engineer Role Type: Contractor Location: Remote Our team is engaging CFD Engineers to contribute to a project focused on advancing the capabilities of AI technologies within engineering simulation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 enables you to impact the future of engineering by ensuring that AI systems can accurately interpret, solve, and explain complex computational fluid dynamics challenges across mesh generation, turbulence modeling, multiphase and heat-transfer simulation, solver setup, and verification & validation. Contributors who value accuracy, technical depth, and clear communication—both written and verbal—will find this engagement uniquely rewarding and influential. Scope of Work • Evaluate and solve advanced CFD challenges involving mesh generation, turbulence modeling, multiphase flow, heat transfer, and solver configuration. • Review and assess AI-generated technical responses for correctness, accuracy, and engineering integrity. • Apply practical engineering judgment to simulation scenarios and theoretical fluid-dynamics questions. • Analyze and troubleshoot CFD problems using best practices such as mesh independence, turbulence model selection, boundary-condition specification, and convergence analysis. • Contribute domain expertise to refine and inform the reasoning capabilities of AI in computational fluid dynamics. • Document feedback and provide clear written and verbal explanations that enhance AI learning and performance. • Collaborate remotely within a distributed network of technical experts and project participants. Preferred Qualifications • Bachelor’s degree or higher in Mechanical Engineering, Aerospace Engineering, Chemical Engineering, or a related field with a focus on fluid dynamics or thermofluids; or equivalent practical experience (3+ years) in CFD. • At least 3 years of hands-on experience conducting and validating CFD simulations, including mesh generation, solver setup, turbulence modeling, multiphase/heat-transfer analysis, or post-processing in industries such as aerospace, automotive, energy, marine, HVAC, process, or biomedical. • Deep understanding of Navier-Stokes equations, turbulence modeling (RANS, LES, DES), meshing strategies, boundary-condition specification, and verification & validation practices. • Proven ability to analyze and validate fluid flow, heat-transfer, and multiphysics problems using CFD tools, cross-referencing with experimental or analytical data. • Familiarity with relevant standards and practices (e.g., ASME V&V 20, AIAA CFD verification & validation, ITTC procedures). • Excellent English proficiency with outstanding written and verbal communication skills. • Experience with CFD software (such as ANSYS Fluent, STAR-CCM+, OpenFOAM, COMSOL, or Converge) is a strong plus, as is a documented history of problem-authoring, technical committee service, competition leadership, or peer-recognized contributions in the CFD community. 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: Litigation Attorney Role Type: Contractor Location: Remote Our team is engaging Litigation Attorneys to contribute expertise to a customer's project focused on managing and resolving complex legal disputes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 legal disputes and develop comprehensive litigation strategies based on case specifics and applicable law. • Conduct in-depth legal research on statutes, regulations, and case law to inform project deliverables. • Draft and review a wide range of legal documents, including pleadings, motions, and briefs, for accuracy and relevance. • Assess evidence, contracts, and discovery materials to provide critical analysis and insights. • Provide clear written and verbal explanations of litigation principles, processes, and best practices for project use. • Collaborate with other legal experts to ensure solutions reflect current litigation standards and practices. • Deliver detailed case management recommendations and outline procedural strategies for hypothetical or real-life scenarios. Preferred Qualifications • Juris Doctor (J.D.) degree from an accredited law school. • Active law license in at least one U.S. jurisdiction. • Extensive experience in civil or commercial litigation, including case strategy, discovery, and motion practice. • Demonstrated excellence in legal research, writing, and analysis. • Exceptional written and verbal communication skills, with a focus on clarity and precision. • Strong organizational abilities and attention to detail in managing multiple case assignments or deliverables. • Experience providing consultation or training on litigation topics 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.

Job Title: British English Voice Expert Job Type: Contract Location: Remote Job Summary: We are looking for native British English speakers to support an AI training project focused on evaluating English audio recordings. In this role, you will use your knowledge of British English pronunciation, accents, natural speech, and audio quality to assess recordings and provide accurate feedback. Key Responsibilities: • Listen to and evaluate short British English audio recordings. • Assess whether speech sounds natural and native to British English. • Evaluate pronunciation, accent, fluency, tone, and natural speech patterns. • Identify unnatural, inconsistent, or incorrect elements in spoken English. • Provide clear and structured feedback on audio recordings. • Follow project guidelines and maintain accuracy and consistency. Required Skills and Qualifications: • Native-level British English proficiency. • Strong understanding of British English pronunciation, accents, and natural speech patterns. • B2-level English proficiency or above. • Excellent listening and analytical skills. • Strong attention to detail. • Ability to provide clear written feedback. • Comfortable working independently in a remote environment. • Ability to successfully complete the required screening test. Preferred Qualifications: • Experience as a voice actor, voice coach, audio engineer, or similar professional. • Background in voice-over, speech analysis, audio engineering, or sound production. • Experience in linguistics, phonetics, language teaching, media, or communications. • Previous experience evaluating speech or audio recordings is a plus.

Role Title: Attorney Role Type: Contractor Location: Remote Our team is engaging Transactional Attorneys to contribute to a confidential project at the intersection of law 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. The work draws directly on day-to-day commercial contracting practice: reviewing agreements, marking up drafts, and applying company policy positions the way in-house counsel would. Scope of Work • Review and redline commercial agreements, including MSAs, NDAs, DPAs, and similar documents, in accordance with established playbooks and policies. • Analyze drafts to identify key issues and determine applicable company positions and acceptable fallback outcomes. • Draft clear, reasoned written explanations detailing the rationale behind each redline or revision. • Apply advanced contract drafting, negotiation, and technology transactions knowledge to real-world legal documents. • Collaborate with the project team to ensure consistency of standards and interpretations throughout the engagement. • Maintain meticulous attention to detail and uphold high standards of legal writing and contract review quality. • Work independently within a remote, deadline-driven project environment. Preferred Qualifications • Juris Doctor (JD) from an accredited law school and active bar admission in a U.S. jurisdiction. • Minimum of 4 years' experience in transactional practice at a law firm or as an in-house attorney, focusing on contract drafting, review, and negotiation. • Deep familiarity with commonly negotiated commercial provisions, such as limitation of liability, indemnification, confidentiality, and data protection. • Proven ability to synthesize complex legal concepts and deliver clear, actionable written analyses. • Demonstrated sound judgment and a high level of accuracy in contract review and interpretation. • Expertise in technology transactions considered a strong plus. • Adaptability and drive to contribute to a high-impact, innovative legal project in a confidential setting.

Role Title: Georgian Speaking Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Georgian Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Georgian and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Georgian and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Georgian and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Role Title: Software Engineering Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN) Our team is engaging Software Engineering Specialists to contribute technical expertise to a customer project focused on advanced presentation design and technical 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 opportunity allows you to leverage your background in software engineering and technical communication to influence the future of intelligent systems. Scope of Work • Analyze and reconstruct technical presentation slides for enhanced clarity and visual impact. • Design visually compelling presentations that communicate complex software engineering concepts effectively. • Develop and integrate data visualizations to support technical narratives within presentations. • Edit and refine content to ensure accuracy, coherence, and alignment with industry best practices. • Document system architectures and engineering processes in clear, structured formats. • Apply critical thinking to evaluate and improve the storytelling flow of technical materials. • Collaborate asynchronously to deliver well-organized, high-quality deliverables for AI training purposes. Preferred Qualifications • Proven background in software engineering and familiarity with modern system architecture. • Advanced proficiency in Microsoft PowerPoint and presentation design principles. • Strong skills in data visualization and transforming technical data into engaging visuals. • Experience with technical documentation and content editing for engineering audiences. • Exceptional attention to detail and ability to identify areas for improvement across materials. • Excellent written communication and the ability to convey technical topics to diverse audiences. • Demonstrated critical thinking and a collaborative approach to project participation.

Role Title: QA & Source Inspection Role Type: Contractor Location: Remote Our team is engaging QA & Source Inspection professionals to contribute their expertise to a dynamic customer project spanning aerospace, defense, and marine sectors. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 disposition First Article Inspections (AS9102) for compliance with regulatory and customer requirements. • Assess cosmetic defect acceptance in manufacturing and assembly contexts, documenting detailed justifications for acceptance or rejection. • Conduct virtual surveys and provide input on hull & marine structures based on provided documentation and data. • Analyze web/line inspection data to identify quality trends and inform source inspection recommendations. • Apply knowledge of Government Source Inspection, including DCMA protocols and FAR Part 46 requirements, to simulated scenarios. • Deliver clear, concise written and verbal feedback on inspection findings to support AI model development. • Generate high-quality reports and data sets reflecting your expert judgments and rationale. Preferred Qualifications • 8+ years conducting complex quality inspections, with significant experience in first article, cosmetic, or production line disposition calls. • Deep familiarity with AS9102 First Article standards and the practical application of government inspection criteria (DCMA, FAR Part 46). • Background in US defense or aerospace manufacturing, or marine surveying with exposure to regulated environments. • Demonstrated expertise in Hull & Marine Survey processes and standards. • Strong written and verbal communication skills, including the ability to clearly document disposition decisions and explain technical rationale. • Proficiency in digital tools for documentation, reporting, and remote collaboration. • Experience as a senior QA inspector, supplier quality engineer, DCMA QAR, or marine surveyor is strongly preferred.

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: Consulting Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK and CAN) Our team is engaging Consulting Specialists to contribute their advanced skills in presentation design, data visualization, and content editing 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. Prior management consulting experience is required for this role — at least two years in a client-facing role at a consulting firm. Scope of Work • Reconstruct and enhance Microsoft PowerPoint slides to elevate clarity, visual appeal, and impact. • Design compelling presentations that effectively communicate complex ideas through visual storytelling and data visualization. • Edit and refine slide content to ensure precision, consistency, and audience engagement. • Analyze provided materials and translate information into clear, concise, and visually engaging formats. • Apply critical thinking to identify areas for improvement in slide structure, flow, and coherence. • Collaborate virtually to deliver prompt feedback and high-quality presentation assets as part of a larger initiative. • Contribute real-world examples and domain-specific insights to bolster the training and evaluation of AI models. Preferred Qualifications • Proven expertise in Microsoft PowerPoint and advanced presentation design techniques. • Strong portfolio demonstrating effective data visualization and visual storytelling capabilities. • Keen attention to detail and commitment to producing high-quality, polished deliverables. • Exceptional written communication and content editing skills tailored for diverse audiences. • Experience translating technical or complex content into accessible, visually appealing formats. • Ability to think critically and provide constructive feedback on narrative flow and design choices. • Previous consulting or professional experience in enhancing business presentations is advantageous.

Role Title: Senior Mobile Software Engineer Role Type: Contractor (~15 hrs a week) Location: Remote In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. As an expert, you will create Reinforcement Learning Environments that test an AI model’s ability to solve complex mobile software engineering problems related to fixing code, creating features, refactoring code, and optimizing performance. You will be tasked with creating a reproducible environment and a golden reference solution for each problem. Scope of Work • Create realistic, interesting, and extremely challenging mobile coding tasks for frontier AI models using your preferred repositories. • Design problems that require strong mobile engineering skills, such as tracking down subtle bugs, building non-trivial features, handling application state and lifecycle, or improving performance. • Develop tasks relevant to your expertise: cross-platform applications using TypeScript, JavaScript, or Dart; iOS applications using Swift; or Android applications using Kotlin. • For each task, define the problem, build a reproducible environment, and write deterministic verifiers that accept correct solutions across different valid implementations while rejecting incorrect, incomplete, or hard-coded approaches. • Provide a reference solution showing how the task can be solved. Preferred Qualifications • Significant hands-on expertise in at least one of the following mobile development tracks: • Cross-platform: TypeScript or JavaScript with React Native, or Dart with Flutter. • iOS: Swift with SwiftUI or UIKit. • Android: Kotlin with Jetpack Compose or the Android View system. • Deep understanding of mobile application architecture, state management, asynchronous programming, and application lifecycle. • Proven ability to debug complex mobile applications, resolve bugs, and deliver effective performance improvements. 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 weekly submission requirements apply and will be communicated during onboarding. 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: Bilingual Vietnamese Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Vietnamese Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Vietnamese and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Vietnamese and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Vietnamese and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Role Title: Legal Headhunter - Referral Partner Role Type: Referral-Based Opportunity Location: Remote About the role Our team is engaging experienced Freelance Legal Headhunters (Independent Contractors) to support specialized legal talent-sourcing projects for customers. In this role, you’ll use your legal recruiting expertise and professional network to identify and refer qualified legal professionals for project opportunities, including projects that may support the development of next-generation AI systems. No prior experience in AI is required. Compensation is success-based, ranging from $1,000 to $5,000 per successful placement, depending on the project and role. The applicable placement fee will be communicated before sourcing begins. Scope of Work • Identify and engage highly qualified legal professionals for customer projects, focusing on specialties required for each engagement. • Leverage your professional network and sourcing methods to generate strong referrals for open project roles. • Screen, assess, and refer legal experts and attorneys who align with project requirements. • Facilitate communications between referred professionals and Our team as needed throughout the referral process. • Maintain accurate documentation of referral activity and correspondence for project tracking purposes. • Share relevant market and sourcing insights that may improve sourcing strategies and project outcomes. • Independently determine how, when, and where to conduct sourcing activities, subject to agreed project requirements and applicable law. Preferred Qualifications • Significant experience in legal headhunting, executive search, or specialized talent sourcing within the legal sector. • Established network of attorneys, legal specialists, or senior legal professionals across diverse practice areas. • Strong written and verbal communication skills and attention to detail in candidate outreach. • Ability to work independently and manage sourcing engagements without day-to-day supervision. • Strong research capabilities and experience sourcing specialized or hard-to-find legal talent. • Commitment to confidentiality and professionalism when handling sensitive information. • Ability to provide recruiting or sourcing services as an independent professional and, where applicable, to other clients. Note: This is an independent contractor engagement, not an employment position. There are no fixed working hours or guaranteed volume of assignments. Contractors are responsible for their own business expenses and applicable taxes.

Role Title: Equity Research Analyst / Associate Role Type: Contractor Location: Remote Our team is engaging Equity Research Analysts / Associates to participate in a unique short-term engagement 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 engagement specifically seeks contributors with recent, hands-on experience producing published, sell-side research on public companies. You'll have the opportunity to evaluate AI tools and participate in expert interviews, directly influencing how financial research workflows are enhanced by emerging technologies. Scope of Work • Participate in structured expert interviews to provide insight into current sell-side research methodologies and workflows. • Test and evaluate AI-powered tools and platforms designed for equity research analysis, delivering feedback on usability, coverage, and analytical output. • Review and interpret generated financial content to assess accuracy, depth, and industry relevance. • Share perspectives on integrating AI tools into traditional equity research processes. • Document observations and recommendations to inform the development of advanced AI models tailored to financial research needs. • Collaborate with project coordinators to ensure feedback is actionable and aligns with project objectives. • Contribute written and verbal feedback, emphasizing clarity and depth in communication. Preferred Qualifications • Current or recent experience as a sell-side Equity Research Analyst or Associate, including publishing research, ratings, price targets, earnings notes, or coverage initiations for public companies. • Hands-on familiarity with AI tools used in financial research or analysis workflows. • Strong written and verbal communication skills, with a demonstrated ability to articulate complex concepts clearly. • Experience participating in or conducting interviews, panel discussions, or feedback sessions on industry tools and practices. • Recognized for analytical rigor, attention to detail, and industry expertise. • Proven ability to evaluate and synthesize information from multiple sources to provide actionable insights. • Background working with institutional clients and accustomed to the standards of published sell-side research.

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: English Teacher Role Type: Contractor, Remote Location: United States only Our team is engaging English Teachers to collaborate on a customer-driven project that improves AI assistant quality through real-world task evaluation. In this role, you'll draw on your academic background and classroom experience, including managing student and parent communication, schedules, and coordination, to help train and evaluate next-generation AI assistants. Your expertise in language, literature, writing, and precise instruction following will shape how AI models handle the everyday tasks people delegate. Key Responsibilities: • Complete realistic teaching-related digital tasks (emailing parents and students, scheduling conferences, booking field trips to theaters or author events, coordinating with colleagues) using AI assistant tools under standardized, repeatable conditions. • Read detailed task instructions and grading guidelines closely and follow them precisely and consistently, including multi-step requirements and fine details. • Give an AI assistant clear instructions for real-world tasks, then review its work for accuracy, tone, grammar, completeness, and whether it followed the instructions given. • Apply detailed grading guidelines to evaluate, rank, and annotate assistant responses, with a focus on language quality, literary and stylistic appropriateness, clarity, and tone. • Draw on your knowledge of literature, rhetoric, and composition to judge whether AI-written text is well-constructed, audience-appropriate, and faithful to the request. • Use AI training tools and platforms to record findings and submit evaluation data in line with project standards and milestones. Required Skills and Qualifications: • Based in the US, with an iPhone with iMessage and a Facebook and/or Instagram account. • Bachelor's degree in English, literature, creative writing, linguistics, comparative literature, education, or a related humanities field. • Strong instruction-following skills: the ability to read detailed, multi-step guidelines carefully and apply every requirement accurately, without skipping or reinterpreting steps. • Experience teaching English or literature (for example, language arts, literature, composition, creative writing, or ESL) at the K-12, college, or adult education level. • Solid knowledge of literary analysis, writing conventions, and grammar, with the ability to evaluate text for style, tone, and clarity. • Daily, hands-on use of Google Classroom to run your classes: posting assignments and announcements, giving feedback on student work, managing due dates, and communicating with students and parents, alongside regular use of Gmail and Google Calendar. • Experience using AI tools for real, practical tasks, with comfort giving an AI assistant instructions and checking its work. • Exceptional attention to detail in grammar, tone, and accuracy when reviewing AI-generated writing. Preferred Qualifications: • Master's degree or advanced coursework in English, literature, or a related field. • Prior experience with AI evaluation, data labeling, user testing, or similar feedback-driven projects. • Familiarity with prompt writing and a practical understanding of AI assistant behaviors and limitations. • Experience grading or reviewing writing or AI outputs for accuracy, helpfulness, and appropriateness. • Experience writing rubrics or giving structured feedback on student writing or literary analysis.

Role Title: UX/UI Designer Role Type: Contractor Location: Remote -Northern America, Latin America, Europe, UK, Oceania. micro1 is engaging UX/UI Designers to participate in a dynamic project focused on video annotation for advanced robotic arm tasks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 assess and annotate videos of robotic arms completing various procedures, ensuring each session is accurately graded according to established guidelines. This opportunity is ideal for detail-oriented professionals interested in the intersection of UX/UI, video analysis, and AI training. Scope of Work • Review video footage of robotic arms completing specific tasks and annotate sessions as instructed. • Apply detailed, accurate tags and grading based on provided guidelines and project requirements. • Utilize video annotation tools to mark key actions, behaviors, and outcomes within each session. • Document observations and rationales clearly and concisely for each annotated task. • Collaborate with project trainers and fellow contributors to ensure consistency and quality across annotations. • Provide feedback to enhance labeling guidelines and annotation processes as the project evolves. • Meet project deliverables by organizing and submitting completed annotations within requested timeframes. Preferred Qualifications • Background in UX/UI design, web design, video/music editing, photography, filmmaking, audiovisual production, robotics, or engineering (mechanical/electronics). • Proven experience with video annotation or data labeling, ideally for AI training or machine learning purposes. • Exceptional attention to detail, with a track record of producing high-quality, precise work. • Strong written communication skills for clear documentation and collaboration. • Familiarity with video annotation tools and digital content review workflows. • Experience in collaborative project environments and comfort working with remote teams. • Interest in robotics, advanced technologies, or AI-driven projects is a strong plus.

Role Title: Game Developer Role Type: Contractor Location: Remote Our team is engaging Game Developers to contribute to a pioneering customer project focused on evaluating and advancing AI capabilities in the domain of game creation and interaction. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Leverage your hands-on experience to build authentic debugging and feature challenges within real game projects, directly impacting how AI agents learn to analyze, play, and develop games. Developers from all backgrounds—whether from AAA studios, indie circles, or solo projects—are encouraged to participate. Scope of Work • Design and build small-scale game projects or interactive scenes in a major game engine to serve as the foundation for assessment tasks. • Integrate realistic gameplay bugs that require thorough playtesting and on-screen analysis to discover and resolve. • Develop multifaceted gameplay feature challenges that rely on multiple in-game systems and mechanics. • Draft clear and concise briefs for each task, emulating the style of instructions from players, designers, or producers. • Create comprehensive reference solutions—including both bug fixes and feature implementations—for every assignment. • Define detailed success criteria, including input sequences, expected visual outcomes, and verifiable in-game states. • Conduct end-to-end playtesting of each task to guarantee reliability and solvability. Preferred Qualifications • Demonstrated experience in game development, whether in AAA, indie, solo, or serious hobby contexts. • A portfolio or verifiable published work (personal site, itch.io, Steam, GitHub, game jam entries, or shipped title credits). Your portfolio is the most important part of your application and plays a major role in our selection, so please include the work that best represents your skills. • Advanced proficiency with at least one major game engine (Unity, Godot, Unreal), including editor tools, scene management, and debugging utilities. • Comfort with engine scripting languages such as C#, GDScript, C++, or Blueprints, with the ability to interpret, troubleshoot, and enhance gameplay logic. • Proven ability to identify and resolve gameplay issues through iterative playtesting. • Strong written communication skills for drafting precise task instructions and acceptance criteria. • Experience in game QA, technical design, systems design, automated testing, or prior contribution to AI evaluation 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.

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.

Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) 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. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for • Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar • A track record building scalable services and APIs • Comfort with debugging, performance work and automated testing • Solid code review instincts • A cybersecurity or SecOps background is a big plus — secure coding, appsec, pentesting, vulnerability assessment, OWASP/CWE, or security-focused reviews. Preferred Qualifications • Proven experience in backend development, with a track record of delivering high-quality and performant projects. • Background in cybersecurity, such as penetration testing, vulnerability assessment, or security code reviews. • Demonstrated success in identifying and resolving software bugs and system bottlenecks. • Experience with codebase refactoring and implementing complex features in large-scale applications. • Strong understanding of algorithms, data structures, and foundational computer science concepts. • Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. 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 Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) 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. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for • Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar • A track record building scalable services and APIs • Comfort with debugging, performance work and automated testing • Solid code review instincts • A strong testing background is a big plus — experience designing test strategy, building and maintaining large test suites, diagnosing flaky tests, or raising the testing bar on a team. Preferred Qualifications • Proven experience in backend development, with a track record of delivering high-quality and performant projects. • Demonstrated success in identifying and resolving software bugs and system bottlenecks. • Experience with codebase refactoring and implementing complex features in large-scale applications. • Strong understanding of algorithms, data structures, and foundational computer science concepts. • Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. 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: Bilingual Russian Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Russian Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Russian psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Russian and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Russian and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Russian clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Russian psychiatric frameworks, with a commitment to high standards of professional integrity.

Recruitment Marketing Specialist: Job Type: Full-time Location: Remote Job Summary: Join our team as a Recruitment Marketing Specialist and play a pivotal role in driving talent acquisition through innovative marketing strategies. You will spearhead the planning, execution, and analysis of recruitment marketing campaigns, ensuring our initiatives attract top talent and deliver measurable impact. This is a dynamic opportunity to leverage your expertise in recruitment marketing and project management within a collaborative, fully remote environment. Key Responsibilities: • Own and maintain the supply marketing team’s projects, keeping all initiatives organized, prioritized, and up to date. • Coordinate marketing projects from inception to execution, aligning stakeholders on deliverables and timelines throughout the process. • Manage the seamless production and delivery of both organic and paid content across acquisition channels. • Oversee the marketing content pipeline, working closely with content creators to ensure timely and quality output. • Track, analyze, and report on the performance of marketing campaigns across paid ads, job boards, social media, email, and other platforms. • Surface actionable insights from campaign and channel data, providing clear recommendations to optimize performance and achieve recruitment goals. • Champion effective communication across teams, ensuring alignment and transparency in all project stages. Required Skills and Qualifications: • Proven experience in recruitment marketing, employer branding, or talent acquisition marketing roles. • Strong project management skills with a history of coordinating multiple complex initiatives simultaneously. • Demonstrated expertise in campaign performance monitoring and data-driven optimization. • Exceptional written and verbal communication abilities, with an emphasis on clarity and stakeholder alignment. • Experience managing content calendars and collaborating with cross-functional teams including content creators and recruiters. • Proficiency with analytics tools and platforms such as Google Analytics, applicant tracking systems, and marketing dashboards. • Detail-oriented, highly organized, and able to thrive in a fast-paced, remote team environment. Preferred Qualifications: • Background in B2B or high-growth technology environments. • Familiarity with paid advertising for recruitment (e.g., job board ads, programmatic platforms). • Experience with employer branding initiatives and creative recruitment campaigns.

Role Title: Equity research Expert Role Type: Contractor Location: Remote Our team is engaging Equity research Experts to contribute to a customer's project focused on advanced financial analysis, modeling, and sector 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. Scope of Work • Review, assess, and contribute to datasets modeling real-world equity research analysis, ensuring accuracy and relevance. • Analyze earnings reports, perform estimate revisions, and synthesize peer benchmarking insights for AI training purposes. • Deliver detailed written evaluations of company models, including revenue, margin, cash flow, and valuation drivers. • Produce high-quality, concise written research summaries and event-driven updates based on deep sector expertise. • Develop and articulate investment theses, connecting qualitative and quantitative factors to actionable perspectives. • Identify key industry trends, sector-specific metrics, and company catalysts relevant for fundamental analysis. • Collaborate with project stakeholders to provide feedback on data quality and enhance research-related content. Preferred Qualifications • Extensive experience as a sell-side Research Associate with direct ownership of company models and written research, or as a publishing/lead Research Analyst (titles may include VP or Director). • Track record of independently covering multiple companies through several earnings cycles and maintaining comprehensive models. • Proven ability to connect business drivers to financial outcomes and valuation. • Demonstrated expertise in at least one sector (e.g., banks, insurance, biotech), with the ability to provide deep, specialist insights. • Exceptional written and verbal communication skills, capable of articulating complex financial concepts clearly. • History of performing granular earnings analysis, peer benchmarking, valuation, and event-driven research updates. • Experience formulating and defending investment theses and research views, with accountability for research accuracy and quality.

Job Title: Member of Technical Staff, Legal Research Job Type: Full-time Location: Remote The Role Join our research team as a Member of Technical Staff (MTS), Law Research, where you'll help define the frontier of AI-powered legal reasoning. This role sits at the intersection of large language models, agentic systems, and legal workflows, with a focus on building rigorous evaluation frameworks that measure, benchmark, and advance AI performance across complex legal tasks. You will conduct applied research, develop methodologies for assessing legal intelligence in AI systems, and partner closely with researchers and engineers to shape the next generation of enterprise AI. What You'll Be Doing • Design, own, and evolve evaluation frameworks for AI agents operating in legal domains, including benchmark suites, scoring methodologies, quality rubrics, and research-grade evaluation protocols. • Conduct original research on legal reasoning, statutory interpretation, legal analysis, and workflow automation. • Develop and curate datasets, case studies, and benchmark environments that reflect real-world legal challenges. • Collaborate with AI researchers and engineers to evaluate and improve legal-focused models and agentic systems. • Analyze model performance, reasoning quality, and failure modes across legal use cases. • Publish internal research findings, best practices, and evaluation methodologies. • Stay current with developments in legal technology, jurisprudence, regulatory environments, and AI research. • Help establish industry-leading standards for legal AI evaluation and benchmarking. What We're Looking For • Advanced degree in Law (JD, LLM, SJD, PhD in Law, or equivalent). • Deep expertise in one or more legal domains, including corporate law, contracts, litigation, regulatory compliance, intellectual property, employment law, or public policy. • Demonstrated experience conducting legal research, analysis, or policy work. • Experience developing structured methodologies for assessing legal arguments, legal outcomes, or research quality. • Exceptional analytical reasoning and written communication skills. • Experience working across interdisciplinary teams involving research, technology, or legal operations. Preferred Qualifications • Experience with legal technology, legal operations, or AI-enabled legal workflows. • Background in legal benchmarking, legal research methodology, or legal knowledge management. • Published legal scholarship, policy research, or contributions to legal standards and frameworks. 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.

Role Title: Pediatric Hospitalist Role Type: Contractor Location: Remote Our team is engaging Pediatric 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 pediatric clinical training 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 pediatric documentation, including HPI, PMH, birth and developmental history, immunization status, assessments, and plans. • Follow clear guidelines and apply the same standards consistently. • Identify missing, incorrect, or inconsistent information in medical records, including weight-based dosing and age-appropriate clinical details. • Share feedback to help improve AI models and data quality. • Communicate clearly with the project team about your work and findings. Preferred Qualifications • At least 5 years of hospitalist experience. • MD or DO, board certified in Pediatrics (or Pediatrics with a Pediatric Hospital Medicine subspecialty certification). • Current or recent inpatient pediatric hospitalist experience (within the last 2 years). • Strong understanding of inpatient documentation and hospital workflows, including admission, daily progress notes, transitions of care, and discharge. • 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 across a broad pediatric patient mix, such as general pediatrics, newborn/nursery care, pediatric subspecialty co-management, or complex chronic conditions, 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.

Role Title: Family Medicine Hospitalist Role Type: Contractor Location: Remote Our team is engaging Family Medicine 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 broad clinical training 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 • At least 5 years of hospitalist experience. • MD or DO, board certified in Family Medicine (or Family Medicine with a Hospital Medicine focus or certification). • Current or recent inpatient/hospitalist experience (within the last 2 years). • Strong understanding of inpatient documentation and hospital workflows, including admission, daily progress notes, transitions of care, and discharge. • 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 across a broad patient mix, such as adult medicine, geriatrics, pediatrics, or obstetric/newborn care, is a plus. Family medicine’s cross-population training is especially valuable here. 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.

Role Title: Litigation Attorney (Commercial contract) Role Type: Contractor Location: Remote, US-based Our team is engaging Litigation Attorneys (Commercial contract) to contribute directly to an advanced AI evaluation project simulating multi-turn commercial disputes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 litigation work product for complex commercial contract disputes, including drafting motions, briefs, demand letters, and discovery documents following detailed scenario prompts. • Respond to opposing counsel's simulated moves, sustaining a coherent case theory and strategic posture throughout multi-turn engagements. • Develop and articulate rubric items for each draft, specifying benchmarks for strong, persuasive legal responses in line with U.S. commercial litigation standards. • Incorporate feedback from senior direction each engagement turn, iterating your drafts to reflect evolving strategies and facts. • Identify and clearly flag procedural questions, missing information, or factual ambiguities for further direction by project leads. • Operate exclusively from public or synthetic case material, ensuring compliance with confidentiality and ethical obligations. Preferred Qualifications • Active or lapsed license to practice law in at least one U.S. jurisdiction. • At least 3 years of substantive post-JD litigation practice focused on commercial contract disputes, with hands-on drafting experience in motions, discovery, and related pleadings. • Proven ability to draft litigation documents under supervision, with minimal need for repeated direction. • Experience with commercial contract litigation, especially with disputes concerning contract breach, performance, interpretation, or damages. • Exceptional written English, demonstrating mastery of legal drafting and litigation register. • Experience working in law firm environments (BigLaw, boutique, or mid-market) is a plus. • Background in handling cases in federal court and/or previous participation in AI-related training or evaluation initiatives 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: Quantitative Rates Researcher Role Type: Contractor Location: Remote Our team is engaging Quantitative Rates Researchers to contribute to a leading investment bank’s algorithmic trading platform 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 assess AI-generated quantitative research and trading strategy outputs focused on fixed income and rates markets • Identify and document methodological issues such as lookahead bias, overfitting, data snooping, and unrealistic transaction cost assumptions • Evaluate the accuracy of backtesting frameworks, especially with respect to rates-specific mechanics like carry/roll-down and contract roll conventions • Scrutinize the statistical rigor of signal construction, factor modeling, and alpha research in the provided outputs • Deliver detailed written feedback on model assumptions, implementation fidelity, and research soundness • Collaborate asynchronously with project coordinators by clarifying findings and suggestions through clear written and verbal communication • Contribute to the refinement of research evaluation processes for greater accuracy and relevance Preferred Qualifications • Background as a quantitative researcher, analyst, or consultant with expertise in fixed income or rates markets • Demonstrated experience building and backtesting systematic rates strategies at a hedge fund, asset manager, or bank • Advanced proficiency in Python (pandas, numpy, scipy) or R for quantitative research and data analysis • Strong understanding of yield curve modeling, carry/roll-down analytics, relative value trading, SOFR/Eurodollar instruments, and Treasury futures • Comfort evaluating research under real-world trading conditions, including transaction costs and liquidity constraints • Exceptional attention to detail and ability to articulate complex quantitative findings in clear, concise written feedback • Prior experience assessing or reviewing models for compliance with best practices in quantitative finance is a plus

Role Title: Senior Data Analyst Role Type: Contractor Location: Remote, US Based only Job Summary: We are seeking seasoned U.S.-based Senior Data Analysts for a part-time role at the forefront of AI. This opportunity is for accomplished data professionals who want to help shape how advanced AI is trained, evaluated, and applied to real-world data work. We are especially interested in analysts with deep experience working with large business data sets, strong quality assurance practices, and a meticulous eye for detail. Experience handling personally identifiable information (PII) is a plus. Key Responsibilities: • Review data sets for PII, flagging sensitive information and following data privacy best practices. • Review and assess AI responses to data and business analysis scenarios, providing expert feedback to improve accuracy and precision. • Apply QA practices to validate data quality, flag inconsistencies, and verify the correctness of analytical results. • Create objective evaluation frameworks and grading criteria to assess AI performance on analytical tasks. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven analytics. Required Skills and Qualifications: • Bachelor's degree in business, analytics, statistics, information systems, or a related field (or equivalent professional experience). • 3+ years of experience as a Business Analyst or Data Analyst working with large business data sets. • Hands-on experience with QA processes, such as data validation, reconciliation, and verifying analytical outputs. • Demonstrated expertise in handling and analyzing large business data sets. • Proven experience managing data containing personally identifiable information (PII) and sensitive material. Preferred Qualifications: • Familiarity or experience working with PII, including data privacy and handling best practices. • Proficiency with SQL, Excel, and BI or visualization tools. • Advanced degree or professional certification in business analysis or data analytics. • Prior exposure to AI, data labeling, or model evaluation initiatives.

Job Title: Member of Technical Staff, Finance Research Job Type: Full-time Location: Remote The Role Join our research team as a Member of Technical Staff (MTS), Finance Research, where you'll help define the frontier of AI-powered financial reasoning. This role sits at the intersection of large language models, agentic systems, and enterprise finance, with a focus on building rigorous evaluation frameworks that measure, benchmark, and advance AI performance across complex financial workflows. You will conduct applied research, develop novel methodologies for assessing financial intelligence in AI systems, and partner closely with researchers, engineers, and product teams to shape the next generation of enterprise AI. What You'll Be Doing • Design, own, and evolve evaluation frameworks for AI agents operating in financial domains, including benchmark suites, scoring methodologies, quality rubrics, and research-grade evaluation protocols. • Conduct original research on financial reasoning, decision-making, and workflow automation, translating findings into measurable improvements in AI system performance. • Develop and curate datasets, test cases, and benchmark environments that capture real-world enterprise finance challenges. • Collaborate with AI researchers, machine learning engineers, and product teams to evaluate, validate, and improve finance-focused models and agentic systems. • Analyze model behavior, failure modes, and performance trends to generate actionable insights and guide research priorities. • Publish internal research findings, technical reports, and best practices that contribute to the broader understanding of AI capabilities in finance. • Stay current with advances in AI, machine learning, financial modeling, evaluation science, and agent architectures, incorporating emerging techniques into research initiatives. • Help establish research standards and thought leadership for enterprise financial intelligence and AI evaluation. • Foster a culture of scientific rigor, experimentation, and collaborative innovation within a distributed research environment. What We're Looking For • Advanced degree in Finance, Economics, Financial Engineering, Quantitative Finance, or a related field (PhD strongly preferred; MBA, CFA, or equivalent expertise also considered). • Deep domain expertise in one or more areas of finance, including investment research, capital markets, risk management, corporate finance, accounting, or financial analysis. • Demonstrated experience conducting rigorous research, developing analytical methodologies, or building evaluation frameworks in finance or related quantitative disciplines. • Strong ability to translate ambiguous real-world financial problems into measurable research questions and evaluation criteria. • Exceptional analytical and critical-thinking skills, with a track record of solving complex, multidisciplinary problems. • Excellent written and verbal communication skills, including experience producing research reports, technical documentation, or thought leadership content. • Experience working in highly collaborative, cross-functional environments involving research, engineering, and product stakeholders. Preferred Qualifications • Experience evaluating, benchmarking, or researching large language models, AI agents, reasoning systems, or enterprise AI applications. • Familiarity with agentic workflows, AI evaluation methodologies, synthetic data generation, or model alignment techniques. • Knowledge of contemporary research in machine learning, financial AI, decision intelligence, or computational finance. • Experience designing industry benchmarks, assessment frameworks, or performance standards. • Publication record in academic conferences, journals, industry research, or influential technical publications. • Proficiency with data analysis, experimentation, or quantitative research tools (e.g., Python, SQL, statistical analysis, or machine learning frameworks). 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 Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) Our team is selecting Cyber Security Engineers to contribute technical 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. What we're looking for: • Analyze, debug, and resolve software bugs and vulnerabilities across diverse codebases. • Implement new features and enhance existing functionality in projects using Python3, Java, Rust, Go, C++, or TypeScript. • Refactor legacy code to improve maintainability, security, and performance. • Perform codebase audits, penetration testing, and other security assessments to identify and mitigate risks. • Contribute to backend development and optimize application performance for scalability and security. • Document findings, suggest improvements, and provide real-world insights to improve AI training datasets. Preferred Qualifications: • Expertise in one or more languages: Python3, Java, Rust, Go, C++, or TypeScript. • Proven experience in debugging, bug fixing, and backend development for complex systems. • Strong background in cybersecurity practices, including pentesting, security audit, and vulnerability assessment. • Proficiency in algorithms, codebase refactoring, and optimizing software for performance and security. • Ability to communicate complex technical findings clearly and concisely. • Familiarity with secure software development lifecycles and modern threat landscapes. • Experience contributing to AI-related or data-driven projects is a plus, but not required. 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: Swiss German Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Swiss German Transcription Experts to support a customer's project focused on high-quality audio transcription. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 in Swiss German or English with exceptional accuracy and attention to detail. • Follow project-specific guidelines and best practices to deliver consistent, high-quality transcripts. • Identify and annotate linguistic nuances, speaker changes, and contextual cues present in the audio data. • Collaborate with project managers and other experts to clarify requirements and address ambiguities. • Review and edit transcripts as needed to ensure linguistic and grammatical precision. • Provide feedback to improve transcription processes and quality standards. • Deliver completed transcription assignments within agreed timelines and according to project specifications. Preferred Qualifications • Native proficiency in Swiss German, with strong comprehension of regional accents and dialects. • Proven experience in professional-level audio transcription, ideally involving Swiss German or multilingual audio content. • Exceptional attention to detail and ability to consistently deliver error-free transcripts. • Strong written and verbal communication skills, demonstrating care for linguistic accuracy and clear expression. • Familiarity with AI training, linguistic annotation, or machine learning projects is a plus. • Experience handling confidential audio material with discretion and professionalism. • Ability to work independently in a remote, digital environment, managing time and deliverables efficiently.

Role Title: Bilingual Vietnamese Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Vietnamese Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Vietnamese psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Vietnamese and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Vietnamese and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Vietnamese clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Vietnamese psychiatric frameworks, with a commitment to high standards of professional integrity.

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: Lawyer/Legal Writer Role Type: Contractor Location: Remote Our team is engaging Lawyer/Legal Writers to participate in an evaluation and analysis opportunity focused on advanced AI system development for a 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 evaluative engagement: you will assess and analyze written legal content, not provide legal advice or representation. There is no attorney-client relationship, and your professional judgment about written argument is the core value. The focus is on those skills lawyers employ daily — discerning whether writing is precise, properly qualified, pitched to the appropriate audience, and free from unwarranted overstatement. Recognizing confidently stated but unsupported writing is central to the project. Scope of Work • Evaluate and compare multiple AI-generated written responses to legal and technical prompts for clarity, tone, and compliance with instructions. • Assign analytical quality scores and compose detailed rationales for each assessment. • Identify responses that sound authoritative but lack precision, contain overstatements, or present unsupported claims. • Detect inconsistencies, ambiguities, or factual inaccuracies in digital content. • Document findings and insights meticulously in online review platforms. • Collaborate asynchronously with project managers and reviewers to ensure consistent evaluation standards. • Work independently while managing deliverables and deadlines per project requirements. Preferred Qualifications • English as a first language or fully equivalent written fluency. • Qualifying law degree from a university in the United States, Canada, United Kingdom, Ireland, Australia, or New Zealand. • Demonstrated experience drafting briefs, motions, memoranda, legal opinions, or regulatory submissions. • Background in reviewing, editing, or supervising legal writing by junior lawyers, trainees, or paralegals. • Strong ability to assess whether content is tailored appropriately for legal, regulatory, client, or public audiences. • Exceptional attention to detail, critical analysis, and written communication skills. • Experience with digital document review platforms or annotation tools is desirable; familiarity with model evaluation or RLHF is a plus but not required.

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: Rates trader Role Type: Contractor Location: Remote Our team is engaging experienced Rates traders to participate in a project supporting a leading investment bank’s algorithmic trading desk. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 AI-generated trading strategies for rates products, providing feedback based on your professional experience and knowledge of real market dynamics. • Assess the realism and market viability of AI outputs related to interest rate swaps, swaptions, Treasury futures, Eurodollar/SOFR, and repo instruments. • Offer structured, actionable commentary on algorithmic strategies and decision rationale. • Identify market scenarios where AI recommendations diverge from actual trading desk practices. • Suggest improvements to increase the accuracy and sophistication of AI-generated trading logic. • Engage in written and verbal discussions to clarify reasoning and facilitate the AI training process. • Contribute flexibly to project milestones in a remote setting. Preferred Qualifications • Current or former Rates trader at an investment bank or hedge fund. • Extensive hands-on experience trading interest rate swaps, swaptions, Treasury futures, Eurodollar/SOFR, and repo products. • Background in algorithmic or systematic trading on a Rates desk (VP, Director, or similar level strongly preferred). • In-depth understanding of rates market structure, pricing, and risk management. • Strong written and verbal communication skills, with the ability to clearly articulate complex trading insights. • Comfort evaluating quantitative strategies and explaining their real-world applicability. • Previous experience collaborating on technology or trading system projects is a plus.

Role Title: Financial Expert Role Type: Contractor. Location: Remote Our team is engaging Financial Experts to participate in a customer-facing project focused on the evaluation and enhancement of AI agents within financial domains. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 realistic, multi-step finance and business process prompts that mirror actual industry workflows. • Create detailed, objective rubrics to assess the quality, accuracy, and completeness of AI-generated outputs. • Review and evaluate AI agent responses using your rubrics, providing structured, actionable feedback. • Leverage Microsoft 365 applications (Excel, Word, PowerPoint, Outlook) to design and review tasks reflective of modern financial practices. • Ensure all assessments and feedback are documented with clarity and precision in written English. • Collaborate asynchronously with project coordinators to align on deliverable standards and expectations. Preferred Qualifications • Professional background in finance, accounting, FP&A, banking, consulting, or related fields. • Strong expertise with Microsoft 365 tools, especially Excel, for analytical and documentation purposes. • Exceptional written and verbal communication skills, with the ability to convey complex financial concepts clearly. • Demonstrated attention to detail and consistency in following comprehensive evaluation guidelines. • Ability to independently produce objective, structured assessments against well-defined criteria. • Nice to have: experience in rubric development, data annotation, or AI model evaluation projects.

Role Title: SaaS Contracts Counsel Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned SaaS Contracts 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 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.

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.

Role Title: Corporate Attorney Role Type: Contractor Location: Remote Our team is engaging Corporate Attorneys to contribute their expertise to a customer project focused on advancing the legal 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 engagement is especially attractive for legal professionals with a background in computer science, technical domains, or previous hands-on experience with AI/data annotation initiatives. Scope of Work • Analyze complex legal scenarios in mergers & acquisitions, private equity, and capital markets to develop high-fidelity data sets for AI training. • Draft, review, and annotate legal documents to ensure accuracy and provide nuanced legal context for annotation tasks. • Evaluate commercial litigation cases, distilling key facts and legal arguments for structured data representation. • Assess and synthesize corporate law issues, offering expert insight into best practices and emerging trends. • Collaborate with technical specialists to translate legal reasoning into structured insights that inform AI model development. • Identify and flag inconsistencies or ambiguities in legal materials to help improve data quality and model reliability. • Deliver detailed, precise feedback on model outputs, ensuring that legal nuance and real-world applicability are maintained. Preferred Qualifications • J.D. from an accredited institution and active bar membership (U.S. or international equivalent). • Minimum of 3 years of experience as a practicing attorney in mergers & acquisitions, corporate law, commercial litigation, capital markets, or private equity. • Proven attention to detail and ability to synthesize complex legal materials with clarity and precision. • Demonstrated experience in drafting and reviewing transactional documents or litigation materials. • Background in computer science, technical domains, or previous participation in AI/data annotation projects is strongly preferred. • Ability to communicate legal reasoning for both technical and non-technical audiences. • Strong analytical skills and a collaborative, solution-oriented mindset.

Job Title: VP of Robotics Research Job Type: Full-time Location: Remote The Role As VP of Robotics Research at Our team, you will define and lead our research agenda for Physical AI — intelligent systems that can understand, reason about, and act in the physical world. Our research focuses on four connected areas: • Physical Agents & Robotics — building agents that perceive, reason, plan, and act through robots, machines, instruments, and other physical systems. • Learning & Data — studying how demonstrations, trajectories, sensor data, simulation, feedback, and autonomous experience improve physical-world intelligence. • Evaluation & Generalization — developing rigorous methods to measure physical reasoning, manipulation, planning, robustness, safety, and transfer across tasks and environments. • Physical-World R&D Automation — exploring how agents can accelerate scientific and engineering workflows through simulation, experimentation, design, fabrication, and real-world tools. You will set research direction across these areas, stay close to models and physical systems, build a world-class research team, and partner with leading AI and robotics labs on their hardest Physical AI problems. What You’ll Do • Set the Physical AI research agenda. Identify the highest-leverage problems across robotics, embodied agents, learning, data, evaluation, and physical-world automation. • Build agents that act in the physical world. Develop systems that connect foundation models and agents to robots, machines, instruments, and other physical interfaces. • Advance general-purpose robot learning. Lead research across vision-language-action models, imitation learning, reinforcement learning, world models, and multimodal policies. • Develop a science of physical-world data. Study which demonstrations, trajectories, sensor streams, environments, and supervision signals best improve learning and generalization. • Build scalable data-generation systems. Develop methods for generating high-quality interaction data through human demonstration, teleoperation, autonomous rollout, simulation, and hybrid human–agent workflows. • Advance evaluation and generalization. Build rigorous benchmarks for manipulation, spatial reasoning, planning, tool use, robustness, safety, and transfer across tasks and embodiments. • Bridge simulation and reality. Study how simulated and real-world experience should be combined and where sim-to-real transfer breaks down. • Advance physical-world R&D automation. Build agents that operate across scientific and engineering workflows, including simulation, experimentation, design, fabrication, and laboratory systems. • Build research that compounds. Create reusable datasets, environments, simulators, hardware testbeds, evaluation infrastructure, and research tools. • Build and lead the research team. Recruit and develop exceptional researchers and engineers, partner with leading labs, and publish consequential research. What We’re Looking For • Deep Physical AI expertise. Significant experience in robotics, embodied AI, robot learning, autonomous systems, or related fields. • Strong learning and agentic systems intuition. Deep understanding of modern robot learning, multimodal models, imitation learning, reinforcement learning, world models, planning, and control. • Physical systems intuition. Strong understanding of sensing, calibration, control, contact, actuation, latency, uncertainty, and hardware constraints. • Exceptional research taste. You identify problems that can meaningfully expand what AI systems can do in the physical world. • Experimental rigor. You turn open questions into strong hypotheses, controlled experiments, meaningful baselines, and evidence-backed conclusions. • Strong evaluation judgment. You understand generalization, distribution shift, benchmark design, hardware-specific effects, and the failure modes of physical AI evaluations. • Systems thinking. You reason across models, agents, data, hardware, simulation, tools, and evaluation as parts of a single system. • Technical range. You are comfortable moving between model training, agent design, simulation, evaluation infrastructure, and physical experimentation. • Research leadership. You have experience setting direction, mentoring exceptional technical talent, and leading ambitious research programs under uncertainty. Preferred Qualifications • Master’s or PhD in Robotics, Computer Science, AI, Machine Learning, Engineering, or a related field. • Research experience at a leading AI, robotics, or embodied intelligence organization. • Strong publication record at venues such as CoRL, RSS, ICRA, IROS, NeurIPS, ICML, or CVPR, or equivalent high-impact technical work. • Experience with generalist robot policies, cross-embodiment learning, robot foundation models, or large-scale imitation and reinforcement learning. • Hands-on experience with robotic platforms and frameworks such as ROS/ROS2, Isaac Lab, MuJoCo, ManiSkill, or equivalent systems. • Experience building robotics benchmarks, simulation environments, teleoperation systems, safety evaluations, or physical-world data engines. • Experience building agents for engineering, scientific, manufacturing, or laboratory workflows. 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.

Role Title: AI Agent Evaluator Role Type: Contractor Location: U.S based Opportunity Snapshot Pay: $25-45/hour Time per task: ~1.5 hours per run (evidence and scoring included) Project kickoff: Monday, October 12 Onboarding: Today (Fri), Saturday, or Sunday, so you’re ready to start Monday October 10th You’ll need: An active personal popular AI account (Free, Go, or Plus; not Pro), an active personal and a smartphone that can screen record Your tasks: Run everyday errands with two AI agents, approve key steps, screen record, and score the results About the role AI agents are starting to handle real-life errands: paying bills, booking trips, doing the groceries. We want to know how well they actually do it, from the point of view of a real user. That’s you. You’ll test two AI agents side by side, using your own accounts on your phone, and tell us what worked, what didn’t, and how it felt. What you’ll do • Run real-life scenarios: bills, returns, email follow-ups, bookings, shopping, groceries, travel, family logistics, outings, and forms • Approve or stop the agent at key steps • Screen record every attempt • Score each run on completion, quality, control issues, satisfaction, and time • Share clear written feedback on the agent experience Who we’re looking for • US-based, with a Bachelor’s degree • Someone who already uses AI in daily life • 2-3 years of experience, preferably in engineering, business management, or office/operations • Detail-oriented, great at following instructions and documenting each step • Clear written communication • Generalists welcome, domain experts preferred • No coding or AI background needed Why you’ll like it • Get paid to use the AI tools you already use • Work entirely from your phone, on your schedule • Have a direct say in how next-generation AI agents get built and improved How the selection process works • Apply • Complete the screening questions • Interview: 15-30 minutes max • Profile review: if everything looks good, we present you to the client • Onboarding: our Talent Ops team will contact you to get you started

Job Title: Member of Legal Staff, Corporate Counsel Job Type: Full-time Location: Remote (opportunity to work from SF office) The Role We are looking for a corporate counsel who combines strong transactional execution with a genuine interest in AI and legal operations. The ideal candidate is an experienced corporate counsel 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 + 3 years of corporate counsel 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 $215,000 –$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.

Pay: $100–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if needed We are looking for highly skilled Open-Source Software Engineers to contribute to an AI training project involving software development, repository exploration, debugging, system architecture, and code evaluation. The work involves creating, solving, reviewing, and validating challenging software-engineering tasks across front-end and back-end systems and helping with translating full coding builds from one particular language into another. We are particularly interested in engineers who own or maintain open-source repositories or have made meaningful contributions to established projects. Contributions should demonstrate real engineering ability, not only documentation updates, dependency bumps, formatting changes, or minor typo corrections. Candidates should be prepared to discuss specific repositories, pull requests, issues, and code they personally authored. What You’ll Work On • Explore and understand unfamiliar software repositories. • Implement, modify, and debug front-end and back-end components. • Trace data and execution across interfaces, services, libraries, APIs, databases, and external dependencies. • Reproduce software issues and identify their underlying causes. • Implement solutions that fit an existing project’s architecture and contribution standards. • Write unit, integration, regression, and end-to-end tests. • Review AI-generated patches for correctness, completeness, security, and maintainability. Required Qualifications • A public or otherwise verifiable GitHub profile. • Meaningful ownership of or contributions to one or more open-source repositories. • Strong software-engineering experience across front-end, back-end, full-stack, systems, developer tooling, infrastructure, or another substantial technical area. • Experience with multiple programming languages. • Ability to understand and modify unfamiliar codebases. Relevant languages may include TypeScript, JavaScript, Python, Java, Go, Rust, C++, C#, Ruby, PHP, or other languages used in substantial open-source projects. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum number of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first tasks within 24–48 hours of completing onboarding.

Job Title: Competitive Coder Job Type: Contractor (15hrs+ 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 competitive programming problems. You will be tasked with creating a unique custom problem absent from all existing online judges, creating a reference solution and creating a robust test suite. Key Responsibilities: • Design and implement checkers for competitive programming problems with multiple valid outputs, ensuring accuracy and robustness. • Evaluate and validate participant submissions against complex problem statements sourced from platforms like Codeforces. • Collaborate with the customer's team to fine-tune problem requirements and clarify ambiguous scenarios. • Develop clear, maintainable code in C++ to assess diverse outputs and edge cases efficiently. • Document checker logic and communicate intricacies or edge cases in both written and verbal form. • Provide feedback to problem setters and reviewers on potential improvements to test cases and checkers. • Stay updated with evolving competitive programming standards and incorporate best practices into checker development. 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. 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: Hospitalist Reviewer Role Type: Contractor Location: Remote Our team is engaging Hospitalist Reviewers to contribute to a high-impact project with a customer focused on inpatient quality and documentation. In this role, you'll evaluate inpatient clinical documentation (H&Ps, progress notes, discharge summaries) for clinical accuracy, completeness, and fidelity to the patient encounter. You'll adjudicate discrepancies, flag clinically significant errors or omissions, and apply consistent quality standards across reviews. This is a unique opportunity for experienced hospitalists 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 clinical documentation and assess accuracy, completeness, and clinical appropriateness. • Adjudicate ambiguous or conflicting information and render clear, well-reasoned judgments. • Identify clinically significant errors, omissions, or inconsistencies and categorize them by severity. • Apply structured rubrics and quality criteria consistently across cases. • Provide concise written rationale supporting each adjudication decision. • Contribute to refining review guidelines and quality standards. Preferred Qualifications • MD or DO, board-certified in Internal Medicine or Family Medicine. • 5+ years as an attending hospitalist, or demonstrated leadership of documentation audit programs. • Deep familiarity with inpatient documentation standards and hospital QA processes. • Experience with clinical documentation improvement (CDI) programs is a plus. • Familiarity with how documentation impacts coding, billing, and compliance. • Comfortable working independently in a remote environment.

Role Title: Senior Accountant Expert Role Type: Contractor Location: Remote (US Based) Our team is engaging Senior Accountant Experts to contribute specialized knowledge and experience 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, evaluate, and annotate financial reports and statements for accuracy and completeness, providing insights based on established accounting standards. • Assess and critique audit procedures, identifying gaps, best practices, and regulatory considerations for diverse business scenarios. • Create and assess financial models, ensuring logical structure, accuracy, and actionable insights. • Analyze and provide feedback on tax compliance practices and documentation, highlighting risks and compliance issues. • Review a variety of legal and financial documents, offering detailed feedback on clarity, correctness, and alignment with regulations. • Deliver clear and constructive written and verbal feedback on project materials, ensuring effective communication with cross-functional teams. • Support the development and evaluation of data sets for AI training, leveraging your prior experience with human data processes such as data labeling, annotation, or model evaluation. 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.

Role Title: Bilingual Mental Health Expert Role Type: Contractor Location: Remote Our team is engaging bilingual mental health experts to contribute to a customer’s project focused on enhancing AI systems with nuanced expertise. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how 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 AI-generated psychological content for accuracy, relevance, and ethical standards. • Develop and review data sets involving psychological case studies, assessments, and conversations for AI system training. • Craft detailed written feedback and verbal insights to refine AI responses in contexts such as clinical scenarios, research vignettes, and therapeutic dialogues. • Identify potential biases or inaccuracies within AI-generated outputs and propose evidence-based improvements. • Collaborate with multidisciplinary teams to integrate psychological concepts and frameworks into AI model training processes. • Ensure adherence to cultural, linguistic, and clinical best practices for diverse user scenarios. • Contribute to documentation and knowledge-sharing resources that guide ongoing AI development. Preferred Qualifications • Completed Ph.D in Psychology or MD with completed psychiatry residency. • Native proficiency in at least one of: French, Malay, Russian, Mandarin, Japanese, Urdu, Swahili, Bulgarian, Tagalog, Polish, Marathi, Lithuanian, Georgian, Bengali, Vietnamese, or Indonesian, plus advanced English communication skills. • Demonstrated ability to communicate complex psychological concepts clearly in both written and verbal formats. • Experience in clinical practice, research, or higher education in psychology or psychiatry. • Strong analytical and evaluative skills to assess psychological data and narrative content. • Awareness of cultural sensitivity and ethical considerations in global mental health contexts. • Previous experience collaborating on interdisciplinary or technology-driven projects is a plus.

Role Title: Vlogger (Insta360, DJI Osmo, GoPro MAX) Role Type: Contractor Location: Remote Our team is engaging 360° Video Recorders (Insta360 / GoPro MAX) to contribute to a customer's project by capturing immersive, high-quality footage with leading 360° camera equipment. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform. We are looking for individuals to collect third-person video across several real-world capture types, including movement through changing environments, vehicle navigation, and animal-mounted POV recordings. Recordings should focus on continuous movement, changing scenery, and natural navigation through the environment. Scope of Work • Capture a diverse set of continuous video clips (minimum 60 seconds each) of everyday activities in a range of environments, including indoor, outdoor, and in-vehicle settings. • Consistently utilize compatible 360° or wide-angle cameras (e.g., Insta360, DJI Osmo, GoPro MAX series) with at least 170° FOV and 720p resolution, ensuring stable, third-person perspective according to project standards. • Implement appropriate mounting solutions, such as backpack or vehicle mounts, to maintain a clear third-person view where your entire body and surroundings are visible throughout each activity. • Follow provided guidelines and instructions for camera placement, activity selection, and safety to ensure data consistency and collection integrity. • Document, organize, and submit video files in accordance with project specifications, ensuring all deliverables meet technical and quality requirements. • Communicate proactively and clearly in both written and verbal form regarding progress, questions, and any technical challenges. • Adapt to occasional updates in collection tasks, environments, or technical requirements as defined by project needs. Compatible camera examples include: • Insta360 X3, X4, X5, X6 • DJI Osmo 360 • GoPro MAX, MAX2 • Other action or 360° cameras that meet the minimum 170° FOV and 720p requirements Examples of compatible third-person mounting rigs include: • Insta360 Third-Person Backpack Mount and other harness-mounted extension systems. • Owning a compatible backpack or vehicle mount is a plus and may let you start collecting sooner. Third-Person Camera Setup • Mounted above and behind you • Angled slightly downward • Positioned far enough back to keep your entire body consistently visible • Stable enough to maintain the required third-person perspective during normal movement If using a camera with less than 360° FOV, the mounting setup must position the camera far enough away to keep your entire body in frame while also capturing the surrounding environment. Your full body should remain visible throughout normal movement without frequently leaving the frame. Handheld selfie sticks, chest mounts, shoulder clips, and stationary tripods do not meet the required third-person perspective. Expected Recording Tasks may include: • Natural everyday activities • Indoor and outdoor activities • Walking and moving through different environments • Vehicle navigation and driving-related recordings • Other similar real-world activities provided in the collection instructions For vehicle navigation tasks, the camera must be securely mounted to the vehicle. Recording Requirements • Capture a variety of activities and environments • Each continuous clip must be at least 60 seconds long • Record at a minimum resolution of 720p • Follow the required camera position for each assigned task • Keep the relevant activity and surrounding environment consistently visible • Follow all provided recording and safety instructions • Examples of the recording style we are after: [Link 1]

Job Title: Forward Deployed Engineer Job Type: Full-time Location: Remote / Travel-required The Role We’re hiring a Forward Deployed Engineer to work directly with the world’s leading AI labs and enterprises as a technical research and implementation partner. This role sits at the intersection of applied AI, ML infrastructure, data intelligence, and partner-facing product development. You’ll help strategic partners define research directions, structure and curate high-quality data, implement ML and evaluation pipelines, and build the agentic systems that extend multi-turn agents and workflows in production. You should be comfortable moving between ambiguous research questions, technical architecture, hands-on engineering, and partner-facing execution. What You’ll Work On • Work directly with leading AI labs and enterprise partners to define research goals, technical requirements, and project direction. • Build large-scale data intelligence systems for collecting, organizing, evaluating, and improving training and evaluation data. • Implement ML pipelines for data curation, model training, evaluation, experimentation, and continuous improvement. • Design data taxonomies, labeling systems, and quality frameworks that improve dataset structure, model performance, and research outcomes. • Develop LLM applications, including multi-agent systems, tool-using agents, RAG workflows, evaluation harnesses, and human-in-the-loop systems. • Partner with research and engineering teams to translate ambiguous AI problems into scoped technical projects and production systems. • Develop infrastructure for model inference, experimentation, evaluation, and deployment across frontier AI platforms. • Build systems that help partners move from one-off AI experiments to reliable, repeatable, multi-turn agent workflows. • Own systems across the full lifecycle, including discovery, architecture, implementation, deployment, reliability, iteration, and partner success. What We're Looking For • Able to operate independently in ambiguous, partner-facing settings with strong technical and product ownership. • Strong Python engineer with experience building and shipping production systems end to end. • Experience working with LLMs, agentic systems, multi-turn workflows, tool use, RAG, or AI automation. • Built or maintained data pipelines, ML infrastructure, evaluation systems, or research workflows. • Strong understanding of data quality, taxonomy design, labeling workflows, and dataset curation for AI systems. • Comfortable working directly with technical partners, researchers, founders, and enterprise stakeholders. Preferred Qualifications • Background at a startup, AI infrastructure company, applied AI company, or research-focused engineering team. • Experience building systems for multi-turn agents, agent evaluation, workflow automation, or human-in-the-loop AI. • Experience designing data taxonomies, annotation systems, evaluation rubrics, or dataset quality pipelines. • Experience acting as a technical partner to external customers, research teams, or strategic enterprise accounts. • Familiarity with modern LLM tooling, agent frameworks, model evaluation stacks, and ML experimentation platforms. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$250,000 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: 360° Video Recorder (Insta360 / GoPro MAX) Role Type: Contractor Location: Remote Our team is engaging 360° Video Recorders (Insta360 / GoPro MAX) to contribute to a customer's project by capturing immersive, high-quality footage with leading 360° camera equipment. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform. We are looking for individuals to collect third-person video across several real-world capture types, including movement through changing environments, vehicle navigation, and animal-mounted POV recordings. Recordings should focus on continuous movement, changing scenery, and natural navigation through the environment. Camera Requirements You must already own or have access to a compatible camera with: - A minimum 170° field of view (FOV) - A minimum recording resolution of 720p Compatible camera examples include: - Insta360 X3, X4, X5, X6 - DJI Osmo 360 - GoPro MAX, MAX2 - Other action or 360° cameras that meet the minimum 170° FOV and 720p requirements Mounting Equipment You do not need to already own the required mounting equipment to apply. Depending on the task, you may need: - A rigid backpack, harness, or similar third-person mounting rig with an extension arm or pole - A secure vehicle camera mount for vehicle navigation recordings Already owning a compatible backpack or vehicle mount is a plus and may allow you to begin collecting sooner. Reasonable equipment costs for required mounting hardware may be reimbursed. Examples of compatible third-person mounting rigs include: - Insta360 Third-Person Backpack Mount and other harness-mounted extension system Third-Person Camera Setup The camera must be: - Mounted above and behind you - Angled slightly downward - Positioned far enough back to keep your entire body consistently visible - Stable enough to maintain the required third-person perspective during normal movement If using a camera with less than 360° FOV, the mounting setup must position the camera far enough away to keep your entire body in frame while also capturing the surrounding environment. Your full body should remain visible throughout normal movement without frequently leaving the frame. Handheld selfie sticks, chest mounts, shoulder clips, and stationary tripods do not meet the required third-person perspective. Expected Recording Tasks may include: - Natural everyday activities - Indoor and outdoor activities - Walking and moving through different environments - Vehicle navigation and driving-related recordings - Other similar real-world activities provided in the collection instructions For vehicle navigation tasks, the camera must be securely mounted to the vehicle. Recording Requirements - Capture a variety of activities and environments - Each continuous clip must be at least 60 seconds long - Record at a minimum resolution of 720p - Follow the required camera position for each assigned task - Keep the relevant activity and surrounding environment consistently visible - Follow all provided recording and safety instructions Examples of recording style we are after: - [Link 1] - [Link 2] Compensation - Rate: $20 per hour of approved video (PPT) - Payment is based on the duration of video that successfully passes quality review and is accepted for delivery. Start Timeline & Availability: • Roles are being filled with immediate availability, with your starting time dependent on the shipping time of equipment to your home.

Role Title: Video Data Annotator Role Type: Contractor Location: Remote Our team is engaging Video Data Annotators to contribute expertise and precision to a customer’s project focused on the advancement 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 • Review and annotate short video and audio clips, labeling content accurately based on project-specific guidelines. • Assess the accuracy and appropriateness of AI-generated descriptions for diverse multimedia content. • Evaluate content compliance against clear moderation standards, flagging uncertain or inappropriate material with detailed rationale. • Provide clear, concise written feedback highlighting potential inaccuracies or ambiguities in AI outputs. • Maintain rigorous attention to detail and consistency in annotation, ensuring data integrity across high volumes of submissions. • Collaborate remotely with project managers and fellow specialists to clarify guidelines and support process improvements. • Safeguard all project data, adhering strictly to confidentiality and data protection standards. Preferred Qualifications • Demonstrated experience with video and audio annotation, content labeling, or content moderation for digital platforms. • Strong command of English, with the ability to communicate feedback and findings clearly in written form. • Excellent attention to visual and audio detail, with a track record of delivering high-accuracy data annotation. • Experience working independently and adapting quickly to changing project requirements or guidelines. • Familiarity with guideline-based evaluation and quality assurance practices. • Proactive approach to identifying process improvements and sharing best practices with remote collaborators. • Commitment to maintaining data confidentiality and ethical handling of sensitive information.

Role Title: Substance Use - Adolescent Addiction Specialist Role Type: Contractor Location: Remote Our team is engaging Substance Use - Adolescent Addiction Specialists to assess adolescent substance use cases and provide clinical guidance on risk, severity, and recommended responses for a 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 clinical case material describing adolescent substance use and document thorough assessments of risk, severity, and intervention urgency. • Apply established frameworks such as DSM-5 SUD and ASAM to stage severity and recommend an appropriate level of care. • Evaluate the safety and clinical appropriateness of both proposed and alternative interventions, including pharmacological options when relevant. • Distinguish between developmentally normal experimentation and clinically significant patterns of substance use in youth. • Identify and flag withdrawal, overdose, and safeguarding risks that require escalation or immediate action. • Develop written guidance that is actionable for non-specialists, clearly explaining the rationale and referencing relevant standards or guidelines. • Compare and benchmark your assessments against peer input and published best practice to ensure consistency and rigor. Preferred Qualifications • 3–5+ years of post-certification experience working directly with adolescents impacted by substance use. • Clinical specialty in addiction medicine, or child/adolescent psychiatry or psychology with a primary focus on substance use disorders. • Active clinical license/registration in good standing, with recent (<2 years) adolescent caseload experience. • Proficiency with adolescent substance use screening and severity staging tools (e.g., CRAFFT, S2BI, DSM-5, ASAM criteria). • Familiarity with medication for opioid use disorder (MOUD/MAT) and withdrawal management protocols for under-18s. • Research-standard written English (native, or IELTS 7.5+ overall/writing 7.0+, TOEFL 100+, Cambridge C1–C2, or equivalent). • Motivational interviewing training, adolescent inpatient/crisis experience, and/or history of developing guidelines or publications in youth SUD (nice to have). 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: Medical Coder (CS / CIC) Role Type: Contractor Location: Remote Our team is engaging Medical Coders (CCS / CIC certified) 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 inpatient medical records, including admission notes, progress notes, operative reports, consults, lab and imaging results, and discharge summaries, ensuring precise ICD-10-CM and ICD-10-PCS code assignment based on documentation. • Identify principal and secondary diagnoses, sequence codes according to guidelines, assign Present on Admission (POA) indicators, and validate MS-DRG assignment, including the identification of CCs and MCCs, to verify and enrich data sets. • Apply inpatient-specific coding conventions, such as UHDDS definitions, ICD-10-CM/PCS Official Guidelines for Coding and Reporting, and AHA Coding Clinic guidance, while identifying hospital-acquired conditions (HACs) and patient safety indicators. • Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity. • Deliver high-quality feedback on coding guidelines and complex cases to support project workflow improvements and enhance AI model understanding. • Ensure accuracy and completeness of all coding-related annotations per current best practices and coding standards. Preferred Qualifications • Active AHIMA Certified Coding Specialist (CCS) or AAPC Certified Inpatient Coder (CIC) credential. • Thorough expertise in ICD-10-CM, ICD-10-PCS, and MS-DRG methodology with hands-on inpatient coding experience. • Experience coding in diverse inpatient settings, such as acute care, teaching hospitals, specialty units, surgical, trauma, oncology, cardiology, and transplant cases. • Proficiency in reviewing and coding various types of clinical documentation and addressing complex coding challenges. • Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity. • Access to current ICD-10-CM and ICD-10-PCS code sets, Official Coding Guidelines, and MS-DRG grouper tools.

Role Title: Senior NDT Inspector (Level II/III) Role Type: Contractor Location: Remote (US-based preferred) Our team is engaging Senior NDT Inspectors (Level II/III) to contribute expert insights to a client's critical engineering 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 professionals passionate about elevating standards in non-destructive testing and advancing the field through remote project-based contributions. Scope of Work • Analyze and interpret radiographic images (RT), ultrasonic scans (UT/PAUT), and magnetic particle (MT) or penetrant (PT) test indications. • Review authentic inspection data and provide meticulous written and verbal evaluations, ensuring compliance with relevant codes and standards (e.g., ASME Section V, API 510/653). • Apply advanced knowledge of weld defect acceptance criteria to make disposition recommendations on flaws and indications found in welds and components. • Evaluate thermographic imagery or remote visual inspection (RVI) footage as needed, contributing expert judgement to diverse inspection scenarios. • Produce clear, concise, and technically accurate reports that document findings, rationale, and recommended actions. • Collaborate asynchronously with technical peers to resolve complex or ambiguous indications, enhancing overall project accuracy and reliability. • Contribute to the continuous improvement of project protocols based on industry best practices and evolving compliance criteria. Preferred Qualifications • Active ASNT or ISO 9712 NDT Level II/III certification in relevant methods (RT, UT/PAUT, MT, PT). • Minimum of 8 years directly interpreting radiographs, ultrasonic/PAUT scans, MT/PT indications, and related NDT data in oil & gas, petrochemical, or power sectors. • Thorough working knowledge of US and international codes and standards (ASME Section V, VIII, XI; API 510/570/653; API 1104; AWS D1.1). • Expertise in making nuanced accept/reject determinations according to code-based acceptance criteria. • Exceptional written and verbal communication skills, especially in authoring detailed technical documentation and delivering feedback to technical and non-technical audiences. • Demonstrated ability to conduct objective, quality-focused work independently in a remote setting. • Experience evaluating thermography or RVI data is a plus.

Role Title: Art Related Professional Role Type: Contractor Location: Remote Our team is engaging Art Related Professionals to contribute to a dynamic customer project focused on curation and evaluation of aesthetic visual content. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 for visually discerning individuals to influence AI models by selecting and critiquing images for their artistic quality, originality, and visual impact. Scope of Work • Review curated collections of filtered aesthetic images and assess each for superior visual quality and creative value. • Apply advanced judgment to select images demonstrating exceptional composition, lighting, color, styling, originality, and technical execution. • Document and articulate the reasoning behind your selections and critiques using clear written feedback. • Collaborate with project trainers and other visual specialists to calibrate and align on quality standards. • Maintain consistency and high standards when evaluating diverse visual genres and formats. • Stay responsive to evolving guidelines and project requirements as the visual data selection process adapts. • Contribute to the development of robust, diverse datasets that reflect refined aesthetic sensibilities. Preferred Qualifications • Demonstrated expertise in evaluating or creating visual work — such as photography, art direction, graphic/brand design, illustration, or curation. • Acute visual discernment and an ability to recognize and articulate high-quality composition, lighting, color, and originality. • Solid portfolio or track record of visual projects with clear evidence of taste and artistic rigor. • Strong written and verbal communication skills, with an emphasis on providing constructive and detailed feedback. • Previous experience in roles requiring critical evaluation or selection of images or visual content. • Up-to-date awareness of visual trends, cultural references, and emerging aesthetics in design or photography. • Self-motivated and able to consistently meet project deliverables in a remote engagement setting.

Role Title: Venture Capital Associate Role Type: Contractor Location: Remote Our team is engaging Venture Capital Associates to contribute to a groundbreaking project focused on building datasets that capture the nuanced workflows of modern venture capital. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 project tasks that reflect authentic VC workflows, including deal screening, market sizing (TAM/SAM/SOM), competitive analysis, founder evaluation, and investment committee (IC) memorandum drafting. • Analyze early-stage and growth startups across financials, product-market fit, market opportunities, competitive positioning, and team effectiveness with the rigor and depth expected at partner meetings. • Construct and interpret financial projections, cap tables, and scenario analyses for early-stage companies. • Assess and provide qualitative feedback on AI-generated content, evaluating pattern-matching, market sizing, and how well outputs mirror real-world VC judgment. • Collaborate with project leads to calibrate evaluation rubrics, refine task complexity, and identify content gaps across sectors and company stages. • Document methodologies and standardize best practices that reflect modern VC analysis and decision-making processes. Preferred Qualifications • 3–6+ years of experience at a venture capital, growth equity firm, or as an operator/founder with significant deal evaluation exposure. • MBA, Master’s in Finance, or equivalent advanced degree; graduates of Wharton or other top-tier programs strongly welcomed. • Direct experience crafting IC memos and performing diligence on deals reviewed by investment partners. • Proven ability to conduct market sizing, founder assessment, and competitive landscape analysis under ambiguity. • Exceptional written communication skills, demonstrated by concise, precise, and analytical documentation at a professional or IC-memo standard. • Strong analytical reasoning, especially in situations with incomplete or ambiguous data. • Experience working across various company stages (pre-seed to growth) and across multiple sectors is a plus.

Job Title: Research Marketing Lead Job Type: Full-time Location: Remote The Role We’re looking for a Research Marketing Lead to own how our research, benchmarks, and technical work are positioned, launched, and adopted across the AI ecosystem. You’ll work closely with our research team to turn technical work into high-impact launches that earn attention, adoption, and citations. You’ll develop a deep understanding of our research and methodology, shape positioning and narratives, establish a high quality bar for publication, and build go-to-market strategies that put our work in front of the right researchers, developers, AI labs, and technical audiences. What You'll Do • Own research GTM end-to-end, developing launch and distribution strategies for research, benchmarks, evaluations, and other technical work. • Establish the publication-readiness bar for research and benchmarks, partnering with researchers to ensure methodology, claims, results, and supporting materials are rigorous, clear, and defensible before launch. • Develop positioning and narratives that translate complex technical findings into clear, differentiated stories without sacrificing technical accuracy or depth. • Identify high-impact research opportunities by understanding emerging AI trends, open questions, competitive research, and what matters to researchers and practitioners. • Shape research packaging and distribution, including research pages, benchmark releases, technical content, launch materials, and other assets that drive discovery and usage. • Build relationships across the AI research ecosystem, including researchers, AI labs, developers, technical communities, and influential practitioners. • Drive adoption of our research and benchmarks, identifying the audiences, communities, and channels most likely to use, reference, and build on our work. • Measure research impact, tracking adoption, citations, engagement, usage, and qualitative feedback to understand what resonates and where our work is creating value. • Create feedback loops between the market and research, bringing ecosystem insights back to the research team to inform future benchmarks, evaluations, and research priorities. What We're Looking For • Experience marketing, launching, or driving adoption of technical research, AI/ML products, developer products, benchmarks, evaluations, or similarly complex technical work. • Strong track record developing and executing go-to-market strategies for technical audiences. • Ability to deeply understand technical work and translate it into clear, credible, differentiated positioning and narratives. • Strong understanding of the AI/ML research ecosystem, including major labs, research trends, benchmarks, evaluations, and technical communities. • Exceptional written communication skills, with the ability to communicate effectively with both highly technical and broader audiences. • Strong analytical judgment and the ability to evaluate whether technical claims, supporting evidence, and research materials are ready for external publication. • Experience building relationships with researchers, technical leaders, developers, or AI communities. • High ownership and the ability to take ambiguous initiatives from strategy through execution. • Strong cross-functional skills and the ability to work closely with researchers while maintaining a high bar for technical accuracy and quality. Preferred • Background in AI, machine learning, computer science, or another technical field. • Experience at an AI lab, AI-native company, research organization, developer-focused company, or highly technical startup. • Experience working directly with research teams and technical leadership. • Familiarity with academic publishing, AI benchmarks, evaluations, citations, and research dissemination. • Experience launching technical content or research that achieved meaningful adoption, citations, community engagement, or industry impact. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$210,000. 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.

Role Title: Paid Photo Contributor Opportunity Location: Remote Job Summary Our team is recruiting participants for a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Take and submit photographs of yourself following simple project instructions. • Complete a short questionnaire about yourself and the submitted images. • Complete the project remotely using your own smartphone. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds and physical appearances. We are seeking participation from individuals across many different communities and backgrounds. Participants of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task. Eligibility: 18+ / Alaska-based / smartphone]

Role Title: Exocentric Video Recorder Role Type: Contractor Location: Remote Our team is engaging 360° Video Recorders (Insta360 / GoPro MAX) to contribute to a customer's project by capturing immersive, high-quality footage with leading 360° camera equipment. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform. We are looking for individuals to collect third-person video across several real-world capture types, including movement through changing environments, vehicle navigation, and animal-mounted POV recordings. Recordings should focus on continuous movement, changing scenery, and natural navigation through the environment. Requirements You must already own or have access to: • A compatible action camera capable of producing a trailing third-person view with a minimum resolution of 720p • Mounting hardware capable of achieving this perspective, such as a selfie stick, backpack mount, back-mounted rig, or vehicle camera mount • Examples of the recording style we are after: [Link 1] [Link 2] Compatible camera examples include: • Insta360 X3, X4, X5, X6 • DJI Osmo 360 • GoPro MAX, MAX2 • Other action or 360° cameras that meet the minimum 170° FOV and 720p requirements Examples of compatible third-person mounting rigs include: • Insta360 Third-Person Backpack Mount and other harness-mounted extension systems. • Owning a compatible backpack or vehicle mount is a plus and may let you start collecting sooner. Third-Person Camera Setup • Mounted above and behind you • Angled slightly downward • Positioned far enough back to keep your entire body consistently visible • Stable enough to maintain the required third-person perspective during normal movement If using a camera with less than 360° FOV, the mounting setup must position the camera far enough away to keep your entire body in frame while also capturing the surrounding environment. Your full body should remain visible throughout normal movement without frequently leaving the frame. Handheld selfie sticks, chest mounts, shoulder clips, and stationary tripods do not meet the required third-person perspective. Expected Recording Tasks may include: • Natural everyday activities • Indoor and outdoor activities • Walking and moving through different environments • Vehicle navigation and driving-related recordings • Other similar real-world activities provided in the collection instructions For vehicle navigation tasks, the camera must be securely mounted to the vehicle. Recording Requirements • Capture a variety of activities and environments • Each continuous clip must be at least 60 seconds long • Record at a minimum resolution of 720p • Follow the required camera position for each assigned task • Keep the relevant activity and surrounding environment consistently visible • Follow all provided recording and safety instructions

Job Title: Product Owner Job Type: Full-time Location: Remote The Role You’ll work closely with engineering, data, and business teams to turn complex problems into intuitive products people enjoy using. Experience in AI, data, developer tools, or other strong product-led technology companies is highly relevant. What You’ll Do • Own the product lifecycle from discovery and scoping through launch and iteration. • Build intuitive, high-quality products with a strong focus on the user experience. • Define and track KPIs, adoption metrics, and product outcomes. • Prioritize across user needs, business impact, and technical constraints. • Turn ambiguous problems into focused, executable releases. • Use customer feedback and product data to continuously improve the product. • Partner closely with engineering and drive alignment across teams. • Move quickly while maintaining a high bar for product quality. What We’re Looking For • Experience as a Product Owner, Product Manager, or similar role owning a live software product. • Experience with AI, data, developer tools, or technically sophisticated products is strongly preferred. • Track record of building customer-facing products that are intuitive and delightful to use. • Strong product judgment and ability to simplify complex problems. • Experience using KPIs, usage data, and customer insights to guide decisions. • High agency and comfort operating in fast-moving, ambiguous environments. • Strong written communication and stakeholder management skills. Strong Plus • Engineering background or strong technical fluency. • Experience with AI/ML, LLMs, agents, data infrastructure, or analytics products. • Experience taking products from 0→1 and iterating based on real-world usage. The national pay range for this full-time position is base salary of $120,000 –$160,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses. 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.

Role Title: Personal Finance Expert (UK) Role Type: Contractor Location: Remote Our team is engaging Personal Finance Experts (UK) to contribute to a customer's project focused on household financial workflows and advisory tasks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 deep roots in banking, wealth management, accounting, or tax planning who can clearly communicate complex UK financial concepts. You'll deliver practical insights that reflect the way British households manage savings, pensions, mortgages, and personal taxes, playing a key role in refining the accuracy and relevance of AI-driven personal finance solutions. Scope of Work • Complete real-world personal finance workflow tasks, such as reviewing transactions, budgeting, and account organization, using securely connected UK bank accounts with all personally identifiable information redacted. • Apply expert judgment to provide guidance on UK-specific personal finance topics including ISAs, pensions/SIPPs, mortgages, savings, and HMRC Self Assessment, with clear and concise written explanations. • Assess and critique AI-generated financial advice against defined rubrics, delivering actionable feedback to improve model performance and reliability. • Verify and review financial documentation to illustrate how UK consumers and their advisers manage filing deadlines, account types, and financial decisions. • Contribute to the ongoing development and refinement of evaluation rubrics and grading criteria for personal finance outputs. • Stay informed on regulatory changes in UK personal tax, pension, and savings legislation that impact project deliverables. Preferred Qualifications • Formal education in finance, accounting, economics, or a related discipline (degree or equivalent). • 4+ years of hands-on experience in personal finance roles focused on UK household matters (ISAs, pensions/SIPPs, mortgages, Self Assessment). • Professional background in banking, wealth management, financial advising/planning, accountancy, or tax planning—or experience managing your own advisory or tax practice. • Current residence in the United Kingdom and active UK-based personal or business bank accounts. • Professional credentials such as CFP, DipPFS, FCA-authorised IFA, ACA, ACCA, CIMA, CTA, ATT; additional designations like CFA or CTP are a strong plus. • Exceptional written communication skills with the ability to translate complex financial topics into accessible language. • Experience with rubric-based evaluation or model output review in AI or related fields (desirable but not required).

Job Title: Software Engineer (Electron.js) Job Type: Full-time Location: Remote The Role We’re building high-fidelity productivity infrastructure for a globally distributed workforce—software that operates quietly, reliably, and intelligently in the background. As a Software Engineer focused on desktop systems, you’ll help design and scale a cross-platform time intelligence application (MacOS + Windows) used daily by thousands of professionals. What You’ll Work On • Architect and evolve a cross-platform desktop agent using Electron.js, optimized for performance and minimal resource footprint. • Build real-time timekeeping systems with precise event tracking and background execution. • Design and implement system-level signal collection (keyboard, mouse, app usage) with strong privacy and efficiency guarantees. • Develop offline-first data pipelines with reliable background sync and conflict resolution. • Integrate with distributed backend services and internal APIs to enable analytics and reporting. • Continuously improve runtime performance, memory efficiency, and fault tolerance. • Collaborate with product, design, and backend teams to ship features that directly impact user productivity. What We're Looking For • 3+ years building production-grade desktop applications with Electron.js. • Strong proficiency in JavaScript/TypeScript and Node.js. • Experience designing cross-platform systems (MacOS + Windows) with consistent behavior. • Hands-on work with real-time tracking, event streams, or activity monitoring systems. • Familiarity with OS-level APIs for capturing user/system interactions. • Deep understanding of performance optimization in desktop environments. • Strong debugging skills and ability to reason about edge cases in distributed/offline systems. Preferred • Experience building productivity, monitoring, or telemetry-driven applications. • Knowledge of native OS integrations (permissions, background processes, system hooks). • Understanding of security and privacy considerations in user activity tracking. • Familiarity with auto-update systems and release management in Electron. 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.

Role Title: Paid Photo Contributor Opportunity Location: Remote Job Summary Our team is recruiting participants for a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Take and submit photographs of yourself following simple project instructions. • Complete a short questionnaire about yourself and the submitted images. • Complete the project remotely using your own smartphone. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds and physical appearances. We are seeking participation from individuals across many different communities and backgrounds. Participants of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task. Eligibility: 18+ / NAMER, LATAM, EMEA / smartphone]

Job Title: Director of Talent Operations, Strategy & Automation Job Type: Full-time Location: Remote The Role We’re looking for a Director of Talent Operations, Strategy & Automation to build the systems and operating infrastructure that enable our human-data operations to scale. You will own the strategy and automation roadmap across Talent Operations, identifying where workflows should be automated, redesigned, or rebuilt. A core part of the role is shaping the Ops Platform, our internal system for managing pipeline creation, talent onboarding, subscriptions, and workflows across AI training deployments. What You’ll Do • Own the TO automation roadmap, prioritizing the highest-leverage opportunities to automate, redesign, or eliminate operational work. • Redesign workflows for scale, identifying bottlenecks, failure points, and unnecessary manual work. • Shape the Ops Platform, defining requirements, workflows, business logic, and success criteria for TO systems and engineering initiatives. • Translate operations into systems, turning complex operational needs into clear product and engineering requirements. • Work directly with operators to understand workflows, edge cases, pain points, and user needs firsthand. • Drive cross-functional execution with Product, Engineering, Human Data, Recruiting, and Finance from discovery through rollout. • Measure impact across operational capacity, cycle time, manual effort, reliability, and error reduction. • Create visibility into priorities, progress, impact, risks, and dependencies across TO initiatives. What We’re Looking For • Significant experience in operations strategy, automation, product operations, systems, or business operations. • Track record of turning complex, manual operations into scalable systems and workflows. • Strong product judgment and ability to translate operational problems into technical requirements. • Hands-on experience with process mapping, workflow design, automation, and systems implementation. • Experience partnering with Product and Engineering to build internal platforms or operational tooling. • Strong analytical and communication skills across technical and operational teams. • Ability to operate from strategy through execution in fast-moving, ambiguous environments. Nice to Have • Experience building or scaling internal operations platforms or workflow systems. • Experience applying AI or agentic automation to operational workflows. • Technical fluency with APIs, integrations, automation platforms, and system architecture. • Experience in AI data operations, human-data infrastructure, marketplace operations, or distributed workforce operations. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $120,000 –$160,000. 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.

Job Title: Audio Engineer Job Type: Contractor Location: Remote Job Summary: In this role, you’ll apply your audio expertise to help train next-generation AI systems. You will review and annotate robotic video and audio data, identify audio quality issues, and provide accurate labels and feedback based on clear project guidelines. No prior experience in AI is required — your audio knowledge and attention to detail are what matter. Key Responsibilities: • Review and annotate audio and robotic video data according to provided guidelines. • Identify common audio issues such as background noise, clipping, distortion, echo, hum, or dropouts. • Assess the quality and clarity of audio recordings and accurately categorize issues. • Provide clear labels, notes, and feedback on reviewed content. • Follow annotation guidelines consistently across assigned tasks. • Maintain strong attention to detail and accuracy throughout the review process. • Communicate findings clearly with the project team. Required Skills and Qualifications: • Professional or academic experience in audio engineering, audio production, sound editing, or a related field. • Good understanding of audio quality and common recording issues. • Familiarity with audio editing or production tools. • Strong attention to detail and ability to follow structured guidelines. • Strong written and verbal English communication skills. • Comfortable reviewing video and audio content and completing annotation tasks. • Ability to work independently in a remote environment. Preferred Qualifications: • Bachelor’s degree in Audio Engineering, Sound Production, Music Technology, or a related field. • Experience with audio QA, editing, annotation, or media review. • Previous experience with data annotation, AI training, or similar projects is a plus but not required.

Role Title: Punjabi Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Punjabi Transcription Experts to contribute to a pivotal customer project focused on language and AI advancements. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 and video content in Punjabi with high accuracy and attention to linguistic nuances. • Annotate transcripts with relevant metadata and speaker identification as required. • Review and edit existing transcriptions to ensure consistency and quality standards are met. • Provide cultural and contextual insights to enhance the fidelity of language data. • Collaborate through written and verbal communication to clarify project requirements and resolve ambiguities. • Deliver completed transcription assignments within established project timelines and guidelines. Preferred Qualifications: • Native or near-native proficiency in Punjabi, with strong command of grammar, spelling, and punctuation. • Proven experience in transcription or language annotation, particularly for Punjabi content. • Exceptional written and verbal communication skills, with the ability to articulate linguistic nuances and cultural specifics. • Familiarity with transcription tools and platforms is a plus. • Detail-oriented and committed to maintaining accuracy in all deliverables. • Ability to work independently, manage priorities, and adapt to evolving project requirements. • Interest in contributing to AI and technology-driven language projects.

Role Title: Adolescent/Child Safeguarding & Exploitation Specialist Role Type: Contractor Location: Remote Our team is engaging Adolescent/Child Safeguarding & Exploitation Specialists to contribute to a customer's project focused on assessing sexual safety and exploitation risk in adolescent 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. Scope of Work • Review complex adolescent cases to assess sexual safety and exploitation (CSE/CSA) risks. • Produce clear, defensible written safeguarding guidance suitable for non-specialists. • Apply recognised risk-assessment and safeguarding frameworks to evaluate urgency and appropriate interventions. • Identify indicators of grooming, coercion, and exploitation within nuanced case details. • Recommend protective actions and escalation pathways, including when mandatory reporting is warranted. • Utilise a trauma-informed lens, weighing developmental, capacity, and consent factors in each assessment. • Benchmark your clinical judgments against peer standards and established protocols to ensure guidance accuracy and reliability. Preferred Qualifications • 3–5+ years post-qualification experience in child safeguarding, adolescent-protection, or relevant clinical roles. • Specialty background in child protection, forensic child/adolescent psychiatry or psychology, or paediatric medicine with a safeguarding remit. • Active clinical license or registration in good standing. • Current or recent (within the last two years) adolescent caseload or safeguarding practice. • Demonstrated expertise in CSE/CSA risk assessment and mandatory-reporting requirements. • Strong skills in trauma-informed practice and documentation. • Exceptional written communication in research-grade English (native, or IELTS 7.5+/writing 7.0+, TOEFL 100+, Cambridge C1–C2, or equivalent). • Experience in a designated safeguarding or expert-witness capacity, and familiarity with ACEs and trauma frameworks, is a plus. 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: Simulation Expert — Real-to-Sim 3D Environments & Assets Role Type: Contractor Location: Remote Our team is engaging Simulation Experts — Real-to-Sim 3D Environments & Assets to contribute to a customer’s project focused on advanced simulation and artificial intelligence 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. Key Responsibilities: • Build and configure 3D assets and environments in simulation platforms (Isaac Sim, Gazebo, MuJoCo, or similar) • Translate real-world objects and instruments into simulation, matching geometry, scale, material, and physical behavior • Collaborate with scientists and subject-matter experts to validate accuracy of simulated environments • Tune physical parameters (mass, friction, collision properties, joint dynamics) so simulated objects behave like their real counterparts • Troubleshoot discrepancies between simulated and real-world behavior Qualifications: • Hands-on experience with at least one robotics/physics simulation platform (Isaac Sim, Gazebo, MuJoCo, Unity, Unreal, PyBullet, etc.) • Background in 3D modeling, CAD, or environment design • Understanding of physics simulation (rigid body dynamics, materials, sensors) • Strong collaboration skills working with scientific/technical stakeholders • Attention to detail in matching real-world fidelity

Role Title: Senior AI Trainer Role Type: Contractor, Remote Location: Northern America and Germany. micro1 is engaging Senior AI Trainers to collaborate on a customer-driven project enhancing AI system quality through expert-level model training and evaluation. In this role, you'll apply your generalist expertise and hands-on experience with AI products 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: • Evaluate the performance of AI chat and search tools under standardized, repeatable conditions. • Apply detailed grading guidelines to accurately evaluate, rank, and annotate model responses, providing structured feedback that improves model performance. • Write, refine, and stress-test prompts that probe model capabilities, ensuring coverage of diverse scenarios, edge cases, and user intents. • Verify consistency and accuracy across evaluations, correcting discrepancies between ratings and the underlying rubric or guidelines. • Utilize AI training tools and platforms to record findings and submit evaluation datasets in alignment with project standards and milestones. • Collaborate with project trainers and contributors to resolve ambiguities, refine guidelines, and ensure evaluation consistency across the team. • Participate in ongoing quality reviews, incorporating feedback to maintain rigorous training and annotation standards. Required Skills and Qualifications: • Exceptional attention to detail and accuracy in reviewing and evaluating AI-generated content. • Strong written and verbal communication skills for effective collaboration, reporting, and timely updates on progress and challenges. • Demonstrated time management and self-organization abilities for independent, remote project participation. • Analytical and problem-solving mindset, with a proactive approach to resolving evaluation challenges. Preferred Qualifications: • Proven experience with AI model training, RLHF, data labeling, or similar data-centric evaluation projects. • Familiarity with AI products and tools, including prompt engineering and understanding of model behaviors and limitations. • Experience writing evaluation rubrics, grading model outputs, or reviewing AI responses for accuracy, helpfulness, and safety. • Background in AI training, machine learning data preparation, or LLM-focused projects (strongly preferred).

Role Title: Personal Finance Expert (Canada) Role Type: Contractor Location: Remote Our team is engaging Personal Finance Experts (Canada) to contribute to a project focused on enhancing household financial workflows and advisory processes. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Complete authentic personal finance workflow tasks using securely linked Canadian bank accounts, ensuring all personal information is redacted for downstream use. • Apply professional judgment on topics like RRSPs, TFSAs, FHSAs, mortgages, savings plans, and CRA personal tax filing, providing clear written explanations. • Critically review and evaluate AI-generated financial guidance against established rubrics, delivering concise, constructive feedback to improve model quality. • Verify and interpret financial documentation, illustrating how Canadian consumers and advisors manage registered accounts, tax deadlines, and household financial decisions. • Support the creation and refinement of evaluation rubrics and grading criteria relevant to personal finance guidance and outputs. • Remain current with updates to Canadian tax, registered account, and savings regulations as they pertain to project deliverables. Preferred Qualifications • Professional designations such as CFA (Chartered Financial Analyst) or CTP (Certified Treasury Professional) in addition to Canadian credentials. • Active standing in Canadian credentials (CFP, QAFP, CIM, PFP, CPA). • Experience in rubric-based evaluation, model output review, or AI system training projects. • Demonstrated ability to draft assessment guidelines, rubrics, or scoring criteria for complex financial topics. • Exceptional communication skills, with proven ability to explain technical financial concepts to a variety of audiences. • 4+ years of hands-on experience in banking, wealth management, financial advising, accounting, or tax planning specific to Canadian households. • Comfort with securely connecting personal Canadian bank accounts via Plaid (with all PII redacted before use).

Role Title: Behavioral Analyst Role Type: Contractor (Part-time or Full-time), Remote Location: Northern America, Latin America, United Kingdom, Europe, and Oceania. micro1 is engaging Behavioral Analysts to contribute their 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. We are especially interested in professionals with backgrounds as behavioral therapists, counselors, theater or acting coaches, or similar profiles adept in recognizing and interpreting subtle behavioral cues. Scope of Work • Analyze text, audio, and video data to identify and categorize behavioral cues such as tone, gesture, and speech patterns. • Provide detailed annotations and explanations that support AI model development in understanding nuanced human behavior. • Develop scenario-based training materials drawing from real-world behavioral expertise. • Collaborate with project leads to refine annotation guidelines and ensure quality deliverables. • Review, evaluate, and offer feedback on AI-generated responses for behavioral accuracy and appropriateness. • Document insights and best practices for interpreting complex interpersonal interactions. • Contribute to ongoing process improvement through subject matter expertise. Preferred Qualifications • Background in behavioral therapy, counseling, theater/acting coaching, or a related field involving behavioral observation and analysis. • Demonstrated ability to identify subtle changes in tone, speech, body language, and gestures. • Exceptional written and verbal communication skills, with a strong emphasis on clarity and nuance. • Experience creating training materials or facilitating skills development in others. • Attention to detail and high standards for quality and accuracy in deliverables. • Familiarity with remote collaboration tools and comfort working independently in a digital environment. • Enthusiasm for leveraging domain expertise to influence emerging AI technologies.

Job Title: Video Content Lead Job Type: Full-time Location: Remote The Role Our team is looking for a Video Editor Lead with a strong motion design background and a sharp eye for modern tech and AI aesthetics. This role goes beyond editing. We’re looking for someone who can develop visual concepts, shape the motion language, and bring product stories to life across launches, social content, brand campaigns, and product storytelling. What you’ll do • Lead the visual direction and execution of high-quality video and motion content. • Create polished UI and product animations, including interfaces, dashboards, terminals, code, workflows, and cinematic transitions. • Develop visual concepts from scratch, not just execute existing storyboards. • Create more experimental brand motion using particles, data effects, distortion, depth, 3D, and generative elements. • Translate complex AI and software concepts into visuals that feel clear, technical, and engaging. • Work closely with Brand, Marketing, Product, and Creative teams on launches and campaigns. Requirements • Strong portfolio in motion design, product animation, and tech-focused visual work. • Advanced proficiency in After Effects and strong experience with Figma. • Experience with Cinema 4D, Blender, or similar 3D tools. • Strong editing skills using Premiere Pro, DaVinci Resolve, or similar. • Ability to independently develop concepts and take work from idea to final execution. • Strong visual taste with a polished, technical, futuristic aesthetic. Preferred • Product and real-time motion tools such as Rive, Lottie, or Jitter. • Generative AI tools such as Runway, Higgsfield, Kling, Midjourney, or similar. • Node-based generative workflows such as ComfyUI, Weavy, or Flora. • Procedural and generative tools such as Houdini, TouchDesigner, p5.js, Three.js, shaders, or similar.

Role Title: Senior Book Editor Role Type: Contractor Location: Remote Our team is engaging Senior Book Editors to contribute their expertise to a dynamic customer project focused on elevating editorial standards across diverse manuscripts. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 editors who have demonstrated excellence working on published books, especially those with experience editing award-winning or bestselling titles. A strong commitment to both written and verbal communication is highly valued, as contributors will be collaborating in a fully remote environment with a focus on impactful editorial contributions. Scope of Work • Review, analyze, and enhance book manuscripts with an emphasis on clarity, narrative structure, voice, and market alignment. • Provide detailed editorial feedback and perform advanced line editing, copyediting, and content restructuring as needed. • Identify inconsistencies, gaps, or opportunities for improvement in plot, character development, and thematic continuity. • Contribute to the creation of editorial guidelines and best practices to inform AI model development. • Draft, revise, and polish editorial commentary, ensuring feedback is constructive, actionable, and aligned with high industry standards. • Collaborate with project stakeholders by participating in written and verbal discussions to communicate edits and recommendations effectively. • Support ongoing quality control by reviewing and refining AI-generated editorial work for accuracy and style. Preferred Qualifications • Extensive experience editing published books for recognized publishing houses or prominent authors. • Editorial leadership on books that have achieved notable recognition (e.g., New York Times bestsellers or award-winning titles) is a significant plus. • Exceptional command of the English language, grammar, and literary style. • Proven ability to deliver incisive, nuanced editorial feedback across genres and formats. • Strong collaboration skills with a passion for both written and verbal communication. • Comfort working in a remote, tech-enabled environment and adapting to evolving project needs. • US-based contributors are preferred, though highly qualified professionals from other locations will be considered.

Role Title: Primary Care Physician Role Type: Contractor, Remote Location: United state Our team is engaging experienced Primary Care / Physician Experts for a remote project focused on reviewing and evaluating real-world healthcare content. In this role, you’ll apply your clinical knowledge and practical experience to assess medical scenarios, provide accurate clinical reasoning, and contribute high-quality expert feedback. Scope of Work • Review and evaluate primary care and general medicine scenarios. • Assess patient symptoms, medical histories, clinical findings, and other relevant information. • Apply clinical reasoning to identify appropriate differential diagnoses and next steps. • Evaluate proposed treatment and patient management approaches based on established clinical practices. • Review medical content for accuracy, completeness, and consistency. • Identify incorrect, unclear, or potentially misleading clinical information. • Provide clear explanations and evidence-based reasoning for your evaluations. • Complete structured annotation, evaluation, and quality-review tasks using your healthcare expertise. Preferred Qualifications • Professional experience or demonstrated expertise in Primary Care, Family Medicine, Internal Medicine, General Medicine, or a related clinical field. • Relevant medical education, qualifications, or professional certifications are preferred. • Strong knowledge of patient assessment, diagnosis, clinical reasoning, and treatment planning. • Familiarity with current clinical guidelines and evidence-based medical practices. • Prior Human Data experience, such as data labeling, annotation, RLHF, AI model evaluation, or similar work. • Strong analytical skills and attention to detail. • Clear written and verbal communication skills.

Role Title: Sound Designer Role Type: Contractor Location: Remote Our team is engaging Sound Designers to contribute expertise in an exciting AI training and data annotation 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 • Review and assess video sessions featuring robotic arms completing real-world tasks, focusing on the audio component. • Edit and annotate audio tracks to ensure clarity, accuracy, and consistency for AI training purposes. • Restore audio quality by removing unwanted noise, distortion, and inconsistencies. • Provide detailed feedback and annotations regarding specific sounds, events, or anomalies within each video session. • Collaborate with project leads and fellow contributors to confirm annotation standards and resolve ambiguities. Preferred Qualifications • Demonstrated expertise in sound design, sound editing, and audio restoration techniques. • Exceptional attention to detail, with a proven track record in identifying subtle audio nuances. • Background in audio data annotation or similar technical review assignments is advantageous. • Ability to self-manage deliverables in a remote, project-based environment.

ML Engineer Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. The work involves creating, solving, reviewing, and validating challenging machine-learning engineering tasks. A representative task may require implementing or modifying a model, constructing a reproducible training or inference workflow, optimizing memory or throughput, debugging numerical or system-level failures, and verifying that the resulting implementation satisfies objective correctness and performance requirements. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On • Develop and validate machine-learning models, training pipelines, inference systems, and supporting infrastructure. • Implement model components, data pipelines, evaluation systems, and numerical methods. • Build reproducible programmatic workflows using Python and command-line tools. Required Qualifications • A master’s degree or PhD in Computer Science, Machine Learning, Artificial Intelligence, Applied Mathematics, Statistics, Engineering, or a closely related quantitative discipline. • Strong professional or research experience in machine learning. • Practical proficiency with Python and coding agents. Relevant tools may include: • PyTorch • JAX • NumPy and SciPy • SGLang • vLLM • llama.cpp • Hugging Face Transformers • Hugging Face Tokenizers Equivalent tools may also be considered when the candidate demonstrates directly relevant depth. Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred. Exceptional open-source or academic experience may also qualify. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Role Title: Bilingual Indonesian Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Indonesian Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Indonesian and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Indonesian and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Indonesian and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

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 • Review and annotate corporate legal documents — merger agreements, stock purchase agreements, operating agreements, bylaws, and financing documents — to support AI model development. • Draft realistic corporate scenarios, deal hypotheticals, and research memos covering M&A, governance, securities, and entity structuring. • Evaluate AI-generated corporate legal content for accuracy, clarity, and consistency with US corporate law, and provide specific corrections. • Contribute to guidelines and quality standards for corporate legal data used in AI training. • Flag ambiguity, risk, and drafting issues the way you would in live deal work, with clear rationale. • Translate complex corporate legal principles into clear, structured formats suitable for model training. Preferred Qualifications • JD from an accredited US law school. • Active license to practice law in at least one US jurisdiction, in good standing. • 3–10+ years of substantive corporate law experience M&A, securities, corporate governance, commercial contracts, or private financings. • Hands-on experience drafting and negotiating core transactional documents (purchase agreements, financing documents, governance instruments). • US-based practitioner (law firm, in-house, or independent) with demonstrated corporate transactional expertise. • Experience across both buy-side and sell-side M&A. • In-house or general counsel experience at a US company. • Judicial clerkship or law-journal editorial experience. • Experience teaching or training junior attorneys.

Hardware Expert Pay: $50–$100/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for a highly skilled CAD and mechanical-design expert to contribute to an AI training project involving technical drawings, computational geometry, programmatic CAD, and Python. The work involves interpreting dimensioned engineering schematics and reproducing them as precise 3D solid models. A representative task may require constructing a mechanical component with complex curved geometry, implementing the model through Python, exporting it as a STEP file, and validating it against strict geometric and physical requirements. This is not a general hardware-support or electronics role. Candidates should have strong CAD, spatial-reasoning, geometry, and technical problem-solving abilities. What You’ll Work On • Interpret dimensions and geometric relationships from technical drawings. • Translate 2D schematics into accurate 3D mechanical models. • Decompose complex components into appropriate geometric features. • Model curved profiles, sweeps, lofts, fillets, chamfers, and Boolean operations. • Use Python to generate or automate CAD geometry. • Export valid, watertight solid models in formats such as STEP. • Validate dimensions, topology, volume, surface area, and inertia properties. • Diagnose subtle differences between expected and generated geometry. • Produce reproducible solutions that work in clean technical environments. • Required Qualifications • Strong Python programming ability. • Hands-on experience with 3D CAD or computational geometry. • Ability to interpret dimensioned engineering drawings and schematics. • Strong 3D spatial reasoning and attention to geometric precision. • Experience validating or troubleshooting CAD models. • Relevant tools may include build123d, CadQuery, FreeCAD, OpenCascade, Fusion 360, Onshape, SolidWorks, trimesh, or other CAD and geometry software. No specific tool is mandatory if your experience is transferable. Formal education and years of professional experience are not strict requirements. Mechanical designers, CAD specialists, engineers, researchers, makers, and independent technical experts are encouraged to apply if they can demonstrate the relevant skills. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply.. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task 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: Senior AI Trainer Role Type: Contractor, Remote Location: Northern America, Latin America, Europe, UK, Oceania. micro1 is engaging Senior AI Trainers to collaborate on a customer-driven project enhancing AI system accuracy through expert-level video annotation and 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. Key Responsibilities: • Review video footage of robotic arms executing assigned tasks, identifying key actions and outcomes with precision. • Apply detailed grading guidelines to accurately tag and annotate events, providing structured observations that improve model performance. • Mark precise timestamps for the start and end of key actions, transitions, and outcomes, ensuring frame-accurate segmentation of each video session. • Verify timestamp accuracy and alignment across annotations, correcting drift or inconsistencies between labeled events and the underlying footage. • Utilize video annotation tools and platforms to record findings and submit annotated datasets in alignment with project standards and milestones. • Collaborate with project trainers and contributors to resolve ambiguities, refine guidelines, and ensure annotation consistency across the team. • Participate in ongoing quality reviews, incorporating feedback to maintain rigorous annotation standards. Required Skills and Qualifications: • Exceptional attention to detail and accuracy in reviewing and tagging visual data. • Strong written and verbal communication skills for effective collaboration, reporting, and timely updates on progress and challenges. • Demonstrated time management and self-organization abilities for independent, remote project participation. • Analytical and problem-solving mindset, with a proactive approach to resolving annotation challenges. Preferred Qualifications: • Proven experience with video annotation, data labeling, or similar data-centric annotation projects. • Familiarity with video annotation tools and software platforms, including timeline-based interfaces for timestamping and event segmentation. • Experience with frame-level or timecode-based annotation (e.g., marking event boundaries, working with frame rates, or reviewing footage frame by frame). • Background in AI training, machine learning data preparation, or robotics projects (strongly preferred).

Role Title: Video Data Annotation Specialist Role Type: Contractor Location: Remote Our team is engaging Video Data Annotation Specialists to contribute expertise and precision to a customer’s project focused on the advancement 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 • Review and annotate short video and audio clips, labeling content accurately based on project-specific guidelines. • Assess the accuracy and appropriateness of AI-generated descriptions for diverse multimedia content. • Evaluate content compliance against clear moderation standards, flagging uncertain or inappropriate material with detailed rationale. • Provide clear, concise written feedback highlighting potential inaccuracies or ambiguities in AI outputs. • Maintain rigorous attention to detail and consistency in annotation, ensuring data integrity across high volumes of submissions. • Collaborate remotely with project managers and fellow specialists to clarify guidelines and support process improvements. • Safeguard all project data, adhering strictly to confidentiality and data protection standards. Preferred Qualifications • Demonstrated experience with video and audio annotation, content labeling, or content moderation for digital platforms. • Strong command of English, with the ability to communicate feedback and findings clearly in written form. • Excellent attention to visual and audio detail, with a track record of delivering high-accuracy data annotation. • Experience working independently and adapting quickly to changing project requirements or guidelines. • Familiarity with guideline-based evaluation and quality assurance practices. • Proactive approach to identifying process improvements and sharing best practices with remote collaborators. • Commitment to maintaining data confidentiality and ethical handling of sensitive information.

Role Title: Commercial Attorney Role Type: Contractor Location: Remote (US Based) Our team is engaging Commercial Attorneys to contribute to a confidential project at the intersection of law 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. The work draws directly on day-to-day commercial contracting practice: reviewing agreements, marking up drafts, and applying company policy positions the way in-house counsel would. Scope of Work • Review and redline commercial agreements, including MSAs, NDAs, DPAs, and similar documents, in accordance with established playbooks and policies. • Analyze drafts to identify key issues and determine applicable company positions and acceptable fallback outcomes. • Draft clear, reasoned written explanations detailing the rationale behind each redline or revision. • Apply advanced contract drafting, negotiation, and technology transactions knowledge to real-world legal documents. • Collaborate with the project team to ensure consistency of standards and interpretations throughout the engagement. • Maintain meticulous attention to detail and uphold high standards of legal writing and contract review quality. • Work independently within a remote, deadline-driven project environment. Preferred Qualifications • Juris Doctor (JD) from an accredited law school and active bar admission in a U.S. jurisdiction. • Minimum of 4 years' experience in transactional practice at a law firm or as an in-house attorney, focusing on contract drafting, review, and negotiation. • Deep familiarity with commonly negotiated commercial provisions, such as limitation of liability, indemnification, confidentiality, and data protection. • Proven ability to synthesize complex legal concepts and deliver clear, actionable written analyses. • Demonstrated sound judgment and a high level of accuracy in contract review and interpretation. • Expertise in technology transactions considered a strong plus. • Adaptability and drive to contribute to a high-impact, innovative legal project in a confidential setting.

Role Title: Bilingual Japanese Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Japanese Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Japanese and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Japanese and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Japanese and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Role Title: Shopify Specialist Role Type: Contractor (~5 - 10 hs/week) Location: Remote Our team is engaging Shopify Specialists to contribute subject-matter expertise for a customer project focused on e-commerce workflows and analytics. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 proposed Shopify and e-commerce task structures, identifying where they diverge from actual platform workflows and data models. • Provide clear, actionable written and verbal feedback on the realism and completeness of analytical scenarios and deliverables. • Advise on Shopify's core data objects—including orders, products, customers, and reporting—to ensure analytic tasks align with real-world use. • Highlight gaps, edge cases, or unrealistic assumptions in scenario framing, drawing on direct hands-on experience. • Recommend improvements to task structures, terminology, and metrics based on best practices in the Shopify and e-commerce ecosystem. • Validate that terminology and definitions are consistent with standard Shopify/e-commerce analytics language. • Suggest additional cases or refinements to better reflect the operator and analyst perspective. Preferred Qualifications • 5+ years of deep, hands-on experience within the Shopify ecosystem—across store operations, development, or analytics. • Comprehensive knowledge of Shopify's data model (orders, products, customers, reporting). • Strong foundation in e-commerce analytics, including conversion, retention, cohort, and revenue measurements. • Proven ability to communicate feedback clearly and effectively in both written and verbal forms. • Direct experience advising on best practices for structuring Shopify-related analytical work. • Experience with multiple Shopify stores, or as a consultant or agency professional (nice to have). • Familiarity with Shopify Plus, advanced reporting, and analytical tools such as SQL or BI platforms (e.g., Looker) is a plus. Hiring flow: • AI Interview • Recruiter and team members interview • Offer and onboarding (if selected)

Aerodynamics Expert Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you can choose the hours and days you work, including weekends if desired We are looking for a highly skilled Aerodynamics Expert to contribute to an AI training project involving computational fluid dynamics, aerodynamic analysis, engineering simulation, and Python. The work involves creating, solving, reviewing, and validating engineering tasks that can be completed through programmatic, command-line-based workflows. A representative task may require analyzing an airfoil, preparing a computational domain and mesh, defining appropriate boundary conditions, running a CFD simulation, calculating lift and drag, and determining whether the resulting flow field is numerically and physically valid. What You’ll Work On • Solve and validate aerodynamic and fluid-dynamics problems. • Translate physical requirements into computational models and solver-ready cases. • Create or modify geometries, computational domains, and meshes. • Define appropriate initial conditions, boundary conditions, fluid properties, and solver settings. • Run CFD and aerodynamic-analysis workflows using command-line-accessible tools. • Use Python to automate preprocessing, simulation execution, parameter sweeps, postprocessing, and validation. Required Qualifications • An MS or PhD in Aerospace Engineering, or Mechanical Engineering with an aerodynamics, fluid dynamics, or thermofluids specialization; or • A BS in Aerospace or Mechanical Engineering plus at least 1–2 years of aero-specific professional or research experience. • Strong understanding of fluid mechanics and applied aerodynamics. • Experience formulating and executing CFD or aerodynamic analyses. • Practical proficiency with Python. • Experience with at least one engineering tool or library that can be operated through a CLI, scripting interface, configuration files, or programmatic API. • Ability to select and justify modeling assumptions, boundary conditions, mesh strategies, and solver settings. • Ability to diagnose non-convergence, unstable solutions, incorrect results, and physically invalid outputs. • Ability to communicate technical reasoning and engineering trade-offs clearly. Relevant tools may include Python, OpenFOAM, SU2, Gmsh, FEniCSx, Elmer, CalculiX, SciPy, or similar programmatic engineering software. Experience with an equivalent CLI-accessible tool is acceptable. Relevant Python tools may include NumPy, SciPy, pandas, Matplotlib, Jupyter, solver APIs, mesh-processing libraries, or domain-specific scientific packages. No single library is mandatory. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Role Title: Research Engineer - Code Generation & Model Evaluation Role Type: Contractor Location: Remote Our team is engaging Research Engineers to participate in a project focused on code generation and model evaluation 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 • Analyze, debug, and resolve issues across diverse codebases written in Python3, Java, Rust, C++, Go, or TypeScript. • Contribute to the design and implementation of new features and enhancements for code generation workflows. • Refactor and optimize codebases to improve performance, maintainability, and adaptability. • Develop and review real-world coding tasks to evaluate AI model performance and accuracy. • Author clear, actionable feedback and annotations to support model training and assessment. • Collaborate with other open-source contributors and technical stakeholders to set technical direction and ensure robust outputs. • Document technical decisions, best practices, and solutions to drive project transparency and knowledge sharing. Required Skills and Qualifications: • Expertise in competitive programming and coding problem analysis. • Expertise in at least one of: Python3, Java, Rust, C++, Go, or TypeScript, with solid knowledge of algorithms and data structures. • Proven track record of open-source contributions or participation in collaborative software projects. • 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. 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: 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: 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 IMPORTANT DISCLAIMER: Candidates who meet the project’s location and equipment requirements will be contacted soon to complete an identity verification process. Selected candidates should be able to complete this ID verification within 48 hours of being contacted. Successful verification is required before the contract can be issued for signature.

Role Title: Private Equity Associate Role Type: Contractor Location: Remote Our team is engaging Private Equity Associates to contribute expertise to a customer's project focused on enhancing AI-driven private equity 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 • Design and author project tasks that authentically represent private equity workflows, including CIM screening, LBO modelling, and portfolio company monitoring. • Develop and rigorously stress-test LBO models using realistic capital structures and operating assumptions, with a focus on returns analysis (IRR, MOIC). • Craft investment committee memos evaluating hypothetical or real deals, outlining thesis, key risks, value-creation strategies, and exit scenarios. • Conduct detailed due diligence assessments, highlighting risk factors and proposing mitigation strategies, mirroring industry best practices. • Evaluate AI-generated outputs for financial accuracy, strategic judgement, and alignment with established private equity methodologies. • Collaborate with project leads to refine evaluation rubrics, adjust task difficulty, and ensure comprehensive coverage across sectors and deal types. • Deliver thorough documentation and feedback, supporting continuous improvement of AI training datasets. Preferred Qualifications • 2–6+ years of experience in private equity, investment banking plus private equity, or direct private equity roles at mid-market, growth, or large-cap funds. • Advanced degree such as MBA or Master's in Finance; completion of top-tier programs (e.g., Wharton) is especially valued. • Demonstrated expertise building LBO models and investment committee memos reviewed by principals or partners. • Exceptional written communication, with a track record of producing clear, professional-grade documentation and memos. • Strong analytical skills and the ability to exercise sound judgement under ambiguous conditions. • Direct participation in due diligence and risk assessments in live private equity transactions. • Ability to commit to structured project work, delivering consistent, high-quality contributions within defined parameters.

Role Title: Revenue Operations Specialist (SaaS) Role Type: Contractor Location: Remote Our team is engaging Revenue Operations Specialists (SaaS) to contribute to a customer's project focused on elevating operational effectiveness and data integrity in complex SaaS business 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 ideally suited for a professional with hands-on ownership of CRM systems and adjacent SaaS revenue tools, especially in regulated or multi-product contexts where operational judgment and clear communication are essential. Scope of Work: • Assess and refine CRM data models to align with evolving sales, customer success, and revenue operations requirements. • Identify, arbitrate, and document resolutions for conflicting operational policies, explaining logical choices and tradeoffs. • Design and validate compliance-constrained workflows for SaaS revenue processes, ensuring adherence to vertical-specific regulations. • Diagnose and address gaps in revenue data integrity, supporting accurate, actionable reporting and analytics. • Deliver detailed process walk-throughs based on personal system configuration experience, highlighting decision points and lessons learned. • Contribute written and verbal insights for scenario-based operational training tasks in collaboration with project stakeholders. • Recommend system improvements with a focus on scalability, compliance, and cross-functional alignment. Preferred Qualifications • 4+ years of direct, hands-on experience in SaaS revenue, sales, customer success, or implementation operations (not adjacent or management-only exposure). • Proven CRM ownership (Salesforce, HubSpot, or similar) with configuration experience, plus at least two additional tools such as billing, CPQ, ticketing, or project tracking. • Demonstrated ability to resolve policy conflicts and explain operational tradeoffs in high-complexity, high-compliance environments (fintech, healthtech, insurtech, or similar fields strongly preferred). • Strong operational judgment: adept at making and justifying process decisions where rules, regulations, or business needs intersect. • Exceptional written and verbal communication skills, capable of documenting logic and collaborating clearly with both technical and non-technical stakeholders. • Experience in process design for regulated industries or multi-product SaaS implementations, with a focus on compliance and reporting accuracy. • Comfort navigating ambiguity, prioritizing what to change versus what to leave stable, and articulating the rationale behind each decision.

Job Title: Defense & Cleared Workforce Recruiter Job Type: Full-time Location: Remote, US-based only. The Role Join our team as a Defense & Cleared Workforce Recruiter, where you'll play a pivotal role in building pipelines of highly qualified, security-cleared talent for mission-critical U.S. government work. In this specialized recruiting role, you'll leverage your expertise in federal, military, and veteran communities to source and place cleared professionals for impactful positions across the defense sector. What You'll Do • Manage full-cycle recruiting for a diverse set of cleared roles, including sourcing, evaluating, and closing candidates across multiple cleared domains and locations. • Develop and nurture pipelines of security-cleared talent, encompassing federal civilians, military officers, veterans, enlisted/NCO personnel, and professionals with prior U.S. government experience. • Leverage specialized cleared sourcing channels (ClearanceJobs, ClearedJobs.net) and military transition networks (SkillBridge, TAP, Hiring Our Heroes) to connect with top-tier candidates. • Screen candidates for clearance level, status, and eligibility, ensuring all outreach and qualification processes remain fully compliant with federal guidelines. • Coordinate clearance verification in partnership with Facility Security Officers (FSOs) and customer security offices, using self-reported information as a preliminary filter. • Translate military experience (MOS/rate, service history) into role fit, building rapport and trust with transitioning service members and veterans. • Partner closely with hiring managers to define requirements, set realistic timelines, and deliver an outstanding candidate experience from sourcing through offer. What We're Looking For • 5–8 years of full-cycle recruiting experience, with significant focus on cleared, defense, or government-contracting (GovCon) talent acquisition. • Demonstrated success placing security-cleared candidates, with active sourcing experience in cleared talent pools and proprietary channels. • In-depth understanding of U.S. security clearances (Secret, TS, TS/SCI, poly), including reactivation windows, reciprocity, and compliance boundaries in candidate conversations. • Fluency in interpreting military/veteran backgrounds, including reading MOS/rate and engaging credibly with transitioning service members. • Familiarity with clearance verification workflows and collaboration with FSOs or security offices. • Expert sourcing, screening, and stakeholder-management abilities; adept at building pipelines for location-locked, hard-to-fill cleared roles. • Exceptional written and verbal communication skills; highly organized and metrics-oriented. • U.S.-based recruitment professional Preferred • Experience recruiting for specialized domains such as maritime/navy, drone/UAS, or combat operators. • Background as a military recruiter, FSO, or veteran. • Familiarity with contingent, project-based, or RPO staffing models in the defense or federal sector.

Role Title: Adolescent Suicide & Self-Harm Specialist Role Type: Contractor Location: Remote Our team is engaging Adolescent Suicide & Self-Harm Specialists to contribute to a unique customer project focused on enhancing the assessment and management of adolescent suicide and self-harm risk. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 assess complex adolescent presentations, develop clear clinical guidance, and document risk formulations that inform effective, practical responses. Your insights will directly impact the development of tools seeking to reliably differentiate between ideation, intent, and acute risk, with the goal of supporting non-specialist users in real-world scenarios. Scope of Work • Review adolescent case materials and generate structured, written risk assessments for suicide and self-harm presentations. • Apply validated tools (e.g., C-SSRS) and expert risk formulation to inform clear, actionable guidance. • Differentiate between self-harm, suicidal ideation, and intent, and characterize acuity levels with precision. • Recommend response protocols, including escalation pathways, safety planning (e.g., Stanley-Brown), and means-restriction strategies. • Identify comorbidities, safeguarding, and contextual factors influencing risk, and incorporate these into assessments. • Document guidance in clear, research-grade English so non-specialists can implement recommended actions confidently. • Benchmark and cross-reference risk judgments with established guidelines and peer assessments to ensure consistency. Preferred Qualifications • 3–5+ years post-qualification experience with direct adolescent clinical contact focused on suicide/self-harm risk. • Specialist credentials in child/adolescent psychiatry or psychology, with demonstrated expertise in suicide/self-harm interventions. • Active clinical license or registration in good standing, with an active adolescent caseload within the past two years. • Advanced proficiency in suicide/self-harm risk assessment tools (e.g., C-SSRS, safety planning protocols). • Familiarity with evidence-based adolescent interventions (e.g., DBT-A, trauma-informed care approaches). • Exceptional written English (native, or IELTS 7.5+/writing 7.0+, TOEFL 100+, Cambridge C1–C2, or equivalent). • Desirable: DBT-A or CBT training, crisis or inpatient experience, or contributions to suicidology research or clinical guidelines. 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: Litigation Attorney Job Type: Contractor Location: Remote Job Summary: We are seeking seasoned U.S.-licensed litigation attorneys for a part-time role at the forefront of legal AI. This opportunity is for accomplished practitioners who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work. We are especially interested in experienced litigators with deep expertise in legal research, writing, motion practice, and case strategy, as well as attorneys practicing in corporate, real estate, bankruptcy, or compliance. In this role, you will review, assess, and contribute to litigation-focused workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems analyze legal issues, construct arguments, and interpret case law and procedure, creating tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated litigation tasks such as issue spotting, legal analysis, and argument construction. • Review and assess AI responses to litigation scenarios, providing expert feedback to improve model performance and output precision. • Create objective evaluation frameworks and grading criteria to assess AI performance on legal tasks with rigor and consistency. • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven legal solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school (J.D. only; no LL.M.-only or foreign-equivalent candidates). • Active bar admission in at least one U.S. jurisdiction. • Actively practicing attorney in litigation, corporate, real estate, bankruptcy, or compliance, with a strong preference for seasoned litigators. • 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. • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Judicial clerkship experience (federal or state). • Legal instruction experience, such as teaching or lecturing at a law school. • Law journal or law review editorial experience during law school. • 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, Internal Platforms Job Type: Full-time Location: Remote The Role This is a high-ownership fullstack role where you’ll contribute to — and grow into owning — core internal platform systems end-to-end. You’ll primarily work on building and improving the internal tools, services, and workflows that power our operations, products, and AI-driven infrastructure at scale. 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, scalable backend services and APIs with clear contracts and ownership. • Develop high-quality, performant frontend interfaces used by internal teams and stakeholders. • Participate in data modeling and database performance optimization (schema design, query tuning, maintainability). • Collaborate closely with product, operations, and design teams to translate ambiguous requirements into scalable systems. • Improve platform reliability, observability, and developer experience across internal tooling. • Uphold engineering quality through code reviews, testing, and continuous improvement. • Help debug and resolve production issues while improving operational resilience. • Make pragmatic tradeoffs between speed, scalability, and maintainability in a fast-moving environment. What You'll Be Doing • Experience building or contributing to production fullstack systems (internships, projects, or professional experience). • Strong TypeScript fundamentals across frontend and/or backend. • Familiarity with backend development using Node.js (NestJS is a plus). • Experience building user interfaces with React or similar frameworks. • Understanding of relational databases such as PostgreSQL and core data modeling principles. • Familiarity with RESTful APIs and distributed system communication patterns. • Exposure to cloud platforms like AWS (or similar). • Awareness of modern architectures (microservices, serverless, or event-driven systems). • Strong problem-solving ability, ownership mindset, and attention to detail. • Comfortable operating in ambiguous, fast-moving environments. Preferred • Experience with CI/CD, infrastructure as code, or DevOps workflows. • Experience building internal developer platforms, operational tooling, or workflow automation systems. • Exposure to AI-adjacent, data-heavy, or ML-powered products. • Experience working in startup, lab, or high-growth engineering environments. • Familiarity with monitoring, observability, and platform reliability best practices. 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.

Audio Expert Pay: $50–$100/hour Location: Global, fully remote Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) Relevant expertise matters more than years of experience We are looking for a highly skilled music transcription expert to contribute to an AI training project involving polyphonic audio analysis, SATB transcription, music notation, and Python. The work involves reconstructing precise musical scores from mixed audio recordings. A representative task may require separating four simultaneous soprano, alto, tenor, and bass lines from a mono recording and converting the complete performance into an exact MusicXML score. This is not a general audio-production or speech-transcription role. Candidates should have strong musical listening, notation, and technical problem-solving abilities. What you’ll work on: • Transcribe polyphonic musical recordings into structured notation. • Distinguish soprano, alto, tenor, and bass lines from a mono mix. • Identify pitches, onsets, durations, rests, and re-articulations. • Quantize events to the correct rhythmic grid. • Apply accurate key signatures, accidentals, and enharmonic spelling. • Generate or manipulate MusicXML. • Use Python to inspect audio, analyze spectral information, and automate parts of the transcription workflow. • Validate transcriptions through musical review, structured checks, or resynthesis. • Required qualifications: • Strong Python programming ability. • Advanced ear training and polyphonic music-transcription ability. • Strong understanding of harmony, rhythm, voice leading, and standard notation. • Experience with SATB music, choral arranging, score preparation, or a closely related form of polyphonic transcription. Relevant tools may include librosa, NumPy, SciPy, music21, Essentia, pretty_midi, MuseScore, or other audio-analysis and notation software. No specific tool is mandatory if your experience is transferable. Formal education and years of professional experience are not strict requirements. Experienced performers, arrangers, composers, choir musicians, researchers, and independent transcription specialists are encouraged to apply if they can demonstrate the relevant skills. Process: • Apply to the role, filling out the screening questions • Complete AI Interview (approx. 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: Filmmaker Role Type: Contractor Location: Remote Our team is engaging Filmmakers to participate in a specialized video annotation 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. Scope of Work • Review and assess video footage of robotic arms performing a variety of tasks, ensuring precise observation and evaluation. • Apply detailed video annotation by tagging or labeling sessions based on clear grading guidelines provided for each scenario. • Identify and document subtle nuances, task completions, and errors demonstrated by the robotic arms within the footage. • Utilize industry-standard video editing and annotation tools to deliver high-quality, organized datasets. • Collaborate with trainers and project stakeholders through written and verbal communication to clarify requirements and ensure consistency. • Maintain accurate records of annotations and support continuous improvement by providing constructive feedback on guidelines and processes. Preferred Qualifications • Proven experience in filmmaking, cinematography, or video production, with strong attention to visual and narrative detail. • Demonstrated expertise in video annotation and editing, preferably using common industry tools and software. • Background in reviewing, grading, or annotating video content for technical or training purposes. • Exceptional attention to detail, with the ability to spot minute errors or inconsistencies in visual content. • Strong written and verbal communication skills, with the ability to clearly document and explain annotation decisions. • Experience participating in AI training or data labeling projects is highly preferred. • Self-motivated, independent, and able to deliver accurate work within defined project timelines.

Job Title: Sales Ops & Business Analytics Specialist Job Type: Full-time Location: Remote The Role We’re looking for a Sales Operations & Business Analytics Specialist to help strengthen the systems, data, and insights behind a growing revenue organization. Working closely with the Sales Operations Senior Lead, you’ll improve CRM operations, pipeline visibility, forecasting, and reporting while using data to answer high-impact business questions. This role is ideal for someone who enjoys turning complex data into clear insights and building scalable processes in a fast-moving environment. What You’ll Do • Support and improve CRM operations, including data hygiene, workflow automation, reporting, and user support. • Maintain pipeline quality and support weekly, monthly, and quarterly forecasting. • Build and enhance dashboards and performance reporting across pipeline health, conversion, seller productivity, and quota attainment. • Analyze sales trends, funnels, conversion rates, and cohort performance to identify opportunities and performance gaps. • Help improve forecasting models using historical data and predictive signals. • Support the implementation and adoption of new sales tools, CRM pipelines, and processes. • Translate analysis into clear recommendations and business narratives for leadership and cross-functional stakeholders. • Tackle ad hoc analytical problems across areas such as incentive modeling, lead generation, KPIs, and recruitment funnels. What We’re Looking For • 2–4+ years in Sales Operations, Revenue Operations, Business Analytics, or a related role. • Hands-on experience with a modern CRM platform; HubSpot is preferred. • Experience building CRM reports, dashboards, and workflows. • Advanced Excel or Google Sheets skills. • Experience with SQL and/or BI tools such as Tableau, Looker, or Power BI is strongly preferred. • Strong business judgment—you can connect data and operational metrics to revenue impact and business decisions. • Strong written and verbal communication skills, including presenting insights to non-technical stakeholders. • Comfortable working with ambiguity, evolving priorities, and problems without predefined solutions. Preferred • Advanced HubSpot proficiency or certification. • Experience with forecasting, predictive analytics, or statistical modeling. • Experience with sales incentives, quotas, or KPI analysis. • Exposure to cross-functional analytics across Marketing, Customer Success, Recruitment, or Business Operations. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $80,000 –$120,000. 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: 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: Lithuanian Speaking Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Lithuanian Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Lithuanian psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Lithuanian and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Lithuanian and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Lithuanian clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Lithuanian psychiatric frameworks, with a commitment to high standards of professional integrity.

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: Clinical Publications Author Role Type: Contractor Location: Remote Our team is engaging Clinical Publications Authors to participate in a customer’s project focused on developing advanced AI-assisted tools for medical and scientific writing. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Task Authoring & Review: Author and review realistic evaluation tasks based on peer-reviewed journal manuscripts, scientific abstracts, conference posters, and presentation decks to inform AI tool development. • Structural & Formatting Assessment: Apply expert judgment to assess whether AI-generated draft sections align with publisher formatting standards, journal guidelines, and international publication ethics (such as ICMJE, GPP, and relevant EQUATOR Network reporting guidelines like CONSORT or STROBE). • Scientific Accuracy & Interpretation: Evaluate scientific accuracy in manuscripts, abstracts, and discussion sections, distinguishing true errors in data interpretation or medical reasoning from stylistic or editorial preferences. • Data Verification: Trace publication claims and narratives directly to source records—such as Clinical Study Reports (CSRs), protocols, and Tables, Figures, and Listings (TFLs)—to verify that all statements are accurately grounded in data. • Structured Feedback: Provide clear and structured written rationales for each assessment, enabling precise diagnosis and improvement of AI model behavior. • Framework Refinement: Collaborate with project leads to refine evaluation criteria and document best practices for scientific publishing workflows within AI development environments. Preferred Qualifications • Minimum 5 years of dedicated medical/scientific publication authoring experience within a sponsor, CRO, MedComms agency, or as an independent consultant. • Direct experience lead-authoring or managing peer-reviewed manuscripts published in reputable biomedical or clinical journals. • Strong working knowledge of publication guidelines (ICMJE, GPP3/GPP2022, CONSORT), copyright compliance, and journal submission workflows. • Demonstrated capability to interpret complex clinical data (TFLs, statistical analysis plans) and translate them into clear, publication-ready scientific narratives. • Exceptional written communication skills, with a proven track record of providing actionable, structured feedback on scientific draft materials. • Advanced degree in life sciences, pharmacy, or medicine (PhD, PharmD, MD, MSc) or equivalent depth of authoring experience. • Therapeutic area diversity across multiple clinical phases; expertise in oncology, immunology, or rare diseases is especially valued.

Role Title: Robotics Expert Role Type: Contractor Location: North America, Latin America, Europe, UK, and Oceania Our team is engaging Robotics Experts to work on a video annotation project focused on robotic systems. The core of this role is watching video and labeling it accurately. You'll review footage of robotic arms performing tasks and tag what happens in each session, using your robotics knowledge to judge whether the robot did the job correctly. No prior AI experience is required — your technical background is what matters. Scope of Work • Watch video recordings of robotic arms performing tasks and annotate them following a detailed set of guidelines. • Tag actions, events, and errors in each video session, marking where each action starts and ends. • Judge whether the robot completed the task correctly, and label failures such as missed grasps, dropped objects, poor paths, or inaccurate positioning. • Apply the labeling rules the same way across every session so the data stays consistent. • Flag unclear or borderline cases to project managers instead of guessing, and help resolve them. • Use your knowledge of robot motion, perception, sensors, and integration to explain what went wrong when a robot fails. • Suggest improvements to the annotation guidelines when you find gaps or repeated confusion. • Complete assigned annotation volume on time and at the required quality level. Preferred Qualifications • Background in robotics, mechanical engineering, electronics engineering, or a related technical field. • Hands-on experience with robotic arms or robotic systems, whether in industry, research, or lab settings. • Solid understanding of robot motion control, grasping, perception, and sensors. • Able to tell the difference between correct and faulty robot behavior just by watching it. • Strong attention to detail and the patience to stay consistent across long sessions of similar footage. • Comfortable following written technical guidelines precisely. • Clear written and verbal communication for working with a remote team. • Previous video annotation or data labeling experience is a plus, but not required.

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! IMPORTANT DISCLAIMER: Candidates who meet the project’s location and equipment requirements will be contacted soon to complete an identity verification process. Selected candidates should be able to complete this ID verification within 48 hours of being contacted. Successful verification is required before the contract can be issued for signature.

Role Title: Bilingual Japanese Psychiatrist Role Type: Contractor Location: Remote Our team is engaging Bilingual Japanese Psychiatrists to contribute to 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. Scope of Work • Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios. • Conduct thorough psychological assessments and provide expert annotations reflecting Japanese psychiatric practices and perspectives. • Produce clear, precise documentation and written analyses in both Japanese and English, ensuring cultural and clinical accuracy. • Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts. • Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices. • Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange. • Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts. Preferred Qualifications • Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license • Native fluency in Japanese and advanced proficiency in English, with demonstrated ability in both written and verbal communication. • Extensive experience in psychiatric assessment, treatment planning, and case documentation within Japanese clinical settings. • Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios. • Strong background in developing teaching materials or case studies for educational or research purposes. • Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health. • Familiarity with both Western and Japanese psychiatric frameworks, with a commitment to high standards of professional integrity.

Role Title: Bilingual Cantonese Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Cantonese Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Cantonese and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Cantonese and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Cantonese and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) 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. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for • Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar • A track record building scalable services and APIs • Comfort with debugging, performance work and automated testing • Solid code review instincts • A strong testing background is a big plus — experience designing test strategy, building and maintaining large test suites, diagnosing flaky tests, or raising the testing bar on a team. Preferred Qualifications • Proven experience in backend development, with a track record of delivering high-quality and performant projects. • Demonstrated success in identifying and resolving software bugs and system bottlenecks. • Experience with codebase refactoring and implementing complex features in large-scale applications. • Strong understanding of algorithms, data structures, and foundational computer science concepts. • Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. 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: 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.

Role Title: Aerospace CAD Expert Role Type: Contractor Location: Remote Our team is engaging Aerospace CAD Experts to contribute to a dynamic customer project centered on high-fidelity, multi-part aerospace assemblies. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. If you have a background in mechanical engineering, aerospace, or industrial design and thrive on technical precision, this is an exciting chance to impact the future of engineering design support tools. Scope of Work • Author objective, multi-part questions about aerospace assemblies, focusing on non-guessable queries that require exact, technical answers. • Review native FreeCAD files to analyze and understand complex mechanical assemblies. • Develop several high-quality questions per assembly, ensuring coverage of key features, functions, and relationships between parts. • Deliver clear, well-researched answers to each question with reference to the assembly data. • Collaborate via writing and occasional verbal communication to clarify requirements and ensure technical accuracy. • Maintain a standards-driven approach, ensuring questions and answers are comprehensive, relevant, and program-agnostic. • Contribute to documentation and feedback processes to improve future question sets and project workflows. Preferred Qualifications • Demonstrated expertise in aerospace, mechanical engineering, or industrial design with a strong foundation in CAD principles. • Hands-on experience with multi-part CAD assemblies, including ability to interpret complex design intent and technical drawings. • Exceptional written and verbal communication skills, with an ability to convey technical concepts clearly and concisely. • Familiarity with FreeCAD or similar CAD platforms (FreeCAD exposure is a plus, not required). • Proven ability to author precise technical questions and answers, ideally in an educational or documentation context. • Strong attention to detail and commitment to providing high-quality, objective content. • Interest in advancing technology and supporting the development of intelligent design systems.

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: Trauma Psychologist/Psychiatrist Role Type: Contractor Location: Remote Our team is engaging mental health professionals to contribute their specialized knowledge to a high-impact customer project focused on supporting vulnerable youth. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 clinical experts deeply committed to working with young abuse survivors, especially those who have made this their primary clinical focus. You will play a key part in ensuring nuanced, accurate, and sensitive representation of mental health challenges faced by youth abuse victims. Scope of Work • Analyze and contribute to case-based scenarios reflecting the complexities of youth abuse victimization. • Review, assess, and provide feedback on model-generated mental health guidance related to abuse cases. • Develop and curate content outlining best practices for trauma-informed care for young abuse survivors. • Identify gaps or inaccuracies in AI-generated responses from a clinical and ethical perspective. • Collaborate with cross-disciplinary teams to ensure deliverables reflect current standards in mental health care for abuse victims. • Participate in iterative review cycles, offering insights to refine and improve training data quality. • Document recommendations to enhance system sensitivity, accuracy, and safety for vulnerable populations. Preferred Qualifications • PhD in Psychology or MD with completed Psychiatry residency. • Extensive clinical experience working with youth who are victims of abuse, with a primary or exclusive focus in this area. • Demonstrated expertise in trauma-informed practices and interventions for young survivors. • Active clinical engagement in the field, dedicating the majority of working time to supporting abuse victims. • Commitment to upholding ethical standards and safeguarding participant privacy and well-being.

Role Title: Investment Funds Attorney Role Type: Contractor Location: Remote We are seeking seasoned Investment 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. Compensation Structure: • Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

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: Paid Photo Contributor Opportunity Location: Remote Job Summary Our team is recruiting participants for a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Take and submit photographs of yourself following simple project instructions. • Complete a short questionnaire about yourself and the submitted images. • Complete the project remotely using your own smartphone. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds and physical appearances. We are seeking participation from individuals across many different communities and backgrounds. Participants of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task. Eligibility: 18+ / Hawaii-based / smartphone]

Role Title: Robot Wrangler - Operations Role Type: Contractor Location: Los Angeles, Cali Our team is engaging Robot Wrangler - Operations professionals to contribute to a customer's innovative robotics 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 centers around hands-on robotics operation, with a strong emphasis on maintaining and improving robot performance for commercial applications in a dynamic, real-world setting. The engagement will take place onsite in Los Angeles, CA, where contributors work in person to deploy, monitor, and maintain robots in an active environment. Scope of Work • Deploy and operate cutting-edge robots in commercial scenarios, ensuring optimal uptime and consistent performance throughout each project day. • Closely observe robots as they perform repetitive tasks, identifying bugs, hardware failures, and performance issues, and accurately documenting each issue in Jira for engineering review. • Conduct essential robot maintenance, including systematic bring-up and shutdown procedures, while adhering to prescribed safety protocols for all hardware and teleoperation equipment. • Maintain organization of the work area, ensuring all equipment and components are managed properly to facilitate a safe and efficient operational environment. • Communicate clear, concise written and verbal reports regarding system status, incidents, and improvements to stakeholders and technical teams. • Adapt to evolving operational processes, actively suggesting improvements based on daily hands-on and observational experience with the robots. Preferred Qualifications • Demonstrated fine motor control and meticulous attention to detail in repetitive, hands-on environments. • Experience following precise instructions and established protocols in technical or mechanical contexts. • Proven ability to remain focused and maintain high standards of quality throughout long periods of physical activity. • Basic mechanical aptitude — familiarity with robotics, hardware assembly, or maintenance is a strong asset. • Clear, professional written and verbal communication skills; comfort with logging issues in platforms like Jira. • Physical stamina to manage full days of standing, moving, and handling equipment weighing up to 50 lbs. • Recent academic background or practical exposure to robotics, mechatronics, or related fields preferred, though not required.

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: 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: VFX Artist / 3D Animator (AI Video Annotation) Role Type: Contractor, Remote Location: North America, Latin America, Europe, UK, and Oceania Our team is engaging VFX Artists and 3D Animators for a project focused on reviewing and annotating video sessions of robotic arms completing real-world tasks. This is an AI training and video annotation project rather than a traditional asset creation, animation, or rendering assignment. Your understanding of motion, spatial relationships, object tracking, occlusion, and visual anomalies is highly valuable for interpreting robotic activity. You will use that expertise to identify what objects are doing, how they move and interact, and whether each task is completed correctly. Your work will help create precise, consistent training data for next-generation AI systems. No prior experience in AI, robotics, or data annotation is required. Scope of Work • Review video footage of robotic arms performing tasks, following detailed annotation and grading guidelines provided by the customer. • Identify and label motion, object interactions, spatial changes, task outcomes, errors, and other relevant events within each video segment. • Apply your understanding of animation, transforms, trajectories, timing, occlusion, and physical behavior to interpret activity accurately. • Use dedicated annotation tools to tag video content precisely and consistently. • Flag visual anomalies, tracking challenges, or ambiguous moments and explain your observations in concise written notes. • Contribute to quality control by reviewing annotations and providing constructive feedback when requested. • Complete assigned batches accurately and within established deadlines. Preferred Qualifications • Professional or academic background in visual effects, 3D animation, motion graphics, technical art, computer graphics, or a related field. • Strong understanding of motion, timing, spatial relationships, object tracking, occlusion, and visual continuity. • Familiarity with tools such as Blender, Maya, Houdini, Cinema 4D, Nuke, After Effects, or similar software. • Excellent attention to detail, particularly when identifying subtle motion changes, visual artifacts, or inconsistencies. • Strong written communication skills, with the ability to describe visual observations and edge cases clearly. • Experience with video annotation, visual QA, computer vision datasets, AI training projects, or robotics is helpful but not required.

Job Title: Member of Legal Staff, Legal Ops & Corporate Paralegal Job Type: Full-time Location: Remote (opportunity to work from SF office) The Role We are looking for a corporate paralegal professional who combines strong transactional execution with a genuine interest in AI and legal operations. The ideal candidate is an experienced corporate paralegal 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 • 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.

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. Compensation Structure: Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

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: Backend C#/.NET Developer 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: • Design, develop, and maintain robust backend services and APIs using C# and .NET frameworks. • Collaborate with cross-functional teams to define technical requirements and deliver scalable solutions. • Ensure high standards of code quality, reliability, and security in all backend implementations. • Optimize existing backend processes for performance, scalability, and maintainability. • Troubleshoot, debug, and resolve backend issues efficiently in production and staging environments. • Document technical specifications and backend architecture clearly for team collaboration. • Contribute to the continuous improvement of development processes and best practices. Required Skills and Qualifications: • Expert-level proficiency in C# and the .NET ecosystem. • Strong experience with MySQL databases, including schema design and query optimization. • Solid understanding of server-side logic, RESTful API development, and integration patterns. • Track record of writing clean, maintainable, and well-documented code. • Excellent written and verbal communication skills, with an emphasis on clarity and collaboration. • Ability to work independently in a fully remote setting while managing priorities effectively. • Proactive problem-solving skills and a commitment to continuous learning. Preferred Qualifications: • Experience developing and deploying cloud-hosted applications (e.g., AWS, Azure, GCP). • Background working with distributed teams and Agile methodologies. • Previous work in high-growth, innovation-driven environments.

Role Title: Graphic Design Role Type: Contractor Location: Remote Our team is engaging Graphic Design experts to contribute creative expertise on a 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 • Deliver high-quality visual assets in alignment with provided guidelines and brand standards. • Assess and critique existing graphic materials, providing actionable insights for enhancement and improvement. • Create compelling digital illustrations, layouts, and graphics for diverse applications, ensuring consistency and innovation. • Document and communicate creative decisions, methodologies, and design rationales clearly and thoroughly. • Collaborate with project stakeholders via written and verbal channels to ensure deliverables meet expectations and requirements. • Participate in iterative feedback cycles, refining and optimizing graphic outputs for clarity, usability, and impact. • Maintain organized files and deliverables for seamless project handoffs and downstream usage. Preferred Qualifications • Advanced proficiency in industry-standard graphic design tools (such as Adobe Creative Suite, Figma, or equivalent). • Demonstrated portfolio showcasing expertise in digital, print, and/or branding projects. • Exceptional written and verbal communication skills, with an emphasis on clarity and proactive collaboration. • Experience providing constructive feedback and design critique in collaborative environments. • Strong understanding of current design trends, visual storytelling, and user-centered design principles. • Ability to manage multiple design deliverables, prioritize effectively, and work independently in a remote setting. • Familiarity with AI, machine learning, or data-driven design workflows is a plus but not required.

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: Robot Training Operator Role Type: Contractor Location: On-site, San Francisco Our team is engaging Robot Training Operator to contribute to an innovative customer project focused on advancing robotic 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. Scope of Work • Operate a handheld UMI gripper device onsite in a San Francisco lab to perform repetitive manipulation tasks, such as picking up objects, opening containers, and conducting simple household actions across varied objects and environments. • Follow detailed, written task instructions and protocols with exactness to ensure consistent and reliable data capture for robot learning models. • Reset physical environments between task attempts and verify the quality of each data submission before proceeding to subsequent tasks. • Detect and clearly communicate any irregularities (such as hardware malfunctions, unclear instructions, or compromised recordings) to the project lead for prompt resolution. • Maintain high levels of accuracy and consistency through extended periods of hands-on, repetitive activity requiring continuous attention to detail and physical stamina. • Document observations, report issues, and suggest potential process improvements through both written and verbal channels. • Collaborate with project coordinators and fellow contributors to ensure smooth project execution and alignment with collection protocols. Preferred Qualifications • Demonstrated ability in tasks requiring fine motor skills, dexterity, and precision handling of objects. • Track record of reliability, punctuality, and strong personal accountability in prior professional, academic, or gig-based engagements. • Comfort with repetitive, physical tasks and the endurance to remain focused over extended participation windows. • Proven attention to detail and the ability to meticulously follow complex, step-by-step instructions without deviation. • Ability to quickly learn basic hardware interfaces and troubleshoot minor technical issues as they arise. • Clear and effective written and verbal communication skills, especially for flagging issues, submitting observations, and interpreting instructions. • Backgrounds in hands-on work (such as warehouse, operations, gaming, gig work, or student projects) are valued; no previous robotics or AI experience is required.

Job Title: Member of Technical Staff, Medical Research Job Type: Full-time Location: Remote The Role Join our research team as a Member of Technical Staff (MTS), Medical & Health Research, where you'll help advance AI systems capable of supporting healthcare, clinical, and biomedical workflows. This role focuses on developing rigorous evaluation frameworks that measure medical reasoning, evidence synthesis, and healthcare decision support capabilities. You will conduct applied research, establish quality standards, and help shape the future of trustworthy AI in healthcare. What You'll Be Doing • Design and own evaluation frameworks for AI systems operating in healthcare and medical domains, including benchmarks, scoring methodologies, clinical quality rubrics, and validation protocols. • Conduct research on medical reasoning, evidence-based decision making, clinical workflows, and healthcare information synthesis. • Develop benchmark datasets and evaluation environments based on real-world healthcare and biomedical scenarios. • Collaborate with researchers, clinicians, and engineers to evaluate and improve healthcare-focused AI systems. • Analyze performance, safety considerations, reasoning quality, and failure patterns in medical use cases. • Produce research reports, evaluation methodologies, and best-practice guidelines. • Stay current with advancements in medicine, healthcare delivery, biomedical research, and AI. • Contribute to the development of industry standards for healthcare AI evaluation and reliability. What We're Looking For • Advanced degree in Medicine, Public Health, Nursing, Pharmacy, Biomedical Sciences, Epidemiology, Health Economics, or a related healthcare field (MD, DO, PhD, MPH, PharmD, etc.). • Deep expertise in clinical practice, healthcare operations, biomedical research, public health, healthcare analytics, or evidence-based medicine. • Demonstrated experience conducting medical, clinical, or healthcare research. • Strong understanding of research design, evidence evaluation, and healthcare decision-making processes. • Exceptional analytical reasoning and scientific communication skills. • Experience working in multidisciplinary environments involving research, healthcare, technology, or policy stakeholders. Preferred Qualifications • Experience with digital health, clinical decision support systems, healthcare analytics, or health technology assessment. • Familiarity with healthcare quality measurement, clinical guidelines, evidence synthesis, or healthcare benchmarking. • Published research in medical, clinical, healthcare, or biomedical fields. • Experience participating in clinical studies, systematic reviews, or healthcare evaluation initiatives. 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.

Role Title: Graphic Designer - Editorial, Poster & Marketing Layout Role Type: Contractor Location: Remote Our team is selecting Graphic Designer - Editorial, Poster & Marketing Layout specialists to contribute to a client project focused on design analysis 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. You'll be immersed in a frontier AI initiative, using your deep knowledge of design composition to annotate, describe, and structure assets across print, digital, and motion media. Exceptional written and verbal communication skills are key to providing accurate, industry-standard insights and annotations. Scope of Work • Annotate editorial, poster, and marketing design assets as well as short video clips, following a defined schema and leveraging precise visual and design vocabulary. • Deconstruct completed designs into compositional layers, populating structured metadata reflecting hierarchy, geometry, style, and typographic systems. • Apply cinematography and composition standards to video clips, using industry language to describe framing, movement, and visual flow. • Create exemplar annotations that serve as quality benchmarks for the project's evolving dataset. • Identify and document ambiguous cases, missing categories, or annotation schema edge cases for ongoing guideline improvement. • Maintain alignment with project leads and quality control throughout updates to annotation frameworks. • Use Figma, Adobe Creative Suite, and similar tools to evaluate, process, and structure layered design files as part of the annotation workflow. Preferred Qualifications • 3–5+ years as a graphic designer, visual/brand designer, layout or print specialist, editorial designer, or art director; contributors with 7+ years or art direction expertise are encouraged for quality leadership tracks. • Portfolio demonstrating advanced use of typography, color, layout, and visual hierarchy, particularly in editorial and marketing contexts. • Expert-level proficiency with Figma, Adobe Creative Suite (Illustrator, InDesign, Photoshop, After Effects), Canva, or equivalent design platforms. • Ability to articulate and document design concepts with precision, using established design and composition terminology. • Bachelor’s degree in Graphic Design, Visual Communication, Fine Arts, or equivalent professional portfolio demonstrating relevant expertise. • Strong written English proficiency for meticulous annotation and structured content documentation. • Background in poster, editorial, or marketing layout design, with added value from motion design, video editing, or cinematography experience.

Job Title: AI/ML Engineer Job Type: Full-Time 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. Job Summary: Join our team as a AI/ML Engineer and play a pivotal role in driving mission-critical government initiatives while also contributing to Our team’s proprietary AI infrastructure, you’ll harness advanced large language models (LLMs), retrieval-augmented generation (RAG), and multi-agent orchestration to deliver secure, scalable, and impactful machine learning systems. You’ll work closely with cross-functional experts, leveraging frontier AI platforms and the latest in agentic AI tooling. Key Responsibilities: • Design, implement, and optimize AI/ML models particularly leveraging LLMs, RAG, and prompt engineering for production grade applications. • Develop and orchestrate multi-agent systems using frameworks such as LangGraph and LangChain. • Integrate and deploy solutions on secure cloud environments, including AWS GovCloud, Google GovCloud, Azure IL5+, Vertex AI, and AWS Bedrock. • Build robust data pipelines, manage ETL processes, and develop metadata catalogs and ontologies to ensure high-quality data for AI training and inference. • Create and maintain REST APIs and SDK integrations to facilitate seamless data and model interactions. • Collaborate with product, security, and engineering teams to ensure best-in-class delivery, following secure coding and DevOps best practices (CI/CD). • Document technical decisions and communicate complex concepts clearly to both technical and non-technical stakeholders. Required Skills and Qualifications: • Proficiency in Python for AI/ML development, including experience with REST APIs and SDK integration. • Hands-on experience with LLMs, RAG systems, and prompt engineering in production environments. • Familiarity with multi-agent orchestration, tool use, and frameworks like LangGraph and LangChain. • Deep understanding of cloud AI services (AWS GovCloud, Google GovCloud, Azure IL5+, Vertex AI, AWS Bedrock). • Background in building and maintaining data pipelines, ontologies, metadata catalogs, and ETL processes. • Strong grasp of secure coding and modern DevOps practices (CI/CD pipelines). • Exceptional written and verbal communication skills for effective collaboration and documentation. Preferred Qualifications: • Experience with AI/agentic platforms, such as Anthropic for Gov, OpenAI Enterprise, Gemini Enterprise, or Grok Enterprise. • Knowledge of metadata catalog platforms (MCP) and advanced API development techniques. • Prior exposure to government or highly regulated cloud environments and compliance standards.

Role Title: Senior Software Engineer Role Type: Contractor (~15 hrs a week) Location: Remote Our team is selecting 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 • On this project, you will create realistic, interesting, and extremely challenging coding tasks for frontier AI models using your favourite repositories! • You will design problems that require strong software engineering skills, such as tracking down subtle bugs, building non-trivial features, or improving performance. • For each task, you will define the problem, build a reproducible environment, and write deterministic verifiers that accept correct solutions across different valid implementations while rejecting incorrect, incomplete, or hard-coded approaches. You will also provide a reference solution showing how the task can be solved. 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: Physics Expert PhD (Statistical Physics / Quantum Information / Condensed Matter) Role Type: Part-Time, Contractor Location: Fully Remote, Open to candidates worlwide Schedule: 5-10+ hrs/week. Fully flexible (Can accomodate after hours + weekends if needed) 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: 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: Management Consultant Role Type: Contractor Location: Remote About the Role Our team is partnering with a leading AI lab to bring on former management consultants for high-impact AI training and evaluation projects. You'll apply your consulting toolkit, structured problem solving, business analysis, and sharp written communication, to evaluate how AI models reason through complex business problems and help raise their performance to expert level. Scope of Work • Evaluate AI model responses to business strategy and consulting-style problems • Write high-quality prompts, model answers, and detailed feedback • Apply structured frameworks to assess reasoning quality and identify gaps • Work with the project team as guidelines evolve Preferred Qualifications • At least one year of experience working at a top consulting firm (McKinsey, Bain, BCG, Strategy&, LEK, Oliver Wyman, or similar), with at least part of this experience within the past 7 years • Undergraduate degree from a top-ranked university • Based in an English-speaking country • Excellent written English

Role Title: Brand & Creative Strategy Expert — Executive Presentation Review Role Type: Contractor Location: Remote Our team is engaging Brand & Creative Strategy Experts to contribute to a client-facing project focused on executive-level presentation review and enhancement. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Receive images of client business slides and reconstruct them in Microsoft PowerPoint, elevating clarity and visual impact. • Enhance slide structure, visual storytelling, data visualization, and messaging flow tailored for executive or client-facing contexts. • Craft clear, concise content edits that improve message hierarchy, action titles, and overall narrative. • Document all changes in a detailed log, explaining the rationale behind each decision and defending choices to leave elements as-is. • Critically assess each slide, balancing design best practices with the intent and context of the original content. • Deliver each reviewed and improved slide, along with the change log, within 1–2 hours per assignment. Preferred Qualifications • 5+ years' background at a recognized advertising agency, holding company, brand consultancy, or in-house brand/marketing team at a major brand or technology company. • Proven hands-on experience creating client-facing or executive presentations: new business pitches, campaign reviews, or strategic brand decks. • Advanced skills in Microsoft PowerPoint, slide reconstruction, and presentation design. • Expertise in turning complex data into compelling, visually engaging slides. • Strong written communication and content editing abilities, with a proven critical eye for detail. • Comfort providing clear, defendable rationale for both changes made and decisions to maintain original content. • Prior experience evaluating AI output or training models is a plus.

Role Title: Robot Whisperer — Skills & Data Role Type: Contractor Location: Los Angeles, Cali Our team is engaging Robot Whisperers — Skills & Data to contribute to a customer's project focused on teaching the next generation of robots real-world dexterity. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 precise, repetitive manipulation tasks (e.g., picking up objects, opening containers, performing simple household actions) using handheld devices, following detailed protocols. • Follow step-by-step task instructions exactly, ensuring full consistency and accuracy with each repetition. • Reset and prepare the testing environment between task attempts to maintain data integrity across sessions. • Review and confirm each data recording for completeness and clarity before proceeding. • Identify and promptly flag hardware issues, recording anomalies, or unclear instructions to the project lead for resolution. • Maintain meticulous attention to detail throughout each project phase, ensuring high-quality data collection under repetitive conditions. • Communicate findings and updates clearly in both written and verbal form as required for project documentation and troubleshooting. Preferred Qualifications • Exceptional fine motor skills and manual dexterity in hands-on settings. • Demonstrated ability to follow complex, detailed instructions with high reliability and consistency. • Strong attention to detail, especially when performing repetitive assignments. • Clear and professional written and verbal communication skills. • Experience with technical, gig, warehouse/operations, gaming, or other hands-on backgrounds—recent graduates are encouraged to express interest. • Proven dependability and resilience in high-repetition, task-focused environments. • Curiosity about robotics, AI, or human-technology interaction (no formal background required).

Role Title: Finance Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN Our team is engaging Finance Specialist to contribute to a customer's project focused on elevating the quality, impact, and clarity of financial presentations and investor 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. Scope of Work • Reconstruct and enhance Microsoft PowerPoint slides to effectively convey complex financial data and insights. • Design visually compelling presentations that integrate robust data visualization and storytelling techniques. • Review, edit, and refine content for accuracy, readability, and alignment with best practices in financial communications. • Translate quantitative analysis and valuation results into clear, investor-ready materials. • Evaluate and provide feedback on presentation drafts with a focus on data integrity and persuasive messaging. • Collaborate asynchronously to deliver high-quality input that supports project requirements and milestones. Preferred Qualifications • Advanced knowledge of financial analysis, modeling, and valuation methodologies. • Proficiency in Microsoft PowerPoint, with a portfolio of reconstructed or custom-designed presentations. • Demonstrated expertise in data visualization and visual storytelling for financial audiences. • Excellent written communication and editorial skills, with attention to detail and critical thinking. • Direct experience preparing investor materials, pitch decks, or board-level financial reports. • Comfort working independently and delivering nuanced feedback to enhance project outcomes. • Background in finance, investment banking, consulting, or related professional domains.

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! IMPORTANT DISCLAIMER: Candidates who meet the project’s location and equipment requirements will be contacted soon to complete an identity verification process. Selected candidates should be able to complete this ID verification within 48 hours of being contacted. Successful verification is required before the contract can be issued for signature.

Role Title: Photographer Role Type: Contractor Location: Northern America, Latin America, Europe, UK, Oceania. micro1 is engaging Photographers to contribute their expertise to a video annotation 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 • Review video footage of robotic arms performing a variety of tasks, ensuring careful observation of each session. • Apply detailed video annotation and data labeling skills to tag and categorize footage according to specific grading guidelines provided by the project. • Evaluate visual and photographic quality within the videos, applying photography principles to judge image clarity, composition, and relevance. • Spot and document visual nuances, discrepancies, or issues in robot task execution, maintaining strict attention to detail at all times. • Follow established project protocols and grading rules consistently for all assigned sessions to ensure exceptional data uniformity and reliability. • Submit clear, accurate annotations and written observations through project tools and workflows. • Collaborate asynchronously with trainers and project coordinators as needed to clarify guidelines or improve annotation quality. Preferred Qualifications • Professional background in photography, with a keen eye for visual composition and technical image evaluation. • Exceptional attention to detail and an ability to spot subtle visual cues in dynamic environments. • Strong adherence to complex guidelines and repetitive processes without sacrificing accuracy or quality. • Comfort working independently and managing deliverables in a remote, asynchronous project setting.

Role Title: Senior Metallurgist / Welding Inspector Role Type: Contractor Location: Remote (US based preferred) Our team is engaging expert Senior Metallurgists and Welding Inspectors to participate in a high-impact project for a customer in advanced manufacturing and 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. Scope of Work • Evaluate and interpret metallographic microstructures to determine material acceptability and conformance to standards. • Conduct heat treatment process analysis and acceptance reviews in accordance with AMS 2750, ASTM E112, and related US specifications. • Assess weld quality through macro etch evaluation and apply CWI acceptance criteria to real-world case studies. • Perform coating inspection tasks aligned with NACE/AMPP and SSPC protocols, ensuring surface integrity and protection requirements are met. • Review and disposition additive manufacturing (LPBF) defects based on detailed build and cross-sectional data. • Provide clear, well-documented written and verbal feedback on accept/reject decisions, supporting data-driven insights for AI model training. • Reference and apply NADCAP, AWS, ASTM, and AMS standards to a variety of metal samples, weldments, coatings, and AM builds. Preferred Qualifications • At least 8 years of hands-on experience making high-stakes accept/reject calls on micrographs, weld macros, fracture surfaces, coatings, or LPBF additive builds. • Advanced knowledge of US and international standards including ASTM, AMS, AWS, NADCAP, NACE/AMPP, and SSPC. • Current or prior AWS Certified Welding Inspector (CWI) credentials, or equivalent metallurgical certification. • Proven experience in metallographic analysis, heat treatment evaluation, weld inspection, and industrial coating assessment. • Familiarity with additive manufacturing processes, especially laser powder bed fusion (LPBF) and associated defect mechanisms. • Exceptional written and verbal communication skills, with a keen eye for detail and the ability to explain technical reasoning clearly. • Experience in remote or digital project collaboration, with strong self-direction and accountability for deliverables.

Role Title: Mechanical CAD Expert Role Type: Contractor Location: Remote Our team is engaging Mechanical CAD Experts to contribute to a customer project focused on advanced engineering assemblies. In this role, you'll apply your 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 • Analyze multi-part mechanical assemblies provided in native FreeCAD files, ensuring full understanding of component relationships and assembly design intent. • Develop objective, non-guessable, and precise question-and-answer sets for each assigned assembly, focusing on technical accuracy and clarity. • Create several detailed technical questions per assembly, covering mechanical functions, design rationale, and dimensional considerations. • Format each question and corresponding answer to be unambiguous and aligned with real-world engineering standards. • Submit high-quality deliverables within agreed-upon project parameters, maintaining clear and prompt communication with project coordinators. • Leverage written and verbal communication skills to clarify ambiguities and collaborate effectively within a distributed team environment. Preferred Qualifications • Proven background in mechanical engineering, aerospace, or industrial design, with strong foundational and applied CAD knowledge. • Expertise in interpreting and analyzing complex mechanical assemblies and engineering drawings. • Familiarity with FreeCAD is advantageous; however, experience with other CAD platforms (e.g., SolidWorks, CATIA, Autodesk Inventor) is valuable. • Demonstrated ability to author clear, precise, and objective technical documentation or assessment materials. • Strong attention to detail, analytical thinking, and a commitment to technical accuracy and objectivity. • Excellent written and verbal communication skills, with an emphasis on documenting technical insights for varied audiences. • Ability to work independently, manage deliverables, and adapt to project requirements in a remote context.

Role Title: Senior Aviation Maintenance Inspector Role Type: Contractor Location: Remote (US-based preferred) Our team is engaging Senior Aviation Maintenance Inspectors to contribute to a customer's project focused on advancing aviation maintenance procedures and regulatory knowledge. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 seeks FAA-certified professionals with deep technical insight and a passion for precision in documentation, communication, and compliance within regulated environments. Scope of Work • Review, analyze, and annotate aircraft maintenance manuals, illustrated parts catalogs (IPC), and related technical documents. • Evaluate and critique borescope engine inspection data, identifying anomalies and recommending corrective actions based on FAA standards. • Assess composite structure inspection processes and outcomes, ensuring adherence to regulatory requirements and industry best practices. • Interpret approach plates and flight operations briefing materials, providing detailed feedback on navigational and operational accuracy. • Deliver comprehensive written and verbal insights on maintenance and inspection procedures to inform AI model development. • Cross-reference maintenance tasks with FAA Parts 43, 121, 135, and 145 to ensure compliance and accurate process representation. • Contribute subject matter expertise to refine and validate data sets used for AI training in aviation contexts. Preferred Qualifications • FAA Airframe & Powerplant (A&P) certificate, Inspection Authorization (IA), or equivalent Part 145 inspector status strongly preferred. • 8+ years of hands-on experience in aircraft maintenance, inspection, and regulatory compliance. • Expertise with borescope engine inspection and interpretation of resulting imagery and reports. • Proficiency in reading and interpreting maintenance manuals, IPCs, and approach plates. • Thorough working knowledge of FAA Parts 43, 121, 135, and 145 regulations and real-world application. • Exceptional written and verbal communication capabilities, with a strong attention to detail. • Experience as a check airman or in training/mentoring roles within aviation maintenance settings is a plus.

Role Title: Senior Software Engineer Role Type: Contractor Location: Remote About the Role Our team is partnering with a leading AI lab to hire senior software engineers from top companies. You'll evaluate AI-generated code, create challenging engineering problems, and help push model performance on real-world software tasks. Scope of Work • Evaluate AI-generated code for correctness, quality, and design • Write challenging coding problems, reference solutions, and test cases • Review model reasoning on architecture, debugging, and system design • Provide detailed technical feedback to improve model performance Preferred Qualifications • At least one year of experience as a software engineer at a top technology company, with at least part of this experience within the past 7 years • Based in an English-speaking country • Ability to explain technical decisions clearly in writing

Role Title: Hospitality Worker (Toast POS User) Role Type: Contractor Location: Remote Our team is engaging hospitality workers to contribute to a customer initiative related to restaurant 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 provide feedback on Toast POS workflows, including order entry, payment processing, and reporting features. • Create scenario-based documentation and step-by-step guides reflecting real restaurant operations using Toast POS. • Deliver comprehensive reviews of system functionalities, identifying opportunities for improvement and troubleshooting common pain points. • Contribute detailed explanations of best practices for implementing, configuring, and optimizing Toast POS in a variety of restaurant settings. • Annotate and evaluate authentic transaction data, menus, and order flows to enhance AI understanding of restaurant POS operations. • Facilitate knowledge transfer by clearly articulating Toast POS concepts through both written and verbal communication. • Participate in collaborative sessions to refine prompts, tasks, or datasets related to Toast POS and restaurant order management. Preferred Qualifications • Currently employed in hospitality, using Toast POS in daily operations. • Deep understanding of operational workflows and how point of sale systems interface with order and payment processes. • Exceptional written and verbal communication skills, with a focus on clarity and accuracy. • Proven ability to document processes and provide user-friendly explanations for technical and non-technical audiences. • Familiarity with various restaurant concepts (quick service, casual, fine dining) and how POS requirements differ among them. • Experience training, mentoring, or supporting others in adopting new restaurant technology solutions is a plus.

Role Title: German Transcription Expert Role Type: Contractor Location: Remote Our team is engaging German Transcription Experts to contribute to a customer project focused on optimizing and advancing language 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. This opportunity is ideal for those who take pride in their mastery of German language nuances and have a keen eye for detail, accuracy, and context, with strong abilities in both written and verbal communication. Scope of Work • Listen to and accurately transcribe audio content in German, ensuring fidelity to original meaning, tone, and context. • Review and edit transcripts for adherence to linguistic and stylistic guidelines. • Annotate transcripts with relevant metadata, such as speaker identification, timestamps, or context cues as required by project specifications. • Collaborate with project stakeholders to clarify ambiguous content and resolve linguistic uncertainties. • Conduct quality assurance checks on transcriptions, ensuring high standards of accuracy and consistency. • Provide insightful feedback to improve transcription processes and guidelines. • Maintain confidentiality and handle project data securely according to compliance protocols. Preferred Qualifications • Native-level proficiency in German, with clear understanding of regional dialects and variations. • Demonstrable experience in transcription, linguistics, or related language-focused work. • Excellent written and verbal communication skills, with meticulous attention to detail. • Proficiency in using audio playback and transcription tools, as well as standard office software. • Ability to interpret and apply project guidelines precisely. • Familiarity with linguistic annotation and metadata practices is a plus. • Strong organizational skills and a proactive approach to problem-solving in remote settings.

Role Title: Investment Banking Associate Role Type: Contractor Location: Remote Our team is engaging Investment Banking Associates to contribute their expertise to a project focused on building high-quality datasets that reflect authentic investment banking 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 • Design, author, and refine project tasks that simulate core investment banking activities such as pitch book construction, valuation analysis, market updates, deal comparables, and precedent transaction reviews. • Develop and review complex financial models, including DCF, LBO, merger consequences, accretion/dilution, and trading/precedent comparables, ensuring analytical rigor and realism. • Deliver written analysis on deal rationale, strategic fit, capital structure, and prevailing market conditions at a standard expected by investment banking decision makers. • Evaluate and provide feedback on AI-generated outputs for accuracy, professional formatting, and alignment with authentic IB workflows as seen in analyst or associate deliverables. • Collaborate with project leads to calibrate rubrics, quality standards, and address nuanced edge cases in financial reasoning and methodology. • Ensure clarity, precision, and professionalism in all documentation and written communication, supporting the project's goal of training advanced language models. Preferred Qualifications • 3–6+ years of hands-on experience in investment banking at a bulge-bracket, elite boutique, or leading middle-market platform (M&A, ECM, DCM, LevFin, or industry coverage). • Completion of an MBA, Master’s in Finance, or equivalent advanced degree; graduates of top-tier programs (e.g. Wharton, LBS, INSEAD) are especially encouraged. • Direct track record building financial models and pitch materials that were reviewed by Managing Directors or presented to clients. • Exceptional written and verbal communication skills, with the ability to deliver clear, concise, and client-ready documentation and commentary. • Demonstrated mastery in valuation judgement, deal analysis, and financial analysis techniques across a range of transaction types. • Strong attention to detail with a commitment to delivering work that meets the highest standards of the investment banking profession.

Job Title: Member of Technical Staff, Enterprise AI Job Type: Full-time Location: Remote The Role As a Member of Technical Staff, you will function as a forward-deployed research partner embedded directly within enterprise AI systems. You will work on live workflows, uncover real-world failure modes, and drive rapid experimental cycles to improve system performance. What You’ll Do • Embed within enterprise AI workflows as a research collaborator, working alongside domain experts and client teams. • Surface, formalize, and prioritize system failure modes in real-world deployments. • Design high-signal datasets and evaluation protocols to target identified weaknesses. • Run tight experimental loops to validate hypotheses and quantify improvements. • Produce clear, decision-oriented analyses of system behavior and performance. • Develop and benchmark agentic workflows, focusing on robustness and scalability. • Build lightweight tooling to support evaluation, data curation, and rapid iteration. • Contribute to internal and external research artifacts, including reports and benchmarks. Who You Are • Master’s degree in Computer Science, Machine Learning, Artificial Intelligence, or a related technical field. • Strong judgment for research signal quality, including data selection and evaluation design. • Experience designing datasets and evaluation frameworks for ML systems. • Ability to translate ambiguous operational issues into structured research problems. • Familiarity with RL environments and/or agentic system evaluation. • Clear, concise communicator with a bias toward actionable insight. • Proven ability to execute in fast iteration cycles and high-ambiguity settings. • Collaborative mindset with experience working across research, product, and domain teams. Preferred • Strong client-facing experience, particularly in technical or research-driven environments. • Experience building internal research or evaluation tooling. • Contributions to benchmarks, research publications, or open research initiatives. • Exposure to enterprise AI deployments or forward-deployed research models. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000 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: Military Operations & Reporting SME Role Type: Contractor Location: Remote Our team is engaging Military Operations & Reporting SMEs to collaborate on a customer's project, leveraging deep subject matter expertise in military operations, staff processes, and recurring reporting. In this role, you'll apply your real-world DoD experience to help train next-generation AI systems. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Review and evaluate military and DoD reporting content for accuracy, clarity, and alignment with real-world procedures. • Apply firsthand experience gathering information from multiple teams or staff sections and turning it into reports and executive updates for senior leadership. • Provide high-quality written feedback on AI-generated reporting materials. • Assess AI outputs for appropriate military terminology, reporting standards, and information synthesis. • Develop and refine realistic reporting examples and scenarios for AI training. Preferred Qualifications • 3+ years of experience within the U.S. Department of Defense as a uniformed service member, DoD civilian, or both. • Experience personally preparing recurring reports or executive updates for senior military or DoD leadership. • Experience with reports such as Weekly Activity Reports (WARs), Project/Program Status Reports, Performance/Accomplishment Reports, After-Action Reports (AARs), or Budget Execution Reports. • Background in military operations, plans, headquarters/command staff, program management, executive support, or resource management. • Strong written communication skills and experience synthesizing inputs from multiple teams into clear, concise reporting. • Experience as an Operations Officer/NCO, Plans Officer, Action Officer, Staff Officer, Executive Officer, or similar headquarters role is a plus.

Role Title: Sales / Revenue / CS Operations Expert Role Type: Contractor Location: Remote Our team is selecting Sales / Revenue / CS Operations Experts to participate in a customer project focused on elevating operational efficiency and data integrity within SaaS revenue and customer management 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 professionals with hands-on experience in configuring and maintaining CRM platforms and adjacent revenue tools. You'll play an integral part in designing scalable workflows, ensuring data accuracy, and resolving operational complexities encountered by high-growth teams. Scope of Work • Configure and optimize CRM systems (such as Salesforce, HubSpot, or similar) to align with evolving sales, revenue, and customer success processes. • Integrate and manage revenue-related platforms beyond the CRM, including quoting, billing, ticketing, and project tracking tools. • Establish and document operational workflows that adapt to changing business requirements and promote system adoption among sales and CS stakeholders. • Monitor and maintain data accuracy across interconnected systems, proactively identifying and resolving discrepancies. • Assess and resolve conflicts between operational policies, exercising sound judgment to support practical and sustainable processes. • Produce clear, actionable documentation and reports to ensure transparency and usability for diverse team members. • Provide feedback on system usability and adoption, contributing real-world insights to refine operational best practices. Preferred Qualifications • 4+ years of hands-on experience in sales, revenue, or customer success operations within a SaaS environment. • Proven track record of personal responsibility for configuring and maintaining CRM systems; direct platform experience is required. • Familiarity with at least two connected tools outside the CRM (e.g., quoting, billing, ticketing, or project tracking solutions). • Strong operational judgment, particularly in navigating and resolving policy conflicts without overcomplicating processes. • Excellent written and verbal communication skills, with an emphasis on clear, actionable documentation and stakeholder engagement. • Demonstrated ability to drive adoption of new workflows and systems among sales and customer success professionals. • Experience producing detailed reports and ensuring data integrity across multiple revenue systems is highly valued.

Role Title: Break-It-To-Build-It — Hardware Tester Role Type: Contractor Location: Los Angeles, Cali Our team is engaging Break-It-To-Build-It — Hardware Testers to contribute to an innovative project focused on next-generation robotics hardware. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 hands-on opportunity invites recent grads, students, and experts alike to conduct physical tests on actual robotic sub-assemblies, not just review specifications or code. Your attention to detail, clear communication skills, and ability to meticulously follow procedures will make a direct impact on the project’s success. Scope of Work • Conduct hands-on functional and reliability tests on robotic sub-assemblies and hardware components. • Operate diagnostic tools such as DAQ systems, measurement instruments, and other test equipment per provided protocols. • Carefully document test procedures, observed results, and anomalies in both written and verbal form. • Identify, flag, and provide clear descriptions of failures or unexpected behaviors encountered during testing. • Collaborate with engineers and other experts to investigate root causes of hardware issues and suggest areas for improvement. • Follow detailed test protocols and instructions with high accuracy and reliability. • Contribute to the continuous improvement of testing processes and documentation. Preferred Qualifications • Pursuing or holding a degree in Mechanical Engineering, Robotics, Mechatronics, Electrical Engineering, or a related discipline. • Comfortable handling physical equipment and performing hands-on technical assignments. • Demonstrated attention to detail and commitment to reliability in following procedures. • Strong written and verbal communication skills, with an ability to document and relay findings effectively. • Basic knowledge of electrical and/or mechanical systems and terminology. • Physical stamina to engage in repeated setup, operation, and teardown of hardware tests. • Prior experience conducting hardware tests or working in a lab environment is a plus but not required.

Role Title: Visual Creative Expert Role Type: Contractor Location: Remote Our team is engaging Visual Creative Experts to contribute to a dynamic customer project focused on curation and evaluation of aesthetic visual content. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 for visually discerning individuals to influence AI models by selecting and critiquing images for their artistic quality, originality, and visual impact. Scope of Work • Review curated collections of filtered aesthetic images and assess each for superior visual quality and creative value. • Apply advanced judgment to select images demonstrating exceptional composition, lighting, color, styling, originality, and technical execution. • Document and articulate the reasoning behind your selections and critiques using clear written feedback. • Collaborate with project trainers and other visual specialists to calibrate and align on quality standards. • Maintain consistency and high standards when evaluating diverse visual genres and formats. • Stay responsive to evolving guidelines and project requirements as the visual data selection process adapts. • Contribute to the development of robust, diverse datasets that reflect refined aesthetic sensibilities. Preferred Qualifications • Demonstrated expertise in evaluating or creating visual work — such as photography, art direction, graphic/brand design, illustration, or curation. • Acute visual discernment and an ability to recognize and articulate high-quality composition, lighting, color, and originality. • Solid portfolio or track record of visual projects with clear evidence of taste and artistic rigor. • Strong written and verbal communication skills, with an emphasis on providing constructive and detailed feedback. • Previous experience in roles requiring critical evaluation or selection of images or visual content. • Up-to-date awareness of visual trends, cultural references, and emerging aesthetics in design or photography. • Self-motivated and able to consistently meet project deliverables in a remote engagement setting.

Recruiter: Job Type: Full-time Location: Remote (US Only) Job Summary: Join our team as a Recruiter, where you will play a pivotal role in identifying and engaging exceptional talent for a dynamic, fast-paced startup environment. Leverage your headhunting expertise and drive to build robust talent pipelines and shape the growth trajectory of a rapidly scaling organization. Key Responsibilities: • Source, attract, and engage top-tier candidates through a mix of creative and traditional channels. • Manage the full recruitment life-cycle from initial outreach to offer acceptance, ensuring a seamless candidate experience. • Develop and maintain a strong and diverse recruitment pipeline aligned with organizational goals. • Partner closely with stakeholders, hiring managers, and team leads to understand evolving hiring needs and deliver outstanding results. • Utilize data-driven insights to refine sourcing strategies and track recruitment metrics for continuous improvement. • Drive proactive talent market mapping and competitor benchmarking initiatives. • Champion the organization’s values and culture throughout every touchpoint of the recruitment process. Required Skills and Qualifications: • 2-3 years of demonstrated headhunting or recruitment experience, preferably in fast-paced startup environments. • Proven expertise in sourcing passive candidates via various platforms and networks. • Strong recruitment pipeline management skills, with keen attention to candidate quality and stakeholder satisfaction. • Exceptional self-management abilities and experience working remotely with minimal supervision. • Excellent verbal and written communication skills, adept at engaging both candidates and internal stakeholders. • Ability to thrive under pressure, manage multiple requisitions, and adapt quickly to changing priorities. • Solid understanding of US employment market dynamics and talent trends. Preferred Qualifications: • Prior experience recruiting for high-growth tech startups. • Familiarity with modern recruitment tools and ATS platforms. • Based in the US, with a network of local talent and industry connections.

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: Educator/ Assessor Writer Role Type: Contractor Location: Remote Our team is engaging Educator/ Assessor Writers to contribute expertise on a customer project focused on advanced AI system development. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 experienced in evaluating written work against a rubric, examining academic writing, or designing effective assessments. The engagement is fully remote and offers the flexibility to participate alongside other professional obligations. Scope of Work • Evaluate and compare multiple AI-generated written responses for clarity, tone, helpfulness, and adherence to instructions. • Assign analytical quality scores based on provided rubrics and guidelines. • Compose detailed written rationales justifying each assessment or score. • Identify responses that are fluent but unsupported, or comprehensive but not practical for their intended audience. • Detect factual errors, internal inconsistencies, and issues affecting reliability or usability. • Document findings meticulously and maintain thorough records of decisions and observations. • Collaborate asynchronously with project managers and reviewers using digital content review platforms. Preferred Qualifications • First-language proficiency or fully equivalent fluency in written English. • Completed degree from an accredited institution in the United States, Canada, United Kingdom, Ireland, Australia, or New Zealand. • Experience marking, grading, or examining written work against set criteria or rubrics. • Background in assessment design, instructional design, peer review, thesis supervision, or academic writing support. • Keen attention to detail, critical analysis skills, and the ability to deliver objective, well-articulated judgments. • Capable of independent remote work and meeting project deadlines. • Experience with model evaluation, RLHF, or annotation is an asset but not mandatory.

Role Title: Japanese Language Expert Role Type: Contractor Location: Remote Our team is engaging Japanese Transcription Experts to contribute to a customer project focused on audio transcription and AI training. In this role, you'll apply your Japanese language expertise to help train next-generation AI systems. Your work will shape how 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 Japanese audio samples accurately, capturing content, context, speaker nuances, and linguistic details. • Review, edit, and validate Japanese transcripts for completeness, clarity, and adherence to project guidelines. • Correct errors, inconsistencies, or ambiguities in machine-generated or human-created transcriptions. • Annotate audio files or transcripts with relevant metadata and contextual notes as required. • Collaborate with project managers and other experts to ensure consistency and quality across deliverables. • Use transcription tools and platforms to process and submit work according to project requirements. • Contribute linguistic and cultural insights to improve AI model understanding and performance. Preferred Qualifications • Native-level fluency in Japanese, with strong comprehension of both spoken and written language. • Professional experience in audio transcription, linguistic review, localization, or related language work is strongly encouraged. • Familiarity with transcription conventions, audio review workflows, annotation tools, or speech data projects is preferred. • Keen attention to detail, accuracy, and the ability to recognize subtle language, pronunciation, or context differences in audio samples. • Proficiency in English to follow project instructions and manage occasional English-language content. • Previous participation in AI training data, data annotation, or language technology projects is a plus. • Strong organizational skills and commitment to delivering high-quality, timely submissions.

Role Title: Medical Writer (Pharmaceutical) 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: Security Onion Specialist Role Type: Contractor Location: Remote Our team is engaging Security Onion Specialists to contribute to a dynamic customer project focused on advancing security operations and threat detection 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 is ideal for professionals who excel at both technical implementation and clear, concise communication, ensuring knowledge transfer and actionable insights. Scope of Work • Complete assigned workflows and tasks within Security Onion using your practical cybersecurity experience. • Navigate Security Onion features related to network monitoring, alert investigation, log analysis, threat detection, and incident response. • Analyze security alerts, network traffic, logs, and other relevant security data within Security Onion. • Record your screen while completing assigned workflows and clearly demonstrate the steps taken. • Create realistic prompts and detailed rubrics based on completed workflows. • Document workflow steps and clearly explain the tools, features, and investigation techniques used. • Review and evaluate task outputs for accuracy and alignment with project guidelines. • Follow project instructions and quality standards while working independently in a remote environment. Preferred Qualifications • Strong hands-on experience using Security Onion for security monitoring, threat detection, or incident investigation. • Prior Human Data experience, such as data annotation, labeling, RLHF, AI response evaluation, model evaluation, or similar work. • Current access to Security Onion and ability to use the application independently. • Comfortable recording and sharing your screen while completing workflows. • Strong attention to detail and ability to clearly explain technical workflows.

Job Title: Virtual Assistant Job Type: Full time Location: Remote The Role We’re looking for a proactive, highly organized Virtual Assistant to support day-to-day operations across our distributed team. You’ll own general administrative work, team logistics, and gifting for our internal team, extended team, and clients. You should be resourceful, detail-oriented, and comfortable taking ownership with minimal direction. What You’ll Do • Own scheduling, research, documentation, and general administrative tasks. • Maintain internal trackers, records, and operational information. • Coordinate purchasing, vendors, shipping, expenses, and reimbursements. • Support onboarding, team logistics, and ad hoc requests. • Own gifting operations across our team and clients. • Source gifts and manage ordering, personalization, shipping, and delivery. • Track gifting budgets, recipient information, orders, and vendors. • Anticipate needs and drive tasks through completion. What We're Looking For • 3+ years in administrative support, operations, or a similar role. • Excellent organization and attention to detail. • Strong written and verbal communication. • High ownership, reliability, and follow-through. • Strong research and problem-solving skills. • Ability to work independently in a fast-moving environment. • Good judgment when handling sensitive information. Preferred • Experience in a startup, technology company, or distributed team. • Experience with gifting, vendors, purchasing, or logistics. • Familiarity with Google Workspace, Slack and project management tools. • Comfortable using AI tools to work faster and automate repetitive tasks.

Role Title: Paid Photo Contributor Opportunity (Twins) Location: Remote Job Summary Our team is recruiting sets of twins to participate in a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Both twins take and submit photographs of themselves (individually and/or together) following simple project instructions. • Each twin completes a short questionnaire about themselves and the submitted images. • Complete the project remotely using your own smartphones. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds and physical appearances, including data that helps AI systems better understand visual similarity between related individuals. We are seeking participation from twins (identical or fraternal) across many different communities and backgrounds. Twin pairs of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task, per participant (i.e., up to u$280 per twin pair, depending on task structure) Eligibility: 18+ / NAMER, LATAM, EMEA / smartphone / must have a twin sibling willing to also participate

Role Title: Software Engineer — Open Source Contributions Role Type: Contractor Location: Remote Our team is engaging Software Engineer — Open Source Contributions experts to participate in an impactful customer project focused on high-quality, open source software development. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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, implement, and refine new features within existing open source codebases using Python3, Java, Rust, C++, and Typescript. • Analyze and resolve complex bugs, ensuring robust and maintainable solutions that align with project standards. • Refactor and optimize legacy code to enhance performance, readability, and scalability. • Contribute to code validation processes, focusing on accuracy, output consistency, and best coding practices. • Utilize advanced algorithms and competitive programming techniques to conceptualize and deliver efficient solutions for intricate problems. • Collaborate remotely with other contributors to review proposed changes and maintain project documentation. • Deliver clear, concise technical write-ups to articulate solution design and implementation details. Preferred Qualifications • Expert-level proficiency in at least two of the following: Python, C++, Java, Rust, Typescript, Go, or C#. • Extensive experience in open source contributions, particularly in feature development, bug fixing, and codebase refactoring. • Demonstrated expertise in competitive programming and complex coding problem analysis. • Strong analytical skills to interpret multifaceted problem constraints and identify multiple solution pathways. • Exceptional written and verbal communication skills for clear, precise technical documentation and peer collaboration. • Meticulous attention to detail in code review, validation, and maintenance. • Comfort working independently in a remote, collaborative environment with a commitment to producing high-quality, well-documented code under project deadlines. 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: Recruitment Ops Manager Job Type: Full-time Location: Remote - (SF based) Job Summary: Join our team as a Recruitment Ops Manager, where you'll play a pivotal role in optimizing and driving recruitment operations from end to end. This position combines remote work flexibility with an exciting opportunity to represent the company at in-person events in San Francisco, building relationships and enhancing talent pipelines. Key Responsibilities: • Own day-to-day recruitment operations, ensuring smooth candidate tracking, timely follow-ups, reminders, and momentum in hiring workflows. • Coordinate with hiring managers and candidates to manage next steps, facilitate interviews, collect feedback, and drive outstanding actions to closure. • Manage all candidate communications, including introductions, interview scheduling, updates, and follow-ups, ensuring a seamless candidate experience. • Maintain accurate records of candidate statuses, pipeline stages, and all recruiting documentation for up-to-date tracking and reporting. • Support standard recruiting activities, such as job postings, proactive sourcing, candidate outreach, and initial screening. • Continuously improve recruiting workflows, tracking systems, and operational processes to maximize efficiency and effectiveness. • Attend and represent the company at recruiting events in San Francisco approximately every two weeks (with potential to increase to weekly), helping turn new connections into active candidate pipelines. Required Skills and Qualifications: • Experience in operations, talent acquisition, or a similar role. • General understanding of candidate sourcing and recruitment processes. • Exceptional self-management skills, especially in remote work settings. • Strong stakeholder communication abilities with demonstrated experience collaborating with hiring managers and candidates. • Proficiency in using applicant tracking systems (ATS), CRM tools, and recruitment software. • Meticulous attention to detail in candidate recordkeeping and process documentation. • Ability to thrive in a fast-paced environment, juggling multiple priorities and shifting demands. • Based in or near San Francisco to easily attend regular in-person recruiting events. Preferred Qualifications: • Experience representing companies at networking events, career fairs, or industry meetups. • Familiarity with recruiting operations for high-growth tech companies or startups.

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.

Role Title: Industrial Design CAD Expert Role Type: Contractor Location: Remote Our team is engaging Industrial Design CAD Experts to contribute to a customer project focused on advanced multi-part assemblies. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 multi-part CAD assemblies provided in native FreeCAD format and analyze their design intent. • Author clear, objective, and non-guessable technical questions with exact answers based on the details and functions of the assemblies. • Develop several unique questions for each assembly, ensuring comprehensive coverage of their structure, function, and relationships. • Ensure clarity, precision, and unambiguity in all submitted questions and answers to support AI training data requirements. • Leverage your expertise in mechanical engineering, aerospace, or industrial design to identify key assembly features and technical nuances. • Collaborate with project coordinators, providing feedback and suggestions for continuous improvement of project processes. Preferred Qualifications • Demonstrated background in mechanical engineering, aerospace, or industrial design with strong foundational CAD knowledge. • Expertise in interpreting multi-part assembly drawings, technical documentation, and CAD files. • Proven track record authoring technical documentation, assessment materials, or similar structured content. • Exceptional written and verbal communication skills, with meticulous attention to detail. • Familiarity with FreeCAD or similar CAD software environments (FreeCAD experience is a plus, but not required). • Ability to work independently, manage deliverables, and consistently meet project expectations. • Passion for supporting technical education, assessment, or AI-related initiatives through expert-driven content.

Role Title: Generalist — U.S. Tax Workflow Evaluation Role Type: Contractor Location: Remote Our team is engaging Generalist — U.S. Tax Workflow Evaluations to participate in a short-term customer project focused on evaluating U.S. tax and financial 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 • Carry out structured evaluation tasks by reviewing, annotating, and assessing U.S. tax filing workflows and related financial processes. • Follow detailed project instructions and apply defined rubrics to objectively evaluate workflow accuracy, completeness, and user experience. • Review and compare system-generated outputs to real-world tax documents and scenarios. • Connect personal financial accounts via secure Plaid login, as well as personal Gmail and Google Drive to facilitate workflow reviews and document sharing. • Share relevant tax-related documents for project purposes, with all downstream use occurring after PII has been sanitized. • Communicate findings clearly through both written and verbal feedback as required. • Collaborate asynchronously with project coordinators and provide timely updates on deliverables. Preferred Qualifications • Currently residing in a mainland U.S. state and able to start immediately. • Demonstrated financial literacy and hands-on experience filing 2025 U.S. taxes, either independently or in consultation with a CPA/tax professional. • Comfortable connecting personal Gmail, Google Drive, and financial accounts for secure, project-specific use. • Proficient in reviewing and annotating documents, with attention to detail and consistency. • Experience applying structured evaluation criteria, rubrics, or participating in model or workflow assessments (e.g., data annotation, RLHF, quality review). • Excellent written and verbal communication skills, with a focus on clarity and precision. • Familiarity with Google Workspace tools (Docs, Sheets, Drive), and ability to follow digital workflows.

Role Title: Cantonese Language Evaluator Role Type: Contractor Location: Remote Our team is engaging Cantonese Language Evaluators to contribute to a language-focused project supporting 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. As a native Cantonese speaker, you will participate in internal evaluation tasks using Our team's proprietary system, directly impacting the quality and accuracy of language technologies. Scope of Work • Assess Cantonese text and speech data for linguistic accuracy, fluency, and contextual appropriateness using internal tools. • Provide detailed feedback on model outputs to identify errors, ambiguities, and improvement opportunities. • Participate in data annotation, labeling, and categorization assignments tailored to natural language processing development. • Collaborate with project leads to refine tasks, clarify evaluation criteria, and escalate complex language cases as needed. • Follow established project guidelines and maintain consistency and quality across all deliverables. • Document insights and recommendations to support continuous improvement of evaluation processes and system outputs. • Support ad hoc linguistic quality reviews based on evolving project needs and priorities. Preferred Qualifications • Native proficiency in Cantonese, with strong command of written and spoken forms. • Demonstrated experience in language evaluation, translation, linguistic annotation, or related language technology projects. • Exceptional written and verbal communication skills, with keen attention to detail. • Familiarity with content moderation, transcription, or quality assessment tasks is advantageous. • Analytical mindset and ability to apply consistent evaluation criteria to diverse language samples. • Comfort using online platforms and digital evaluation tools for data review and submission. • Ability to work independently, manage multiple assignments, and meet project deliverables efficiently.

Materials Science Expert Pay: $80–$150/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for a highly skilled Materials Science Expert to contribute to an AI training project involving computational materials science, materials modeling, scientific simulation, and Python. The work involves creating, solving, reviewing, and validating engineering tasks related to material structures, properties, processing, performance, and failure. A representative task may require constructing a material or atomic model, configuring and running a simulation, calculating relevant properties, analyzing the resulting outputs, and determining whether the solution is computationally valid and physically meaningful. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On • Solve and validate computational materials-science and materials-engineering problems. • Create material structures, atomic configurations, compositions, and solver-ready inputs. • Model relationships between composition, structure, processing, properties, and performance. • Run atomistic, electronic-structure, molecular-dynamics, continuum, electrochemical, or related simulations. • Use Python to generate inputs, automate calculations, conduct parameter sweeps, process results, and validate outputs. Required Qualifications • An MS or PhD in Materials Science and Engineering, Metallurgy, or a closely related discipline; or • An MS or PhD in Mechanical Engineering or Chemical Engineering with a substantial materials specialization. • Strong understanding of materials behavior and relevant structure-property relationships. • Experience with computational materials modeling, simulation, characterization, or materials-focused engineering analysis. • Experience using coding agents and Python. Relevant tools may include LAMMPS, ASE, pymatgen, Quantum ESPRESSO, FEniCSx, CalculiX, Elmer, PyBaMM, or similar programmatic materials and simulation software. Experience with an equivalent CLI-accessible tool is acceptable. Relevant Python tools may include NumPy, SciPy, pandas, Matplotlib, Jupyter, atomistic modeling packages, materials informatics libraries, or domain-specific scientific tools. No single library is mandatory. Experience may come from academic research, national laboratories, industry R&D, computational engineering, or other demonstrated materials work. Process • Apply to the role and complete the screening questions. • Complete an AI interview of approximately 30 minutes. • Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability • We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

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: Family Law Attorney (BigLaw Firms) Role Type: Contractor Location: Remote Our team is engaging Family Law Attorneys currently renrolled in the AAML 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: Robotics Trainer - Internship Role Type: Contractor Location: On-site, San Francisco Our team is engaging Robotics Data Trainers to contribute to an innovative customer project focused on advancing robotic 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. Scope of Work • Operate a handheld UMI gripper device onsite in a San Francisco lab to perform repetitive manipulation tasks, such as picking up objects, opening containers, and conducting simple household actions across varied objects and environments. • Follow detailed, written task instructions and protocols with exactness to ensure consistent and reliable data capture for robot learning models. • Reset physical environments between task attempts and verify the quality of each data submission before proceeding to subsequent tasks. • Detect and clearly communicate any irregularities (such as hardware malfunctions, unclear instructions, or compromised recordings) to the project lead for prompt resolution. • Maintain high levels of accuracy and consistency through extended periods of hands-on, repetitive activity requiring continuous attention to detail and physical stamina. • Document observations, report issues, and suggest potential process improvements through both written and verbal channels. • Collaborate with project coordinators and fellow contributors to ensure smooth project execution and alignment with collection protocols. Preferred Qualifications • Demonstrated ability in tasks requiring fine motor skills, dexterity, and precision handling of objects. • Track record of reliability, punctuality, and strong personal accountability in prior professional, academic, or gig-based engagements. • Comfort with repetitive, physical tasks and the endurance to remain focused over extended participation windows. • Proven attention to detail and the ability to meticulously follow complex, step-by-step instructions without deviation. • Ability to quickly learn basic hardware interfaces and troubleshoot minor technical issues as they arise. • Clear and effective written and verbal communication skills, especially for flagging issues, submitting observations, and interpreting instructions. • Backgrounds in hands-on work (such as warehouse, operations, gaming, gig work, or student projects) are valued; no previous robotics or AI experience is required.

Role Title: Lithuanian Speaking Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Lithuanian Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Lithuanian and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Lithuanian and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Lithuanian and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Role Title: Game Designer / Gameplay Developer (AI Video Annotation) Role Type: Contractor, Remote Location: North America, Latin America, Europe, UK, and Oceania Our team is engaging Game Designers and Gameplay Developers for a project focused on reviewing and annotating video sessions of robotic arms completing real-world tasks. This is an AI training and data annotation project rather than a traditional game development assignment. Your experience breaking complex activity into actions, states, interactions, and outcomes is highly relevant to this work. You will use that same systems thinking to identify what is happening in each video, label key events consistently, and help produce high-quality data for next-generation AI systems. No prior experience in AI, robotics, or data annotation is required—clear visual reasoning and strong attention to detail are what matter most. Scope of Work • Review video footage of robotic arms performing tasks, following detailed annotation and grading guidelines provided by the customer. • Identify and label actions, object interactions, state changes, task outcomes, errors, and other relevant events within each video segment. • Apply your understanding of action sequences, system states, cause and effect, and success or failure conditions to interpret robotic behavior accurately. • Use dedicated annotation tools to tag video content precisely and consistently. • Flag unclear or ambiguous moments and explain your reasoning in concise written notes. • Contribute to quality control by reviewing annotations and providing constructive feedback when requested. • Complete assigned batches accurately and within established deadlines. Preferred Qualifications • Professional or academic background in game design, gameplay development, technical game design, game QA, or a related field. • Strong understanding of action sequences, object states, interactions, rules, and cause-and-effect relationships. • Experience reviewing, testing, debugging, or documenting gameplay behavior. • Excellent attention to detail and the ability to apply the same criteria consistently across repetitive visual tasks. • Strong written communication skills, with the ability to explain observations and edge cases clearly. • Experience with data annotation, visual QA, AI training projects, or robotics is helpful but not required.

Role Title: Portuguese Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Portuguese Transcription Experts to contribute to a customer's project focused on audio transcription 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 • Transcribe and annotate audio recordings in Portuguese and, when needed, in English with a high level of accuracy. • Listen to and evaluate diverse types of audio samples, including conversational and formal speech, ensuring precise capture of content, context, and speaker nuances. • Review, edit, and validate transcripts for completeness, clarity, and adherence to project guidelines. • Identify and correct errors, inconsistencies, or ambiguities within transcriptions. • Collaborate with project managers and other experts to ensure consistency and quality across deliverables. • Utilize transcription tools and platforms to efficiently process and submit work as specified in project requirements. • Contribute linguistic and cultural insights to improve AI model understanding and performance. Preferred Qualifications • Native-level fluency in Portuguese, with strong comprehension skills in both spoken and written language. • Demonstrated experience in professional-level audio transcription, preferably with a portfolio of relevant project work. • Familiarity with transcription conventions, annotation tools, and best practices for capturing audio data. • Keen attention to detail, accuracy, and the ability to recognize subtle language or context differences in audio samples. • Proficiency in English to manage occasional English audio content and follow project instructions. • Previous participation in linguistic data projects or tasks related to AI training data is a plus. • Strong organizational skills and commitment to delivering high-quality, timely submissions.

Role Title: FreeCAD Expert Role Type: Contractor Location: Remote Our team is engaging FreeCAD Experts to collaborate on a project supporting a customer in the mechanical engineering, aerospace, or industrial design 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. Scope of Work • Author objective, precise, and non-guessable question-and-answer sets based on multi-part CAD assemblies provided in native FreeCAD format. • Analyze complex mechanical designs, focusing on geometry, assembly relations, and engineering function to craft several technical questions per assembly. • Ensure each question has an exact, verifiable answer that requires application of domain expertise. • Deliver high-quality written content, demonstrating clarity and technical accuracy in both questions and answers. • Collaborate asynchronously via written and verbal communication to clarify requirements, review feedback, and iterate on deliverables. • Document insights or ambiguities encountered during the authoring process to support continuous improvement. Preferred Qualifications • Extensive background in mechanical engineering, aerospace engineering, or industrial design with strong foundational CAD knowledge. • Significant experience working with multi-part assemblies and interpreting engineering drawings. • Familiarity with FreeCAD or comparable CAD platforms; direct FreeCAD experience is a plus but not a strict requirement. • Proficiency in communicating complex technical concepts clearly in both written and verbal formats. • Demonstrated ability to author detailed technical questions or training material for engineering applications. • Meticulous attention to detail and a commitment to producing objective, assessment-ready content. • Profile consistent with an expert or consultant who values accuracy and clarity in technical communication.

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: Finnish Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Finnish Transcription Experts to contribute to an impactful customer project focused on language 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: • Transcribe Finnish audio recordings with exceptional accuracy and attention to detail. • Annotate, segment, or label linguistic data according to project-specific guidelines. • Review and validate transcriptions from other contributors, ensuring consistency and high standards. • Identify and flag ambiguities, dialectal variations, or unclear audio for further analysis. • Document transcription challenges and contribute suggestions for guideline improvements. • Collaborate effectively via written and verbal communication to clarify requirements and resolve questions. • Deliver completed assignments within the agreed-upon project timelines and milestones. Preferred Qualifications: • Native-level proficiency in Finnish, with a strong grasp of regional dialects and colloquial language. • Proven experience in transcription, linguistics, or language-related projects. • Meticulous attention to detail and commitment to producing error-free work. • Outstanding written and verbal communication skills, with a focus on clarity and professionalism. • Ability to understand, interpret, and follow complex linguistic or project guidelines. • Responsive, proactive contributor who thrives in a remote, collaborative setting. • Familiarity with transcription platforms, linguistic annotation tools, or language datasets is a plus.

Role Title: Senior Electronics Quality Engineer Role Type: Contractor Location: Remote (US-based preferred) Our team is engaging Senior Electronics Quality Engineers to contribute expert knowledge to a customer's project focused on advanced electronics assembly and inspection. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 PCB CAM and Gerber files for manufacturability, quality, and compliance with industry standards. • Perform IPC 610 and IPC 620 visual inspections and provide detailed feedback on PCB assembly or wire harness builds. • Analyze and document surface mount (SMT) and automated optical inspection (AOI) defect types, including the identification and root cause analysis of AOI false calls. • Apply expertise in counterfeit electronic part detection aligned with AS6081 standards, delivering actionable insights for risk mitigation. • Conduct and interpret advanced semiconductor package inspections using C-SAM and X-ray imaging, including die inspection and MIL-STD-883 compliance checks. • Prepare concise, well-written reports and articulate findings verbally to both technical and non-technical stakeholders. • Collaborate with project leads to refine workflow processes and enhance training datasets for AI development. Preferred Qualifications • 8+ years of hands-on experience in electronics quality, CAM engineering, or failure analysis, specifically within PCB assembly, wire harness, or semiconductor packaging domains. • Extensive expertise in IPC-A-610 and IPC/WHMA-A-620 inspection criteria; IPC CIS/CIT certification strongly preferred. • Demonstrated experience reviewing Gerber data and utilizing PCB CAM software for manufacturability and quality assurance. • Proficiency in SMT processes, AOI defect analysis, and remediation of false calls in automated inspection systems. • Direct involvement in counterfeit component screening per AS6081, with knowledge of risk indicators and mitigation strategies. • Hands-on skills with semiconductor inspection tools such as C-SAM and X-ray, alongside familiarity with MIL-STD-883 procedures. • Exceptional written and verbal communication skills, ensuring clarity in documentation and knowledge transfer.

Role Title: Danish Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Danish Transcription Experts to participate in a customer-driven project focused on developing advanced 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. This opportunity is ideal for native Danish speakers with strong transcription backgrounds who are interested in contributing to the future of AI. Scope of Work • Transcribe Danish audio files with a high degree of accuracy and linguistic nuance. • Annotate and label speech data according to detailed project guidelines and standards. • Carefully evaluate and verify the quality of transcriptions to ensure consistency and completeness. • Work with AI workflow tools to process, correct, and enhance audio data sets. • Participate in the review and refinement of annotation schema as project needs evolve. • Provide constructive feedback to improve transcription processes and support continuous improvement. Preferred Qualifications • Native-level proficiency in Danish, with exceptional listening and language skills. • Demonstrated experience transcribing and annotating Danish audio in professional or research settings. • Strong attention to detail in identifying errors, inconsistencies, and nuances in spoken content. • Familiarity with audio data collection protocols and transcription tools or platforms. • Knowledge of AI workflows or prior involvement in data training for machine learning projects (a plus, not required). • Ability to follow complex instructions and adhere to evolving guidelines and standards. • Excellent organizational and communication abilities to support collaborative remote work.

Role Title: Mandarin Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Mandarin Transcription Experts to contribute to a project focused on creating high-quality transcriptions from audio samples in both Mandarin and English. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 closely to audio recordings in Mandarin and English, providing accurate, verbatim transcriptions. • Annotate transcribed text with relevant tags or contextual notes as required by the project guidelines. • Review, proofread, and edit transcripts to ensure the highest accuracy and consistency. • Follow detailed instructions and maintain formatting standards throughout the transcription process. • Collaborate with project coordinators to clarify ambiguous content and resolve linguistic challenges. • Deliver finalized transcriptions within agreed-upon project timelines and quality expectations. • Contribute linguistic insights to enhance AI model understanding and performance for Mandarin language data. Preferred Qualifications • Native fluency in Mandarin with advanced listening and comprehension skills. • Demonstrated experience in professional-level transcription, especially handling Mandarin audio samples. • Strong attention to detail and commitment to producing error-free deliverables. • Familiarity with transcription tools or platforms is highly desirable. • Capability to work independently and manage project deliverables remotely. • Experience with bilingual Mandarin-English projects is a plus. • Interest in contributing to AI training and language technology initiatives.

Role Title: Junior Transactional Attorney Role Type: Contractor Location: Remote Job Summary: We are seeking Junior Transactional Attorneys for a part-time role at the forefront of legal AI. This opportunity is for early-career lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have foundational experience with drafting, reviewing, 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 feedback to improve model performance and output precision. • Apply 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: • 1–3 years of experience (in-house or law firm) focused on transactional work, with exposure to agreements such as MSAs and NDAs. • Exceptional written and verbal communication skills with meticulous attention to detail. • Strong analytical capabilities and ability to translate legal knowledge into actionable feedback for AI systems. • Demonstrated interest in innovation at the intersection of law and technology. • Ability to work with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. • Experience or internship at a corporate law firm, ideally touching M&A or fund formation work. 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 build your experience in a high-impact research environment.

Role Title: Cantonese Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Cantonese Transcription Experts to contribute to a customer’s project focused on professional-level transcription and AI 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. Scope of Work • Transcribe and annotate audio recordings in Cantonese and English with a high degree of accuracy and consistency. • Review and refine automatic transcriptions, ensuring alignment with linguistic and project guidelines. • Identify and correct language nuances, speaker accents, and contextual cues within audio samples. • Deliver clean, time-stamped transcripts that meet specified formatting and quality standards. • Collaborate with project leads to resolve transcription ambiguities and clarify unclear content. • Contribute linguistic insights to improve AI training data and model performance. • Submit deliverables according to established project timelines and milestones. Preferred Qualifications • Native proficiency in Cantonese, with strong comprehension of regional dialectal variations. • Demonstrated experience in professional audio transcription, particularly with Cantonese and English content. • Exceptional attention to detail, accuracy, and linguistic sensitivity. • Proficiency with transcription tools, audio playback software, and typing in both traditional and simplified Chinese. • Strong written and verbal communication skills, with an emphasis on clarity and completeness. • Experience reviewing or annotating linguistic data for technology, media, or research projects (a plus). • Ability to work independently, manage assignments, and deliver high-quality results remotely.

Role Title: Developmental Psychology (PhD) Role Type: Contractor Location: Remote Our team is engaging Psychologists to contribute their expertise to a customer's project at the intersection of psychology 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. This opportunity is especially suited for contributors who have a background in research or academic work related to child development or developmental psychology, with or without direct clinical experience. Scope of Work • Evaluate, review, and annotate data sets relevant to child development and developmental psychology for AI system training. • Provide detailed insights and feedback on the accuracy, cultural appropriateness, and developmental relevance of data and model outputs. • Contribute expert analysis to scenario development, test cases, and real-world situations involving children’s learning and behavior. • Collaborate with interdisciplinary teams to inform model improvements and ensure psychological integrity in AI interactions. • Create or refine guidelines for AI systems to better address linguistic, cognitive, and psychosocial aspects of child development across diverse backgrounds. • Document findings and recommendations with clarity and depth to support ongoing AI research and development. Preferred Qualifications • Doctorate (PhD) in Child Development, Developmental Psychology, or closely related field. • Demonstrated involvement in technology-driven, digital, or AI-focused projects relevant to child development is highly desirable. • Comfortable working remotely on digital platforms, delivering contributions independently while engaging with a distributed team.

Role Title: Data Analyst Role Type: Contractor Location: Remote Our team is engaging Data Analysts to contribute to a high-impact customer project focused on business 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. This opportunity is ideal for experienced professionals who can expertly review, analyze, and ensure the privacy of large-scale data sets, with a particular emphasis on business data and quality assurance. Scope of Work • Review and analyze extensive business data sets for accuracy, completeness, and relevance. • Conduct thorough document review with strict adherence to data privacy and PII protocols. • Identify, flag, and resolve data quality issues, inconsistencies, and anomalies. • Deliver detailed feedback and recommendations on data findings to inform AI training processes. • Contribute to the development and refinement of quality assurance standards for data review assignments. • Collaborate with project stakeholders through clear, professional written and verbal communication. • Ensure compliance with all established data privacy and security guidelines throughout project deliverables. Preferred Qualifications • Demonstrated expertise in handling and analyzing large business data sets. • Proven experience managing data containing personally identifiable information (PII) and sensitive material. • Strong understanding of data privacy regulations and best practices. • Background in document review, data quality assurance, or audit projects. • Exceptional written and verbal communication skills; ability to convey complex findings clearly and concisely. • High attention to detail and commitment to data accuracy and integrity. • Experience working remotely and delivering consistent, reliable output in a distributed project environment.

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: 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: Paid Photo Contributor Opportunity (Siblings) Location: Remote Job Summary Our team is recruiting sibling pairs or groups to participate in a paid photo data collection project supporting the development and evaluation of artificial intelligence (AI) systems. What you'll do: • Each sibling takes and submits photographs of themselves (individually and/or together) following simple project instructions. • Each sibling completes a short questionnaire about themselves and the submitted images. • Complete the project remotely using your own smartphones. Who we're looking for: The project is designed to create a dataset representing people from a broad range of racial and ethnic backgrounds and physical appearances, including data that helps AI systems better understand visual similarity between family members. We are seeking participation from siblings (2 or more) across many different communities and backgrounds. Sibling groups of all racial and ethnic backgrounds are welcome to apply. Compensation: u$140 per approved task, per participant Eligibility: 18+ / NAMER, LATAM, EMEA / smartphone / must have at least one sibling willing to also participate

Role Title: Tamil Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Tamil Transcription Experts to contribute to a unique customer project focused on linguistic accuracy and digital content enrichment. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 accurately transcribe audio content in Tamil, ensuring precise representation of spoken language. • Review, proofread, and edit transcriptions for consistency, grammar, and adherence to project guidelines. • Annotate linguistic features or nuances in audio data as requested by project specifications. • Identify and flag unclear audio or discrepancies for further review, maintaining high-quality standards. • Collaborate with project coordinators, providing feedback or clarifications in both written and verbal formats. • Complete defined transcription assignments within agreed-upon deadlines, adapting to evolving project needs. Preferred Qualifications: • Native or near-native proficiency in Tamil, with strong comprehension of diverse dialects and accents. • Demonstrated experience in transcription or linguistic annotation, preferably in digital projects. • Exceptional attention to detail with proven ability to maintain accuracy under time constraints. • Excellent written and verbal communication skills in both Tamil and English. • Familiarity with standard transcription software and digital collaboration tools. • Ability to work independently and manage multiple assignments efficiently in a remote setting. • Passion for language, linguistics, and contributing to innovative technology solutions.

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: Journalist/Writer Role Type: Contractor Location: Remote Our team is engaging Journalist/Writers to participate in a project evaluating advanced AI-generated writing. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 • Assess multiple AI-generated responses to writing prompts, comparing their clarity, tone, helpfulness, and fidelity to the given instructions. • Assign analytical quality scores to each response and provide concise, well-reasoned written rationales explaining your decisions. • Identify writing that reads persuasively but contains inaccuracies, lacks support, or deviates from the intended brief. • Detect factual errors, logical inconsistencies, and issues of internal coherence in written content. • Document your evaluations thoroughly using digital content review platforms and project-provided tools. • Collaborate asynchronously with project managers and reviewers to maintain evaluation standards and consistency. • Work independently to deliver assigned evaluations within project timelines. Preferred Qualifications • Native or near-native written fluency in English, with a university degree completed at an institution in the United States, Canada, United Kingdom, Ireland, Australia, or New Zealand. • Professional background as a journalist, reporter, editor, copy editor, sub-editor, fact-checker, ghostwriter, or published author. • Proven expertise in technical writing, content evaluation, critical analysis, and written communication. • Demonstrated experience editing or fact-checking others’ work against a style guide or editorial standards. • Keen attention to detail and strong ability to judge writing for accuracy, clarity, and audience suitability. • Comfort working independently and delivering high-quality assessments remotely. • Experience with annotation, AI model evaluation, or digital content review platforms is a plus but not mandatory.

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: 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.

Role Title: Corporate Transactions Attorney Role Type: Contractor Location: Remote We are seeking seasoned Corporate Transactions 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. Compensation Structure: Compensation is task-based, meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 3.5 hours per task, and the effective hourly rate will depend on the number of tasks completed and successfully signed off.

Role Title: Data Scientist Role Type: Contractor Location: Remote About the Role Our team is partnering with a leading AI lab to hire data scientists and quantitative professionals from top companies. You'll bring rigor to how AI models handle statistics, machine learning, experimentation, and quantitative reasoning. Scope of Work • Evaluate AI model outputs on data science, statistics, ML, and quantitative problems • Create expert-level prompts, datasets, and reference solutions • Identify flawed methodology, statistical errors, and weak quantitative reasoning • Provide structured feedback that improves model capability Preferred Qualifications • At least one year of experience working at a top company (tech, finance, or research), with at least part of this experience within the past 7 years • Based in an English-speaking country • Clear written communication of technical and statistical concepts

Role Title: Salesforce / HubSpot Administrator - Revenue Systems (SaaS) Role Type: Contractor Location: Remote Our team is engaging Salesforce / HubSpot Administrator - Revenue Systems (SaaS) experts to contribute to a dynamic customer project focused on operational excellence in CRM and revenue 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'll work inside a SaaS company's revenue stack where the operational logic has drifted out of alignment: rules that contradict each other, automations still firing against policy that was retired two years ago, the same customer sitting under two different legal names, permissions that don't match what the documentation says, and grey areas. Scope of Work • Audit CRM and integrated revenue systems for contradictions, obsolete policies, duplicate records, and operational inconsistencies. • Analyze and resolve policy conflicts, deciding which business rules should take precedence and documenting clear, actionable reasoning. • Draft precise operational prompts outlining best practices for handling complex, real-world SaaS data scenarios. • Assess and reconcile underlying data to clarify the intended state across platforms and ensure consistency. • Document recommended changes as well as areas deliberately left unchanged, supported by sound operational judgment. • Evaluate and articulate the impact of proposed changes on connected tools such as billing, CPQ, ticketing, or integration platforms. • Contribute insights on system design, optimization, and sustainable CRM governance in a SaaS context. Preferred Qualifications • 4–6 years of hands-on CRM administration or implementation with Salesforce, HubSpot, Microsoft Dynamics 365, or comparable platforms. • Proven track record of real-world CRM build-outs, including implementations, migrations, consolidations, or rollouts led independently. • Extensive experience configuring fields, flows, validation rules, objects, and permission sets; certifications are appreciated but practical build experience is prioritized. • Working knowledge of at least two related revenue or operational systems (e.g., billing, subscription management, CPQ, ticketing, project tracking, integration middleware). • Comfort working in the data layer: SQL, APIs, system data models, and cross-system data reconciliation. • Background in SaaS environments, with a preference for regulated industries or multi-product complexity. • Excellent professional English communication skills, both written and verbal, especially in documenting technical reasoning and operational policy decisions.

Role Title: Physics Expert PhD (AMO / Optical Properties of Materials) Role Type: Part-Time, Contractor Location: Fully Remote, Open to candidates worlwide Schedule: 5-10+ hrs/week. Fully flexible (Can accomodate after hours + weekends if needed) 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: Data Analyst (AI Evaluation) Role Type: Contractor Location: Remote, US-based. micro1 is engaging Data Analysts to contribute their knowledge and expertise to a customer’s data quality 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 datasets and detailed task outputs for accuracy, completeness, and adherence to guidelines. • Identify and flag inconsistencies, errors, and outputs that deviate from provided instructions. • Apply structured rubrics and evaluation criteria consistently across large data sets. • Exercise sound judgment and document rationale in ambiguous scenarios where guidelines are unclear. • Escalate patterns or recurring data issues for further analysis rather than addressing them individually. • Provide clear, actionable written and verbal feedback pinpointing issues and suggesting resolution paths. • Maintain meticulous attention to detail while working through high volumes of repetitive data review assignments. Preferred Qualifications • 3–5+ years of experience in data review, data quality, quality assurance, or analytical roles. • Proven expertise in reviewing, validating, and critiquing data or deliverables based on explicit criteria. • Exceptional ability to follow detailed written instructions and apply complex evaluation rubrics precisely. • Demonstrated comfort with ambiguity, including making justifiable decisions when guidelines are incomplete. • Advanced attention to detail and error-spotting capabilities across repetitive or high-volume work. • Strong written and verbal communication skills for documenting findings and providing feedback. • Baseline fluency with spreadsheets (sorting, filtering, simple formulas); SQL or hands-on data querying is a plus. • Experience with data annotation, labeling, or rubric-based evaluation is advantageous.

Role Title: Dutch Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Dutch Transcription Experts to contribute to an exciting customer project focused on high-quality audio transcription. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 excellent opportunity to work with professionally recorded audio samples in both Dutch and English, bringing your deep understanding of language nuances and context to the forefront. Your attention to detail, linguistic fluency, and experience with professional transcription will be essential in delivering precise and reliable data that makes a real impact. Scope of Work • Transcribe audio samples from Dutch and English into accurate, high-quality written text with an emphasis on correct grammar, punctuation, and context. • Review, proofread, and edit your transcriptions to ensure consistency and adherence to project guidelines. • Collaborate with project stakeholders to clarify ambiguous content and align on transcription standards. • Assist in annotating transcriptions for specific linguistic features, as required for AI model training. • Follow detailed instructions to accurately capture nuances, dialects, and speaker intent in the transcriptions. • Provide constructive feedback to enhance transcription quality and workflow processes. • Maintain confidentiality and data security throughout all project deliverables. Preferred Qualifications • Native-level fluency in Dutch, with exceptional command of Dutch grammar and usage. • Professional experience in audio transcription, ideally with proven work on Dutch language samples. • Familiarity with English audio transcription is a plus. • Keen attention to detail, with an ability to capture subtle linguistic and contextual cues. • Excellent written and verbal communication skills, demonstrating care and precision in feedback and collaboration. • Experience contributing to AI training, natural language processing, or data annotation projects is beneficial, though not required. • Comfort working independently in a remote environment, meeting project quality standards and deadlines.

Role Title: Product Manager / Product Owner Role Type: Contractor Location: Remote Our team is engaging Product Managers and Product Owners as expert contributors to an advanced customer project focused on AI system development. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 strictly an evaluation and analysis opportunity. It does not involve roadmap ownership, delivery management, sprint facilitation, stakeholder leadership, or programme governance. Contributors with backgrounds in project management, programme management, delivery, or scrum leadership should not apply — this engagement requires deep product management and product ownership skills in content and specification evaluation. Scope of Work • Assess and compare AI-generated responses to a variety of writing prompts, including specifications, release notes, user-facing copy, and stakeholder updates. • Score each response based on clarity, tone, adherence to instructions, and usefulness for the intended audience. • Write detailed rationales explaining the reasoning behind each score, focusing on whether the content meets prompt requirements and audience needs. • Identify and document cases where fluent writing fails to answer the question, or complete responses are unsuitable for users. • Spot factual inaccuracies, inconsistencies, and instances where content exceeds or misses prompt constraints. • Collaborate virtually and asynchronously with project managers and reviewers to ensure consistency and quality in assessments. Preferred Qualifications • Professional experience as a Product Manager or certified Product Owner, with a strong record in cross-functional product development. • Native-level English fluency and exceptional written communication skills. • Extensive experience authoring and evaluating specifications, PRDs, acceptance criteria, release notes, or decision documents. • Demonstrated ability to judge whether content is appropriately tailored for executives, technical stakeholders, or end users. • Proven skill in providing actionable, written feedback on technical or user-facing documentation. • Attention to detail, critical analysis skills, and the ability to work independently while meeting remote project deadlines. • Familiarity with model evaluation, RLHF, or annotation is a plus, but not required. •

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! IMPORTANT DISCLAIMER: Candidates who meet the project’s location and equipment requirements will be contacted soon to complete an identity verification process. Selected candidates should be able to complete this ID verification within 48 hours of being contacted. Successful verification is required before the contract can be issued for signature.

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: 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: Video Editor Role Type: Contractor Location: Remote Our team is engaging Video Editors to contribute expertise to a dynamic project focused on educational and robotics media 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. This opportunity centers on 3D/CGI video editing and animation, leveraging your visual storytelling skills to create impactful digital media content. Scope of Work • Edit and assemble high-quality 3D/CGI video content using any tools such as Adobe Premiere Pro, After Effects, DaVinci Resolve, Final Cut Pro, or Avid Media Composer. • Apply motion graphics, animation, and visual effects to enhance storytelling, with a focus on robotics and educational media. • Implement audio editing and audiovisual compositing to produce polished, immersive final outputs. • Organize and manage complex project files in line with modern post-production workflows and remote collaboration best practices. • Incorporate feedback efficiently to iterate on assets and align deliverables with project goals and client needs. • Contribute to the creation of AI training datasets by preparing and optimizing video assets for machine learning applications. • Remain current with industry trends in video engineering and digital media to ensure innovative, relevant contributions. Preferred Qualifications • Extensive experience editing 3D/CGI and animation-based content within professional environments or client projects. • Proficiency with any leading video and audio production tools: Adobe Premiere Pro, After Effects, DaVinci Resolve, Final Cut Pro, Avid Media Composer. • Demonstrable skills in visual storytelling, animation, motion graphics, and computer vision for media projects. • Strong written and verbal communication abilities, especially in remote and asynchronous collaborative contexts. • Meticulous attention to detail and a solid foundation in project organization and post-production workflows. • Proven ability to integrate feedback and deliver highly polished, technically sound multimedia assets on deadline. • Bachelor’s degree in any field is required; advanced experience in video editing, digital media, visual effects, or related areas is highly valued.

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: 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: 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.

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: 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.

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: Machine Learning Engineer Role Type: Contractor Location: Remote Our team is engaging Machine Learning 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. Scope of Work • Design, develop, and refine machine learning models using Python and relevant libraries to address project objectives. • Analyze large datasets and leverage MongoDB to manage and retrieve data efficiently for model training and validation. • Collaborate with cross-functional contributors to identify areas for model improvement and implement robust solutions. • Conduct thorough model evaluation, tuning hyperparameters, and benchmarking results to ensure optimal performance. • Document methodologies, experiments, and outcomes to ensure transparent and repeatable workflows. • Integrate data pipelines and preprocessing workflows to streamline training and inference processes. • Deliver actionable insights and recommendations based on data-driven findings and machine learning outcomes. Preferred Qualifications • Demonstrated expertise with Python, including deep familiarity with machine learning frameworks such as scikit-learn, TensorFlow, or PyTorch. • Hands-on experience with MongoDB for data manipulation, storage, and retrieval within machine learning projects. • Strong problem-solving skills and a track record of delivering innovative ML solutions in real-world settings. • Understanding of model evaluation metrics, feature engineering, and effective data preprocessing techniques. • Background in deploying or operationalizing machine learning models in cloud or enterprise environments. • Clear written documentation and communication skills for sharing technical findings and best practices. • Ability to adapt quickly to evolving project requirements and contribute collaboratively in a remote setting.

Job Title: Big Data Engineer 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, build, and maintain scalable big data pipelines and architectures to support robust data solutions. • Collaborate with cross-functional teams to understand and deliver on data requirements and business objectives. • Implement data integration, transformation, and processing solutions using Python and relevant big data technologies. • Develop, manage, and optimize distributed databases and storage systems for efficiency and reliability. • Monitor, troubleshoot, and enhance data systems to ensure high availability and performance. • Enforce data quality, security, and governance standards across all solutions. • Document solutions and communicate complex technical concepts effectively, both in writing and verbally. Required Skills and Qualifications: • Proven expertise in big data engineering with hands-on experience building and maintaining large-scale data pipelines. • Advanced proficiency in Python for data processing, automation, and integration. • Deep understanding of relational and NoSQL databases, including optimization and management techniques. • Experience with distributed data processing frameworks (e.g., Hadoop, Spark, Flink). • Strong foundation in data modeling, ETL processes, and data warehousing principles. • Excellent written and verbal communication skills, with the ability to convey technical ideas clearly to both technical and non-technical stakeholders. • Detail-oriented, proactive, and self-motivated, thriving in remote and autonomous work environments. Preferred Qualifications: • Prior experience in fast-paced or startup-like environments supporting global teams. • Expertise with cloud-based big data platforms (e.g., AWS, GCP, Azure). • Familiarity with machine learning operations and data science workflows is a plus.

Role Title: Everyday AI Agent Tester Role Type: Contractor Location: U.S based Opportunity Snapshot Pay: $25-45/hour Time per task: ~1.5 hours per run (evidence and scoring included) Project kickoff: Monday, October 12 Onboarding: Today (Fri), Saturday, or Sunday, so you’re ready to start Monday You’ll need: An active personal popular AI account (Free, Go, or Plus; not Pro), an active personal and a smartphone that can screen record Your tasks: Run everyday errands with two AI agents, approve key steps, screen record, and score the results About the role AI agents are starting to handle real-life errands: paying bills, booking trips, doing the groceries. We want to know how well they actually do it, from the point of view of a real user. That’s you. You’ll test two AI agents side by side, using your own accounts on your phone, and tell us what worked, what didn’t, and how it felt. What you’ll do • Run real-life scenarios: bills, returns, email follow-ups, bookings, shopping, groceries, travel, family logistics, outings, and forms • Approve or stop the agent at key steps • Screen record every attempt • Score each run on completion, quality, control issues, satisfaction, and time • Share clear written feedback on the agent experience Who we’re looking for • US-based, with a Bachelor’s degree • Someone who already uses AI in daily life • 2-3 years of experience, preferably in engineering, business management, or office/operations • Detail-oriented, great at following instructions and documenting each step • Clear written communication • Generalists welcome, domain experts preferred • No coding or AI background needed Why you’ll like it • Get paid to use the AI tools you already use • Work entirely from your phone, on your schedule • Have a direct say in how next-generation AI agents get built and improved How the selection process works • Apply • Complete the screening questions • Interview: 15-30 minutes max • Profile review: if everything looks good, we present you to the client • Onboarding: our Talent Ops team will contact you to get you started

Role Title: Gujarati Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Gujarati Transcription Experts to contribute 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: • Listen to and accurately transcribe audio content in Gujarati into written text, ensuring language authenticity and contextual integrity. • Review, proofread, and edit transcriptions for clarity, grammatical accuracy, and fidelity to the original audio. • Annotate linguistic nuances, cultural references, or regional dialects present in the source material. • Collaborate with project coordinators and provide feedback on transcription guidelines and tools. • Maintain consistency in style, formatting, and terminology across all assigned submissions. • Meet established project milestones and deliverables in accordance with outlined requirements. • Provide timely written and verbal communication regarding project progress, queries, or potential issues. Preferred Qualifications: • Native or near-native proficiency in spoken and written Gujarati, with deep familiarity with regional variations. • Demonstrated experience in audio transcription, captioning, or linguistic annotation, particularly in Gujarati. • Exceptional attention to detail and ability to maintain high accuracy in text conversion and review. • Strong written and verbal communication skills for clear collaboration and reporting. • Ability to work independently and manage deadlines efficiently in a remote context. • Knowledge of transcription software and tools is a plus. • Interest in language technology, AI, or related projects is advantageous.

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: Bengali Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Bengali Transcription Experts to participate in a customer's project focused on high-quality language 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: • Transcribe Bengali audio recordings and video content with high accuracy and attention to detail. • Ensure correct representation of accents, dialects, and linguistic nuances in the transcribed text. • Review and edit machine-generated transcripts for errors and inconsistencies, refining them for clarity and correctness. • Label and annotate transcription data according to project-specific guidelines and standards. • Communicate effectively with project coordinators to resolve ambiguities and uphold quality benchmarks. • Meet defined project milestones and deliverables through consistent, reliable participation. • Utilize provided tools and platforms for submission and quality control of deliverables. Preferred Qualifications: • Native or near-native proficiency in Bengali, with excellent command of spelling, grammar, and syntax. • Demonstrated experience in transcription, translation, linguistics, or related language work. • Exceptional written and verbal communication skills, with a commitment to clarity and accuracy. • Familiarity with regional variations and cultural context in Bengali language usage. • Strong attention to detail and ability to maintain focus on repetitive tasks while ensuring quality. • Comfort working independently in a remote, digital environment. • Adaptable, responsive, and able to incorporate feedback to improve deliverable quality.

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.

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: Audiovisual Producer Role Type: Contractor Location: Remote Job Summary: Our team is engaging Audiovisual Producers to contribute their expertise to an innovative AI project. In this role, you will review and annotate robotic video and audiovisual content, assess visual and audio quality, and provide accurate labels and feedback according to project guidelines. Your work will help train next-generation AI systems. No prior experience in AI or data annotation is required — your audiovisual expertise and attention to detail are what matter. Key Responsibilities • Review and annotate robotic videos and other audiovisual content according to provided guidelines. • Identify important visual and audio elements, events, actions, and quality issues within video content. • Accurately classify and label video segments using predefined annotation categories. • Assess basic video and audio quality, including clarity, synchronization, continuity, framing, and sound. • Identify inconsistencies, errors, or unusual events within audiovisual content. • Provide concise written descriptions and feedback about reviewed content. • Follow annotation instructions consistently and maintain high accuracy across assigned tasks. • Collaborate remotely with project teams and incorporate feedback when needed. Required Skills and Qualifications • Professional or academic experience in audiovisual production, video production, filmmaking, media production, or a related field. • Good understanding of video and audio fundamentals, including framing, continuity, synchronization, and media quality. • Ability to carefully observe and describe actions and events occurring in video content. • Familiarity with common video editing or audiovisual production tools. • Strong attention to detail and ability to follow structured guidelines. • Good written and verbal English communication skills. • Comfortable reviewing and annotating video content for extended periods. • Ability to work independently in a remote environment.

Role Title: Music Editor Role Type: Contractor Location: Remote Our team is engaging Music Editors to work on a video annotation project. The core of this role is watching video closely and labeling it accurately. You'll review footage, tag what happens and exactly when it happens, and apply a detailed set of guidelines consistently across many sessions. No prior AI experience is required — your attention to timing and detail is what matters. Scope of Work • Watch video clips and annotate them following a detailed set of guidelines. • Tag actions and events in each clip, marking the exact point where each one starts and ends. • Identify scene changes, cuts, and shifts in the pacing or intensity of the action. • Label the tone or mood of each section and mark where it changes. • Apply the labeling rules the same way across every clip so the data stays consistent. • Re-check your own work and correct boundaries that are slightly off. • Flag unclear or borderline cases to project leads instead of guessing, and help resolve them. • Suggest improvements to the annotation guidelines when you find gaps or repeated confusion. • Complete assigned annotation volume on time and at the required quality level. Preferred Qualifications • Background in post-production or editorial work — music editing, video editing, sound editing, or similar. These roles build exactly the timing and frame-level precision this project needs. • Strong sense of timing: able to judge where a moment truly begins and ends, not just approximately. • Sharp eye for detail and the patience to stay consistent across long sessions of similar material. • Comfortable following written guidelines precisely and applying them the same way every time. • Able to spot when something in the footage does not fit the rules, and raise it instead of forcing a label. • Clear written and verbal communication for working with a remote team. • Previous video annotation or data labeling experience is a plus, but not required.

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.

Role Title: Tagalog Speaking Psychologist (PhD) Role Type: Contractor Location: Remote Our team is engaging Bilingual Tagalog Psychologist (PhD)s to contribute 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 • Analyze and assess psychological case studies and documentation, providing nuanced feedback and insights based on professional experience. • Develop culturally sensitive psychological scenarios and materials in both Tagalog and English for data enrichment and model training purposes. • Evaluate AI-generated content for accuracy, ethical considerations, and alignment with psychological best practices. • Collaborate with interdisciplinary teams to share perspectives and ensure holistic, effective solutions for diverse user needs. • Document evaluation processes and findings clearly and systematically, supporting transparency and reproducibility. • Apply bilingual communication to interpret and refine psychological assessments, ensuring fidelity across languages and cultural contexts. Preferred Qualifications • PhD in Psychology with demonstrated experience in both clinical and academic settings. • Native or near-native fluency in Tagalog and English, with proven ability to navigate complex psychological terminology in both languages. • Strong analytical and critical thinking skills with a track record of ethical decision-making. • Experience developing or evaluating case studies and psychological assessments. • Exceptional written and verbal communication skills, especially in translating nuanced psychological concepts between Tagalog and English. • Familiarity with digital tools for remote collaboration and effective documentation. • Demonstrated cultural sensitivity and adaptability in multicultural environments.

Role Title: Telugu Transcription Expert Role Type: Contractor Location: Remote Our team is engaging Telugu Transcription Experts to contribute to a high-impact customer project focused on language data excellence. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 emphasizes the value of clear written and verbal communication to ensure seamless collaboration and precise deliverables. Scope of Work • Transcribe audio, video, and text content from Telugu to written format with exceptional accuracy and attention to linguistic detail. • Annotate, segment, and label audio data using established guidelines to support AI model development. • Review and edit existing Telugu transcriptions for clarity, consistency, and correctness. • Provide cultural and contextual insights to enhance the linguistic authenticity of data sets. • Collaborate with project stakeholders through effective written and verbal communication channels. • Meet project milestones by delivering high-quality, timely transcriptions and annotations. • Identify and report language nuances, challenges, or ambiguities encountered during transcription tasks. Preferred Qualifications • Native or near-native proficiency in Telugu, with excellent command of written and spoken language. • Demonstrated experience in transcription, annotation, or linguistic data processing (audio, video, or text). • Strong attention to detail, with proven skills in proofreading and editing Telugu content. • Ability to communicate clearly and effectively in both written and verbal forms. • Familiarity with linguistic annotation tools or transcription platforms is an advantage. • Understanding of cultural nuances and regional dialects within Telugu-speaking communities. • Capacity to manage deliverables autonomously in a remote, self-directed setting.

Role Title: Customer Service Expert – Phone Support (LATAM) Role Type: Contractor Location: Latam remote Mexico, Central America, Colombia, Peru, Ecuador, Argentina, Chile and Brazil. micro1 is engaging Customer Service Experts to contribute to a customer’s project, delivering phone-based support across the United States. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how 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 independent contractor, you will represent customers during live calls, handling communications with businesses and service providers to complete everyday tasks. This remote engagement prioritizes written and verbal English communication and seeks proactive professionals from LATAM regions. Scope of Work • Place and receive phone calls on behalf of customers to complete tasks including reservations, appointment scheduling, and vendor confirmations. • Engage with businesses and service providers, ensuring clear, professional communication to gather information and fulfill requests. • Efficiently navigate phone menus, hold queues, and call centers to reach the appropriate contact for each task. • Document outcomes and important details for every call interaction with accuracy and attention to confidentiality. • Handle a high volume of short, consecutive calls addressing a variety of customer needs. • Collaborate with other remote professionals to ensure a consistent, high-quality customer service experience. • Uphold the highest standards of professionalism and discretion with sensitive customer information. Preferred Qualifications • Demonstrated experience in executive assistance, virtual assistance, concierge services, or customer support via phone. • Fluent, neutral, and clear spoken English with strong improvisational and live conversation skills for US-based interactions. • Confidence in making outbound calls, including cold calls, and efficiently navigating automated phone systems. • Reliable high-speed internet connection, quiet work environment, and a quality wired or USB headset. • Experience in the hospitality, restaurant, or travel industries; negotiation or escalation experience is a plus. • Proven ability to work autonomously, manage multiple consecutive tasks, and deliver high-quality service remotely. Compensation Structure Representatives are paid for scheduled, available hours — not per call completed. Start Timeline & Availability This role requires committed, shift-based availability — representatives must be fully active and responsive for the entire duration of every scheduled shift. This would be an initial 4-week engagement, with representatives working four 5-hour shifts per week (up to 20 hours/week). Genuine weekend availability is required for a portion of the team. We typically fill roles within 48 hours and expect selected candidates to start their first shifts within 24–48 hours of completing onboarding.

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: 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: 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: 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.

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.

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: Korean Language 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-level fluency in Korean, with strong 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: 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: Bloomberg Specialist Role Type: Contractor Location: Remote Our team is engaging experienced Bloomberg Specialists and finance professionals to support a customer project focused on completing and documenting real-world workflows within the Bloomberg platform. In this role, you’ll use your hands-on Bloomberg experience and financial markets knowledge to complete realistic tasks and contribute high-quality data that supports the development of next-generation AI systems. Scope of Work • Complete realistic financial workflows using Bloomberg Terminal and related Bloomberg tools. • Navigate Bloomberg to research companies, securities, markets, and financial data. • Use Bloomberg features for common tasks such as market research, security analysis, financial analysis, and portfolio analysis. • Review and interpret financial and market data available through Bloomberg. • Demonstrate and clearly explain the steps used to complete Bloomberg workflows. • Identify inaccurate, incomplete, or inconsistent financial information. • Create realistic examples and scenarios based on professional financial workflows. • Document processes and provide clear written feedback according to project guidelines. • Complete assigned tasks independently and collaborate asynchronously with the project team. Preferred Qualifications • Strong hands-on experience using Bloomberg Terminal in a professional or academic finance environment. • Background in finance, investment management, banking, financial markets, equity research, asset management, or a related field. • Experience researching and analyzing equities, fixed income, securities, market data, or portfolios. • Ability to independently navigate Bloomberg and use its common functions and workflows. • Strong understanding of financial markets and financial terminology. • Ability to interpret financial data and communicate findings clearly. • Strong attention to detail and ability to follow project instructions.

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: 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: 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: 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: Autodesk Fusion CAM 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.

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: 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: 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.

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: 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.

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: 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: UltraTax CS Specialist Role Type: Contractor Location: Remote Our team is engaging experienced UltraTax CS Specialists and tax professionals to support a customer project focused on completing and documenting real-world tax workflows within UltraTax CS. In this role, you’ll use your hands-on tax preparation experience to complete realistic tasks and contribute high-quality data that supports the development of next-generation AI systems. Scope of Work • Complete realistic tax preparation and compliance workflows using UltraTax CS. • Prepare and review Federal and State tax returns based on provided scenarios. • Enter and review taxpayer information, income, deductions, credits, and other relevant tax data. • Review tax calculations and identify missing, incorrect, or inconsistent information. • Work with common individual, business, corporate, and partnership tax scenarios. • Explain the steps followed to complete different workflows in UltraTax CS. • Review completed tax work for accuracy and compliance. • Create realistic examples based on professional tax preparation workflows. • Document processes and provide clear written feedback according to project guidelines. Preferred Qualifications • Strong hands-on professional experience with UltraTax CS. • Professional experience in tax preparation, tax accounting, or tax compliance. • Experience preparing and/or reviewing U.S. Federal and State tax returns. • Familiarity with individual and/or business tax returns, including corporations and partnerships. • Strong understanding of common U.S. tax forms, terminology, and filing processes. • Ability to independently navigate UltraTax CS and complete common tax workflows. • Strong attention to detail and ability to identify tax or data-entry errors. • Ability to clearly explain tax preparation steps and decisions.