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$80 - $105/hourpayM&AAPAsSPAsContract NegotiationsRedliningmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: M&A Attorney Role Type: Contractor Location: Remote We are seeking seasoned M&A attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises., • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision., • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency., • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school., • Active bar admission in at least one U.S. jurisdiction., • Minimum of 2 years in the M&A department of a corporate law firm., • Familiarity with standard M&A agreements, including APAs and SPAs., • Exceptional written and verbal communication skills with meticulous attention to detail., • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems., • Demonstrated commitment to innovation at the intersection of law and technology., • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives., • Experience working with private equity firms. Why Join: • This is an opportunity to work at the intersection of law and technology., • You will help define how AI is developed for a new generation of legal practitioners., • You will apply your experience in a high-impact research environment.

$80 - $105/hourpayFund ManagementFund FormationContract RedliningContract Negotiationsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Funds Attorney Role Type: Contractor Location: Remote We are seeking seasoned Funds Attorneys for a part-time role at the forefront of legal AI. This opportunity is for elite lawyers who want to help shape how advanced AI is trained, evaluated, and applied in real-world legal work, especially those who have deep experience with drafting, reviewing, negotiating, and redlining within the tech field. In this role, you will review, assess, and contribute to contract redlining workflows used to train and evaluate state-of-the-art AI models. Your work will directly improve how these systems identify risk and interpret contract language to create tools with improved precision and legal judgment. Key Responsibilities: • Perform simulated contract negotiations and redlining exercises., • Review and assess AI responses to contract scenarios, providing expert feedback to improve model performance and output precision., • Create objective evaluation frameworks and grading criteria to assess AI performance on contract tasks with rigor and consistency., • Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven contract review solutions. Required Skills and Qualifications: • J.D. from an ABA-accredited law school., • Active bar admission in at least one U.S. jurisdiction., • Minimum of 2 years in the funds department of a corporate law firm., • Familiarity with standard M&A agreements, including LPA’s, subscription agreements, and side letters., • Exceptional written and verbal communication skills with meticulous attention to detail., • Strong analytical capabilities and ability to translate legal expertise into actionable feedback for AI systems., • Demonstrated commitment to innovation at the intersection of law and technology., • Experience working with cross-disciplinary teams in fast-paced environments. Preferred Qualifications: • Prior exposure to AI, legal tech, or training initiatives. Why Join: • This is an opportunity to work at the intersection of law and technology., • You will help define how AI is developed for a new generation of legal practitioners., • You will apply your experience in a high-impact research environment.

$80 - $90/hourpayadvanced mathematicsmathematical problem-solvingacademic writingcontent review and editingremote team collaborationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Math Expert (PhD) Role Type: Contractor Location: Remote micro1 is engaging Math Experts (PhD) to contribute to an advanced AI training project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop and provide comprehensive, accurate, and insightful responses to complex mathematics prompts spanning undergraduate and graduate curricula., • Review, refine, and deliver "golden responses"—high-quality model answers that exemplify subject mastery for use in AI training., • Collaborate with a distributed team of experts to ensure clarity, precision, and educational value in all mathematics content produced., • Analyze and interpret intricate mathematical problems, proofs, and concepts, distilling them into structured and accessible explanations., • Contribute feedback to improve project guidelines, response standards, and content workflows as the engagement evolves., • Adhere to project requirements regarding format, quality, and timeliness of deliverables. Preferred Qualifications • PhD in Mathematics or closely related discipline from an accredited institution., • Proven track record of academic excellence and subject-matter expertise, especially at the graduate level., • Exceptional written and verbal communication skills; ability to articulate complex concepts clearly and succinctly., • Experience authoring or reviewing mathematics materials, such as textbooks, exams, problem sets, or journal articles., • Familiarity with various branches of pure and applied mathematics., • Demonstrated attention to detail and commitment to producing precise, high-quality work., • Adaptability and openness to collaborative, iterative feedback in a remote expert network environment.

$40 - $100/hourpayQGISGeographyMappingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: QGIS 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: • Lead end-to-end projects in QGIS, from raw spatial data acquisition and cleaning to final map outputs and comprehensive deliverables., • Document your workflow and reasoning in real-time as you perform data management, spatial analysis, and map production tasks., • Organize, clean, and validate diverse spatial datasets, ensuring high accuracy and consistency throughout the process., • Manage projections, coordinate systems, and spatial references to optimize data interoperability and output quality., • Style and symbolize map layers for clarity, interpretability, and professional presentation in various contexts., • Build advanced layouts and cartographic products, explaining your design decisions along the way., • Troubleshoot issues and explain problem-solving strategies as they arise within QGIS workflows. Required Skills and Qualifications: • Extensive hands-on experience with QGIS, including managing full GIS projects independently., • Proven track record of delivering high-quality spatial analyses, maps, and geospatial outputs using QGIS., • In-depth understanding of spatial data formats, coordinate systems, projections, and related GIS principles., • Exceptional written and verbal communication skills, with the ability to clearly explain technical decisions and workflow rationale., • Strong data organization, cleaning, and transformation skills within QGIS., • Experience troubleshooting and resolving complex challenges in GIS workflows., • Comfortable working remotely while maintaining consistent project documentation and communication with the broader team. Preferred Qualifications: • Experience documenting GIS processes for training, teaching, or AI research purposes., • Background in mentoring or collaborating within multi-disciplinary GIS teams., • Familiarity with integrating QGIS with other geospatial tools or programming languages.

mechanical engineeringtechnical document analysisproblem-solvingwritten and verbal communicationdata analysisattention to detailself-managementinterdisciplinary collaborationtechnical content creationdata quality assurancemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Mechanical Engineer Job Type: Contractor Location: Remote Rate: 20$-50$ per task 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: • Analyze technical documents and extract key information relevant to your domain expertise, • Generate, review, and refine questions and solutions based on real-world mechanical engineering scenarios, • Collaborate with multidisciplinary teams to ensure accuracy and depth of data and analysis, • Provide detailed written and verbal feedback on document clarity, technical accuracy, and effectiveness, • Apply advanced subject matter knowledge to evaluate and solve complex engineering problems, • Work independently, managing your time to deliver high-quality outputs with minimal supervision, • Contribute to the continuous improvement of data quality and project processes Required Skills and Qualifications: • 2-6 years of professional or academic experience in mechanical engineering or a closely related field (lab, workplace, or academia), • Strong reading comprehension skills, with proven ability to analyze and interpret technical documents, • Exceptional English communication skills, both written and verbal, • Demonstrated experience in creating or evaluating technical content, such as reports, studies, or problem sets, • Ability to work independently and efficiently, with excellent self-management, • High attention to detail and commitment to data accuracy, • Experience interfacing with technical documentation and performing analytical tasks Preferred Qualifications: • Advanced degree (Master’s or PhD) in Mechanical Engineering, Chemistry, Physics, or Biology, • Previous experience contributing to interdisciplinary or research-driven projects, • Familiarity with data-driven analysis or training data preparation

Financial Data AnalysisEmbedded FinanceInvestment Strategy & AdvisoryPredictive Analytics & Visualizationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Analyst Job Type: Full-time or Part-time, 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 • Analyze complex financial data to identify key trends and provide actionable insights for strategic decision-making., • Lead the evaluation of embedded finance opportunities and contribute to advisory on investment strategies., • Develop predictive financial models and dynamic visualizations using up-to-date analytics platforms., • Conduct thorough market and industry research, synthesizing information from diverse sources to inform business recommendations., • Communicate findings and strategic recommendations clearly in both written reports and verbal presentations to stakeholders., • Stay ahead of the latest trends in the Asian economy, embedded finance, and digital financial solutions., • Collaborate with cross-functional teams to translate analytical results into business outcomes. Required Skills and Qualifications • Bachelor’s degree in Finance, Economics, or related field., • Professional certification (CFA, CIIA, CMA) or proven experience as a financial analyst in a leading finance institution., • Strong proficiency in financial data analysis, predictive analytics, and visualization tools (e.g., Power BI, Tableau, Python or R)., • Demonstrated experience in investment strategy and advisory, particularly within embedded finance contexts., • Exceptional written and verbal communication skills, with a keen eye for detail and clarity., • Advanced online research capabilities and ability to synthesize diverse financial information rapidly., • Experience working in or with Asia, with a solid understanding of regional financial markets and economic drivers. Preferred Qualifications • Previous experience at an MBB (McKinsey, BCG, Bain) firm or a major financial institution., • Familiarity with digital finance platforms and emerging fintech trends in the Asian market., • Based in Asia, or extensive prior exposure to the Asian economic landscape.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Planning and Analysis 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. Key Responsibilities: • Analyze complex financial and marketing datasets to deliver actionable business intelligence., • Develop, refine, and implement advanced financial models, forecasts, and scenario analyses., • Create comprehensive rubrics using your field knowledge to enhance and refine AI models., • Prepare, review, and optimize financial reporting under US GAAP/IFRS standards., • Collaborate with cross-functional teams to support strategic planning and decision-making., • Ensure compliance with financial regulations and internal controls., • Advise on key SaaS metrics, including ARR, MRR, CAC, and LTV, to inform business strategies. Required Skills and Qualifications: • Bachelor’s degree in Accounting, Finance, Economics, Engineering, or a related quantitative field., • Minimum 3 years’ experience in finance, accounting, FP&A, audit, or SaaS finance., • Investment banking experience is highly preferred, • Exceptional written and verbal communication skills, with the ability to distill complex concepts for diverse audiences., • Strong analytical mindset and attention to detail. Preferred Qualifications: • CPA, CFA, or a similar advanced financial certification., • 7+ years of overall professional experience., • In-depth experience with SaaS metrics and performance analytics.

$50 - $80/hourpayBuilding code knowledgePlan review and blueprint readingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Building Code Compliance Expert Job Type: Contractor Location: Remote (US only) 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 related to building codes, permitting, inspections, and construction compliance. Key Responsibilities: • Conduct reviews of architectural and engineering plans to assess building code compliance., • Interpret blueprints, permit documents, zoning requirements, and construction documentation., • Analyze code-related scenarios and provide clear compliance reasoning and recommendations., • Identify permitting issues, code violations, and regulatory concerns across residential and commercial projects., • Collaborate with architects, engineers, contractors, inspectors, and permitting teams to resolve compliance questions., • Deliver clear written reports and explanations related to code interpretation and compliance findings., • Support AI training projects by providing accurate, real-world building compliance expertise. Required Skills and Qualifications: • Demonstrated experience in building codes, permitting, inspections, zoning, or plan review., • Strong ability to read and interpret construction drawings and technical documentation., • Experience working with residential and/or commercial construction projects., • Strong analytical, problem-solving, and communication skills., • Ability to work independently and remotely while managing multiple assignments., • Experience collaborating with cross-functional project teams. Preferred Qualifications: • Relevant certifications such as ICC, NFPA, or state-issued licenses., • Experience working with city/county building departments or municipal permitting offices., • Experience in code enforcement, plan review, virtual inspections, or compliance consulting., • Background in architecture, engineering, construction management, or land use development.

$50 - $90/hourpayChemistryChemical WeaponsToxicologyHazardous Substancesmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Chemical Safety & Toxicology Expert Role Type: Contractor Location: Remote micro1 is engaging Chemical Safety & Toxicology Experts to contribute to a customer’s project focused on enhancing chemical safety evaluation frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is tailored for professionals with proven backgrounds in chemical weapons nonproliferation, hazardous materials, toxicology, and industrial chemistry—especially those experienced with controlled-substance risks, regulatory protocols, or chemical-risk assessment. Strong communication skills, both written and verbal, are highly valued as you will provide nuanced insights and feedback throughout the engagement. Scope of Work • Analyze and evaluate data related to chemical safety, toxicological risk, precursor chemicals, and hazardous-substance scenarios., • Review, annotate, and provide critical feedback on documents, datasets, and model outputs related to chemical weapons, toxicology, and hazardous materials., • Contribute expert perspectives on nonproliferation standards, regulatory protocols, and safety operations for chemical handling and risk mitigation., • Develop and refine guidelines for the assessment of chemical and toxicological hazards in realistic and hypothetical situations., • Interpret and explain the implications of chemical interactions, exposure risks, and toxicity profiles for AI training purposes., • Collaborate remotely with project coordinators, providing written and verbal clarifications or additional context as needed., • Identify gaps or inaccuracies in content or model assessments pertaining to chemical safety and toxicology topics. Preferred Qualifications • Advanced degree (PhD, MD, JD, PsyD, or relevant master’s) in chemistry, toxicology, industrial hygiene, or closely related disciplines., • Minimum 5 years of specialized experience in areas such as chemical weapons nonproliferation, hazardous materials handling, toxicological risk assessment, or chemical safety protocols., • Experience as an independent consultant, policy advisor, response specialist, or safety officer in industry, government, or research settings., • Expertise in controlled substances, precursor risk evaluation, or nonproliferation regulatory frameworks., • Demonstrated ability to communicate complex technical information effectively in both written and verbal formats., • Familiarity with standards for chemical safety, hazardous material management, or toxicology operations in high-stakes environments., • Interest in supporting AI advancement through the application of domain expertise to new and emerging technology platforms.

$20 - $65/hourpaymicrosoft wordpdf editing toolsdocument formattingtracked changes managementversion controldata extraction (documents)form creation (word/pdf)digital signatures (pdf)secure document handlingcompliance (legal/regulatory)confidentiality managementcross-functional collaborationwritten and verbal communicationattention to detailremote worktraining and stakeholder supportmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Word and PDF Experts Job Type: Contractor (Part-Time or 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: • Conduct comprehensive document review, editing, and formatting in Word and PDF, ensuring adherence to industry and client-specific standards., • Manage tracked changes, comments, and version control effectively across large and complex files., • Create, edit, and fill dynamic forms and templates tailored to diverse professional needs., • Execute precise data extraction and consolidation from Word and PDF documents., • Collaborate with cross-functional teams to deliver accurate, timely, and confidential document solutions., • Implement and enforce document workflows for legal, regulatory, and compliance-driven projects., • Train and support stakeholders on advanced Word and PDF functionalities and best practices. Required Skills and Qualifications: • Minimum 3+ years’ experience working intensively with Word and PDF tools in professional settings., • Advanced proficiency in document formatting, tracked changes, reviews, and markup., • Exceptional written and verbal communication skills, with acute attention to detail., • Master’s, PhD, or JD degree in a related field (e.g., law, healthcare, academia, public policy, finance)., • Track record of supporting Fortune 500 clients or similarly complex/regulated environments., • Ability to manage confidential information and sensitive materials discreetly., • Self-motivated, adaptable, and effective working independently in a remote, deadline-driven environment. Preferred Qualifications: • Experience working in specialist roles such as legal professionals, healthcare administrators, academic researchers, government consultants, or finance/real estate operations., • Proficiency in advanced PDF features (form fields, digital signatures, secure document handling)., • Portfolio demonstrating high-impact Word and PDF project delivery.

$50 - $58/hourpayFinancemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Corporate Finance 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. Key Responsibilities: • Design technically demanding finance prompts and tasks that mirror investment banking, private equity, and corporate finance complexity, • Develop gold-standard solutions in Excel and PowerPoint to set objective benchmarks for AI model evaluation, • Create and refine clear grading rubrics for assessing AI outputs on transaction and modeling exercises, • Construct, modify, and review advanced financial models (3-statement, valuation, LBO, M&A, sensitivity analyses), • Produce transaction analyses and investment materials with a client-ready, production-grade level of detail, • Develop and adapt professional templates, decks, and supporting materials commonly used across IB, PE, and Corp Dev, • Ensure all deliverables are precise, unambiguous, and uphold industry standards Required Skills and Qualifications: • Hands-on experience in financial modeling, valuation, and transaction analysis, • Advanced Excel proficiency, including scenario analysis and model integrity checks, • Expertise in building polished, professional PowerPoint presentations and investment decks, • Strong familiarity with standard IB/PE/Corp Dev templates and processes, • Proven track record working on live deals, investments, or transaction execution, • Exceptional written and verbal communication skills, with a keen eye for detail and clarity, • Ability to independently produce client-grade financial materials under tight timelines Preferred Qualifications: • Experience evaluating or testing AI models, or developing technical prompts and assessments, • Exposure to multiple finance domains (e.g., IB to PE, consulting to Corp Dev), • Prior work creating training data or technical assessments for advanced technology initiatives

$20 - $60/hourpayacademic researchdocument reviewms word (advanced features: tracked changes, formatting)pdf editing and data extractionwritten communicationverbal communicationattention to detailliterature review and synthesisreport writingpresentation developmentcollaboration with cross-functional teamsremote work proficiencytime managementdeadline managementmultidisciplinary teamworkmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Academic Researcher 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: • Conduct in-depth research and analysis in your area of expertise, delivering high-quality, evidence-based insights., • Prepare, format, and review complex documents in Word and PDF, utilizing advanced features such as tracked changes, form filling, and data extraction., • Collaborate with cross-functional teams, including legal, healthcare, policy, and finance professionals, to support diverse project needs., • Translate complex research findings into clear, concise reports and presentations tailored for Fortune 500 standards., • Evaluate and synthesize academic literature, legal documents, or industry data to inform project outcomes., • Ensure accuracy, consistency, and compliance with designated guidelines in all written deliverables., • Maintain clear and professional written and verbal communication with project stakeholders and team members. Required Skills and Qualifications: • Minimum 3+ years of relevant professional experience in academic research, legal, policy, healthcare, or related sectors., • Master’s degree, PhD, or JD from a recognized institution., • Demonstrated expertise in preparing and reviewing Word and PDF documents (tracked changes, formatting, data extraction, document review)., • Outstanding written and verbal communication skills; meticulous attention to detail., • Ability to manage multiple priorities in a remote, deadline-driven environment., • Experience collaborating with multidisciplinary teams on complex deliverables., • Proven record of producing high-quality, client-ready outputs. Preferred Qualifications: • Experience working with or for Fortune 500 companies., • Prior involvement in legal, healthcare, policy, or financial operations document workflows., • Active publication or presentation record in academic or industry settings.

$20 - $60/hourpayadvanced word skillsadvanced pdf toolspolicy analysisregulatory compliancedocument drafting and reviewprofessional written communicationverbal communicationproject managementattention to detailstrategic consultationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Policy Consultant 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: • Analyze, draft, and review policy documents, legal contracts, proposals, and research papers using advanced Word and PDF skills., • Provide strategic consultation and actionable recommendations on regulatory, legal, healthcare, academic, or finance-related matters., • Conduct thorough document reviews, ensuring compliance, clarity, and adherence to industry best practices., • Support clients with precise document formatting, tracked changes, form filling, and data extraction., • Collaborate with cross-functional teams to synthesize complex data into succinct, actionable policies and procedures., • Stay abreast of evolving regulations and guidelines relevant to your field of expertise., • Communicate findings and recommendations in clear, compelling written and verbal formats. Required Skills and Qualifications: • Minimum 3+ years of professional experience in government policy operations., • Advanced proficiency with Word and PDF tools, including tracked changes, formatting, document review, and data extraction., • Exceptional communication skills, with a strong emphasis on clear, professional written and verbal interactions., • Demonstrated expertise in drafting, analyzing, and reviewing complex policy or regulatory documents., • Proven ability to manage multiple projects and meet stringent deadlines in a fast-paced remote environment., • Keen attention to detail and commitment to delivering high-quality work. Preferred Qualifications: • Experience working with Fortune 500 clients or on high-profile regulatory, legal, or policy projects., • Track record of collaborating with multidisciplinary teams to achieve impactful outcomes.

$50 - $90/hourpayNuclear PhysicsRadiological SafetyNonproliferationSafeguardsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Nuclear & Radiological Security Expert Role Type: Contractor Location: Remote micro1 is engaging Nuclear & Radiological Security Experts to support a customer’s initiative focused on defining standards for nuclear-safety evaluations, information abstraction, and escalation protocols. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Define evaluation scope and standards for nuclear and radiological safety, nonproliferation, and security., • Develop frameworks for safe abstraction of sensitive or classified information in technical contexts., • Establish robust escalation thresholds and protocols for handling nuclear security risks in research and operational scenarios., • Contribute expert guidance on benchmarking nuclear and radiological risk assessments, ensuring effective nonproliferation safeguards., • Review, refine, and validate technical guidelines for nuclear/radiological safety in support of advanced-model training., • Collaborate with multidisciplinary stakeholders to ensure safety standards protect national and global security interests while enabling legitimate scientific progress., • Document best practices and decision rationales for information security and compliance in nuclear domains. Preferred Qualifications • 5+ years of relevant experience in nuclear physics, radiological safety, nonproliferation, or nuclear safeguards (ideally 8–20 years for senior contributors)., • Advanced degree, professional certification, or equivalent operational experience in nuclear or radiological domains., • Proven background with government agencies, national laboratories, regulatory bodies, or academic research in nuclear security or policy., • Thorough understanding of nonproliferation frameworks, international safeguards, and weapons-relevant controls., • High credibility and recognition in nuclear or radiological safety communities., • Exceptional written and verbal communication skills, with the ability to translate complex technical topics for diverse audiences., • Experience contributing to or overseeing security evaluations, compliance protocols, or risk assessments within sensitive technical environments.

$55 - $70/hourpayCommercial InsuranceSpecialty InsuranceCommercial P&CUnderwritingLiability CoveragePolicy InterpretationInsurance ComplianceCoverage AnalysisInsurance Operationsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Insurance Underwriter – Excess & Specialty Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Leverage your extensive underwriting expertise to evaluate complex commercial and specialty risk scenarios in the US insurance market., • Analyze, interpret, and structure coverage for excess and specialty lines, focusing on liability, umbrella, and unique risk categories., • Assess policy language and provide nuanced feedback on policy interpretation and coverage analysis., • Identify risk factors, apply sound underwriting judgement, and ensure compliance with industry standards and insurance regulations., • Support the development of AI training data by contributing real-world insights on underwriting practices and coverage operations., • Collaborate in a remote environment, providing clear, effective written and verbal communication to enhance AI system understanding., • Share insight into evolving trends, emerging risks, and innovations within specialty and excess insurance lines. Required Skills and Qualifications: • 4–5+ years of hands-on underwriting experience in commercial lines, specialty insurance, excess casualty, or umbrella products., • In-depth understanding of commercial P&C, liability coverage, and policy evaluation best practices., • Demonstrated expertise in policy interpretation, insurance compliance, and comprehensive coverage analysis., • Experience working with insurance operations in complex or specialty risk environments., • Excellent written and verbal communication skills, with the ability to articulate nuanced underwriting concepts., • Proven track record within the US insurance market or with US-based clients and frameworks. Preferred Qualifications: • Prior exposure to emerging risk types, complex liability structures, or innovative coverage solutions within excess & specialty lines., • Experience collaborating on cross-functional teams or contributing to process improvement initiatives in insurance operations., • Global candidates with deep familiarity with US underwriting standards and commercial insurance practices are strongly encouraged to apply.

$50 - $120/hourpayGitHubPythonC++Panda3Dmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Junior Python Game Developer (Panda3D) Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Leverage your proficiency in Python and C++ to provide insights and feedback on interactive game development tasks., • Utilize the Panda3D engine to review, critique, and suggest improvements on code samples and game logic., • Contribute domain-specific examples to help enhance AI understanding of modern game development workflows., • Analyze and address practical challenges in game rendering, asset management, and gameplay mechanics., • Document and explain decision-making processes in a clear, concise manner for AI training purposes., • Collaborate with a distributed team to deliver high-quality, real-world input that shapes future AI technologies., • Participate in iterative feedback cycles to continuously improve AI learning outcomes. Required Skills and Qualifications: • Solid hands-on experience with Python programming, especially in game development contexts., • Strong understanding of the Panda3D engine and its practical application in creating interactive 3D environments., • Familiarity with C++ and its integration within game engines., • Proficient in using GitHub for version control, code reviews, and collaboration., • Ability to communicate complex technical concepts clearly and effectively., • Meticulous attention to detail and problem-solving mindset., • Self-motivated and comfortable working independently in a remote setting. Preferred Qualifications: • Previous experience contributing to open-source projects or AI-related initiatives., • Knowledge of modern software development practices and pipelines in game development. Additional Info: This is a unique opportunity for a junior developer to gain experience while supporting the training of advanced AI systems. You'll collaborate with the customer's team and contribute directly to shaping how AI understands and interacts with real-world gaming environments.

$50 - $90/hourpayBiosecurityLab SafetyBiological MisusePublic-Health Threat Modelingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Biosecurity & Synthetic Biology Expert Role Type: Contractor Location: Remote micro1 is engaging Biosecurity & Synthetic Biology Experts to contribute advanced domain expertise to a critical customer's project involving biosecurity evaluation frameworks. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop a comprehensive taxonomy for biological misuse scenarios, incorporating current and emergent threats., • Design safe and realistic evaluation scenarios to test biosafety measures and dual-use risk protocols., • Establish robust severity ratings for biological risks, supporting nuanced threat modeling and mitigation strategies., • Conduct rigorous false-negative reviews of draft benchmarks to ensure both protective and pragmatic outcomes., • Advise on lab safety protocols, pathogen containment strategies, and dual-use governance best practices., • Contribute written and verbal insights to documentation, scenario development, and cross-functional communication., • Collaborate with multidisciplinary teams to contextualize biological misuse risks for public-health impact modeling. Preferred Qualifications • 5+ years of experience in biosecurity, biorisk management, synthetic biology, or a related field; 8–20 years preferred for senior contributors., • Advanced degree, professional certification, or equivalent operational experience in biosecurity, synthetic biology, or public health., • Deep familiarity with laboratory safety protocols, dual-use research governance, and biological threat modeling., • Hands-on experience as a biorisk officer, synthetic biology researcher, public-health biodefense specialist, government biosecurity advisor, or lab director., • Demonstrated ability to develop and review threat scenarios and risk taxonomies with high domain credibility., • Exceptional written and verbal communication skills, with a commitment to precise and actionable input., • Experience engaging with multidisciplinary and cross-sectoral teams in research, policy, or safety-critical environments.

physics research analysisscientific writingcritical thinkingproblem-solvingdata analysisquestion and exam creationremote collaborationtime managementanalytical reasoningtechnical document synthesisai training content developmentinterdisciplinary teamworkattention to detailindependent workdigital content creationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Physics Expert Job Type: Contractor Location: Remote Rate: 20$-50$ per task 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: • Thoroughly analyze, interpret, and summarize complex physics documents and research papers., • Create and review high-quality questions and problems related to diverse physics topics for AI model training., • Extract key data, perform detailed computations, and validate analytical solutions in various physics domains., • Deliver clear, concise written explanations and rationales for technical problems and solutions., • Collaborate with a multidisciplinary remote team while maintaining independence in daily work., • Leverage your specialist expertise to ensure accuracy and depth in all content generated or reviewed., • Maintain a high standard of quality and consistency while meeting ongoing deadlines. Required Skills and Qualifications: • 2+ years of professional experience in physics or a closely related field, either in academia or a lab/workplace setting., • Exceptional written and verbal English communication skills, with strong attention to detail., • Proven ability to read, analyze, and synthesize technical documents and research literature., • Demonstrated experience creating, editing, or reviewing scientific questions, exams, or technical exercises., • Ability to work independently and proactively with minimal supervision in a remote setting., • Excellent critical thinking and analytical skills for data evaluation and problem solving., • Strong time management abilities to handle multiple tasks efficiently. Preferred Qualifications: • Advanced degree (MSc, PhD) in Physics or a related discipline., • Experience interfacing with AI, EdTech, or digital content creation projects., • Familiarity with interdisciplinary scientific analysis and collaborative workflows.

Core team$130K - $180K/yr compensationAccounts ReceivableRevenue recognitionASC 606Accounting Softwaremicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job title: Revenue & Accounts Receivable Manager Job Type: Full-time Location: Remote Job Summary: Join our team as a Revenue & Accounts Receivable Manager and play a pivotal role in ensuring the financial health and operational integrity of micro1’s revenue cycle. This is an exceptional opportunity to own end-to-end A/R operations, drive revenue recognition accuracy, and build scalable financial processes within a fast-moving, mission-driven company. We value team members who bring sharp analytical instincts, a bias toward action, and a commitment to excellence in every detail. Key Responsibilities: • Own the full accounts receivable lifecycle, including invoicing, collections, cash application, and reconciliation, ensuring accuracy and timeliness across all customer accounts, • Manage and continuously improve revenue recognition processes in accordance with ASC 606 and GAAP standards, • Monitor aging reports and lead proactive collections outreach, escalating as necessary to resolve delinquencies and minimize DSO, • Partner cross-functionally with Sales, Legal, and Customer Success to resolve billing disputes, credit holds, and contract discrepancies in a timely manner, • Prepare and deliver weekly and monthly A/R reporting, including aging summaries, cash flow forecasts, and KPI dashboards for finance leadership, • Maintain and optimize financial systems for transaction accuracy, workflow efficiency, and audit readiness, • Support monthly and quarterly close processes, including A/R subledger reconciliation to the general ledger, • Develop, document, and enforce internal controls and A/R policies to mitigate risk and ensure compliance, • Assist with audit preparation and respond to external auditor inquiries related to revenue and receivables, • Identify opportunities to automate and scale A/R workflows as the company grows Required Skills and Qualifications: • Bachelor’s degree in Accounting or Finance; CPA or CA preferred, • 4–6 years of experience in accounts receivable, revenue operations, or a related finance role, ideally within a high-growth technology or SaaS company, • Hands-on experience with ERP/accounting system, • Deep understanding of accounts receivable processes, revenue recognition principles (ASC 606), and GAAP, • Strong command of Google Sheets and Excel, • Demonstrated ability to manage collections and resolve billing disputes with professionalism and urgency, • Exceptional written and verbal communication skills, with attention to detail, • Proven ability to thrive in a fast-paced, remote environment and work independently with minimal oversight Preferred Qualifications: • CPA, or progress toward a professional certification., • Prior experience implementing or improving A/R automation tooling. 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.

$50 - $120/hourpayCocos2d-xGame Developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Cocos2d-x Junior Game Developer Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Develop and refine game logic, mechanics, and features using Cocos2d-x for prototype and production-level projects., • Collaborate closely with the customer's team to provide high-quality real-world input for AI training processes., • Create, modify, and troubleshoot game assets and scenes to support a diverse set of training objectives., • Test, debug, and optimize Cocos2d-x code to ensure robust and efficient gameplay experiences., • Document code and processes thoroughly, ensuring clarity for both technical and non-technical stakeholders., • Engage in open, clear written and verbal communication to report project status and challenges., • Work iteratively in response to feedback, consistently improving deliverables for AI development needs. Required Skills and Qualifications: • Solid knowledge of Cocos2d-x and hands-on experience with 2D game development workflows., • Strong problem solving and troubleshooting abilities in a game development context., • Experience collaborating remotely with distributed teams in a fast-paced environment., • Excellent written and verbal communication skills, with a focus on clear, concise updates and documentation., • Ability to follow technical specifications and adapt to evolving project requirements., • Understanding of game design principles and player experience optimization., • Self-motivated, detail-oriented, and eager to grow within a dynamic AI training environment. Preferred Qualifications: • Experience working on projects for AI training or data generation purposes., • Familiarity with additional game engines or programming languages., • Background in collaborating with AI or machine learning specialists.

$20 - $70/hourpayKritaIllustrationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Krita 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 • Develop full-fledged digital illustrations in Krita, from initial sketch to final polish, while adhering to best practices and structured layer management., • Perform hour-long, live illustration workflows in a virtual machine, capturing each step of your process for AI training purposes., • Demonstrate and articulate your creative decision-making, effectively communicating both written and verbally with the team., • Collaborate closely with project coordinators to ensure workflows meet high standards and align with AI research objectives., • Utilize advanced Krita features and tools, sharing insight into professional techniques and methodologies., • Provide clear documentation and feedback on your workflows to support continuous improvement of AI systems., • Uphold a high level of organization, structure, and quality across all artwork produced. Required Skills and Qualifications • Demonstrated expertise in Krita with a professional or extensive freelance portfolio showcasing complete illustration projects., • Mastery in digital illustration and structured layer-based workflows from rough sketch to refined artwork., • Strong written and verbal communication skills, with a focus on articulating creative processes and feedback., • Hands-on experience in using Krita’s advanced features, brushes, and layer management tools., • Ability to consistently work independently within virtual environments and meet project goals., • Meticulous attention to detail and a commitment to producing polished, high-quality art assets., • Proven ability to document and communicate workflow steps clearly for technical and non-technical audiences. Preferred Qualifications • Previous experience training or collaborating with AI or machine learning teams on creative projects., • Background in art education or content creation around digital illustration tools., • Familiarity with recording and explaining digital illustration workflows for educational or research purposes.

financial planningbudgetingretirement planningdebt managementrisk managementcfp certificationcompliancewritten communicationverbal communicationclient relationship managementfinancial problem-solvingfiduciary standardholistic financial coachingmentoringworkflow/process developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Financial Advisor (CFA or CFP) Job Type: Contractor - US ONLY 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: • Evaluate and review realistic advisory scenarios involving budgets, emergency funds, debt management, retirement planning, and investment decisions tailored to mainstream households., • Assess AI-generated recommendations for suitability, clarity, compliance, and actionable practicality for W-2 earners and middle-income families., • Document how actual advisor-client conversations unfold, including prioritizing goals, discussing tradeoffs, and walking clients through decision points., • Detail decision rules, rules of thumb, and benchmarks commonly used in practice (e.g., cash reserve targets, debt payoff sequencing, retirement savings rates)., • Deliver clear, plain-language written feedback to enhance AI explanations, next steps, and client communication., • Identify and flag compliance or risk issues, emphasizing a fiduciary, client-first approach and appropriate referral scenarios (CPA, attorney, insurance)., • Contribute to the development of workflows and processes that reflect best practices in everyday personal finance advising. Required Skills and Qualifications: • 3+ years of hands-on, client-facing experience providing holistic financial planning to mainstream households in roles such as Financial Advisor, Wealth Advisor, or Personal Financial Consultant., • Expertise in budgeting, cash flow analysis, debt management, retirement savings strategies, college planning, and basic risk management (insurance needs analysis)., • CFP® certification strongly preferred (or CFP exam passed with substantial relevant experience); CFA, ChFC, or similar planning credentials considered with strong mainstream client work., • Exceptional written and verbal communication skills, with a talent for breaking down complex topics for non-experts., • Demonstrated commitment to fiduciary standards, compliance, and high-integrity client service., • Experience mentoring others, developing workflows, or standardizing planning processes., • Comfort working asynchronously and independently in a remote setting. Preferred Qualifications: • Prior experience in roles blending financial planning and ongoing coaching, such as workplace financial consultant or advisor at national firms., • Background designing or improving standardized planning processes or digital advisory journeys., • Familiarity with personal finance apps, digital advice platforms, or AI-driven tools and a strong interest in innovation within the advisory space.

$50 - $90/hourpayWar FightingWeapons TargetingDefense OperationsHumanitarian Lawmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Military Operations & IHL Expert Role Type: Contractor Location: Remote micro1 is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. This is a unique opportunity to influence technology at the intersection of operational expertise and conflict ethics while working alongside other experts at the forefront of these domains. Scope of Work • Develop comprehensive taxonomies for military-use and defense operations within diverse conflict contexts., • Create dual-use triage frameworks that help distinguish between military and civilian applications of technology and knowledge., • Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation., • Design conflict-risk rubrics and scenario-based evaluation tools to assess operational and ethical implications of defense activities., • Evaluate and refine policy-relevant benchmarks to ensure responsible testing of AI models in defense and humanitarian contexts., • Contribute written and verbal analyses articulating complex warfighting, targeting, and IHL concepts for interdisciplinary audiences. Preferred Qualifications • 5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors., • Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields., • High credibility and established track record in warfighting, operational planning, targeting law, or humanitarian law application., • Expertise in interpreting and applying conflict ethics, IHL, and defense policy frameworks in real-world scenarios., • Exceptional written and verbal communication skills, with the ability to convey technical and ethical concepts clearly and concisely., • Experience in research, policy analysis, or advisory roles within military, governmental, legal, or think-tank environments., • Prior involvement with conflict analysis, war-crimes investigation, or weapons-policy development is a strong plus.

$60 - $120/hourpayPythonRustGoLangFull-stackJAVANode.jsAndroid DevelopmentiOS Developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Software 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, implement, and maintain scalable back-end and full-stack applications using Python, Rust, GoLang, Java, or Node.js., • Collaborate closely with cross-functional team members to deliver high-quality software solutions that meet evolving business requirements., • Write clean, efficient, and well-documented code, following best software engineering practices., • Troubleshoot, debug, and optimize existing codebases to improve performance and reliability., • Participate in code reviews, technical discussions, and architectural planning to drive continuous improvement., • Contribute to the full software development lifecycle, from concept and design to testing and deployment., • Maintain clear, concise, and thoughtful written and verbal communication across distributed teams. Required Skills and Qualifications: • 3+ years of hands-on experience in software development with one or more of the following: Python, Rust, GoLang, Java, Node.js, Android, IOS or full-stack development (backend or full-stack)., • Proficiency in building scalable, reliable, and maintainable software systems., • Experience working in remote, collaborative, and agile environments., • Expertise in modern development tools, version control systems, and CI/CD pipelines., • Strong problem-solving skills with keen attention to detail., • Excellent written and verbal communication skills, with a high standard for clarity and professionalism., • Self-driven, proactive, and able to work independently in a distributed setting. Preferred Qualifications: • Experience with cloud platforms such as AWS, GCP, or Azure., • Knowledge of DevOps principles and containerization technologies., • Background in mentoring or leading small engineering teams.

management consulting methodologiesstrategic analysisbusiness process improvementorganizational transformationcase study developmentbusiness frameworkswritten communicationverbal communicationanalytical skillsproblem-solvingremote team collaborationattention to detailindependent workclient-ready deliverablesmentoringbusiness transformationdigital transformationai-driven business modelsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Management consultant Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Provide expert insights on management consulting methodologies, strategic analysis, and business transformation practices., • Review, assess, and refine complex business scenarios, documents, and case studies to ensure accuracy and relevance., • Deliver high-quality, detailed written and verbal feedback to help improve AI system outputs and reasoning capabilities., • Collaborate remotely with the customer’s team to support the training and evaluation of AI models with real-world management consulting perspectives., • Leverage your advanced experience to identify gaps, propose improvements, and ensure alignment with industry best practices., • Utilize strong communication skills to clearly articulate recommendations and process flows in both written and spoken formats., • Continually stay updated on management consulting trends to provide current, impactful input into the AI training process. Required Skills and Qualifications: • Minimum of 4+ years’ experience as a management consultant, ideally with a top-tier consulting firm., • Proven expertise in strategic projects, business process improvement, and organizational transformation., • Exceptional written and verbal communication skills with high attention to detail., • Ability to synthesize complex problems and deliver practical, actionable insights., • Strong analytical skills and experience working with cross-functional teams in remote environments., • Experience developing or reviewing case studies, business frameworks, and client-ready deliverables., • Self-motivation and discipline required for high-quality independent work. Preferred Qualifications: • MBA or advanced degree in business, management, or a related field., • Familiarity with digital transformation initiatives or AI-driven business models., • Demonstrated experience mentoring or training consultants or business professionals.

$20 - $70/hourpayLibrespritePixel ArtGraphic DesignIllustrationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: LibreSprite 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: • Drive complete pixel art and animation projects from concept through final asset export using LibreSprite., • Demonstrate real-time animation previews, refining motion and timing to studio-quality standards., • Utilize onion skinning, layers, and complex sprite composition features to create smooth, dynamic animations., • Design and develop cohesive asset sets, sprite sheets, character animations, tilesets, UI elements, and retro-style illustrations., • Leverage tiled drawing mode, palette customization, and pixel-precise tools for intricate patterns and detail work., • Export optimized sprites and animations in required production formats, adhering to technical and artistic specifications., • Clearly articulate workflow decisions, creative choices, and technical approaches—both in writing and verbally. Required Skills and Qualifications: • Expert-level proficiency with LibreSprite, with a proven track record of production usage., • Strong portfolio showcasing professional pixel art, animation, and graphic design., • Exceptional written and verbal communication skills, able to explain concepts and workflow logic clearly., • Experience independently managing end-to-end projects, from concept through asset delivery., • Deep understanding of sprite composition, animation techniques, and stylistic nuances in pixel art., • Proficient in customizing color palettes, tile creation, and managing complex layers and animation frames., • Ability to work autonomously within a remote, collaborative environment. Preferred Qualifications: • Prior experience capturing or teaching creative workflows for training, tutorials, or educational initiatives., • Familiarity with retro game art pipelines or production environments., • Experience contributing to open-source or collaborative art projects.

$50 - $90/hourpayEthical JailbreaksLLM Red TeamingPrompt InjectionTool-Use Abusemicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: AI Jailbreak & Prompt-Injection Security Expert Role Type: Contractor Location: Remote micro1 is engaging AI Jailbreak & Prompt-Injection Security Experts to contribute to a cutting-edge customer initiative focused on AI safety and robustness. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Design and implement advanced methodologies for evaluating AI system safety, focusing on ethical jailbreaks, LLM red teaming, prompt injection, and tool-use abuse scenarios., • Create comprehensive cross-domain elicitation strategies to uncover multi-turn and complex adversarial bypass patterns in AI models., • Develop, maintain, and update regression test suites that systematically test for jailbreak susceptibility and prompt-injection vulnerabilities., • Construct robust evaluation frameworks that stress-test AI models against real-world adversarial threats, aiming to enhance overall system robustness., • Collaborate with technical stakeholders to translate security findings into actionable improvements for model safety and risk mitigation., • Document methodologies, findings, and best practices in clear, well-structured written reports and presentations for both technical and non-technical audiences. Preferred Qualifications • 2+ years of expertise in adversarial machine learning, LLM red teaming, AI safety evaluation, or a closely related security domain, • Proven experience researching, testing, or uncovering vulnerabilities related to ethical jailbreaks, prompt injection, tool-use abuse, or adversarial AI attacks., • Advanced degree (PhD, MS) in computer science, cybersecurity, machine learning, or a relevant discipline, or equivalent operational/professional background., • High credibility and recognition within the AI security or adversarial ML community—such as published research, open-source tools, or conference presentations., • Exceptional written and verbal communication skills, with a strong focus on clear documentation and collaborative problem-solving., • Prior participation in multi-disciplinary projects or cross-functional AI safety initiatives is a plus., • Familiarity with current LLM architectures, prompt engineering techniques, and security assessment tools is highly desirable.

chemistry expertisescientific document analysisanalytical reasoningdata interpretationresearch skillsquestion and assessment creationenglish written and verbal communicationcollaborationattention to detailindependent workmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Chemistry Expert Job Type: Contractor Location: Remote Rate: 20$-50$ per task 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: • Analyze and interpret complex scientific documents, datasets, and research papers related to chemistry., • Develop, review, and refine high-quality questions and answers that challenge and expand AI understanding., • Apply analytical techniques to assess and extract key insights from provided materials., • Collaborate with cross-functional teams to ensure scientific rigor and clarity in content., • Interface with documentation and contribute to continuous process improvement., • Provide feedback and domain expertise on model outputs and system performance., • Ensure the accuracy, relevance, and integrity of all chemistry-related data and input. Required Skills and Qualifications: • Bachelor’s degree or higher in Chemistry or a closely related field., • 2+ years of professional experience in academia, laboratory, or industry settings., • Proven ability to read, comprehend, and analyze technical documents and research studies., • Excellent English proficiency, with strong written and verbal communication skills., • Demonstrated experience in data retrieval, computation, and analytical reasoning., • Ability to work independently with minimal supervision, delivering high-quality results., • Strong attention to detail and scientific accuracy. Preferred Qualifications: • Advanced degree (MS, PhD) in Chemistry or related discipline., • Experience in creating educational or assessment materials., • Familiarity with interdisciplinary collaborations (e.g., physics, biology).

$35 - $100/hourpayEViewsMacroeconomicsmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Macroeconomic Modeling Specialist (EViews) Job Type: Contract Location: Remote Job Summary Join our customer's team as a Macroeconomic Modeling Specialist (EViews) and drive the creation, validation, and automation of advanced macroeconomic models. Leverage your expertise in EViews to develop robust time-series and forecasting solutions, contributing essential economic insights that inform key decisions at the organizational level. This remote opportunity is ideal for a passionate modeler who values clarity in communication and excellence in quantitative analysis. Key Responsibilities • Design and implement sophisticated time-series models such as VAR, VECM, ARIMA, and cointegration frameworks using EViews., • Conduct rigorous model diagnostics and validation to ensure robustness and reliability of forecasts., • Automate forecasting workflows for efficiency and scalability within the modeling process., • Translate complex statistical outputs into clear, actionable macroeconomic insights for both technical and non-technical stakeholders., • Document modeling approaches and results with precise, concise written reports., • Collaborate with the customer's team to integrate modeling results into broader economic narratives and policy recommendations., • Stay current with macroeconomic modeling best practices and EViews software updates. Required Skills and Qualifications • Extensive hands-on experience with EViews, including scripting and automation functionalities., • Proven expertise in building, estimating, and validating time-series models—especially VAR, VECM, ARIMA, and cointegration models., • Deep knowledge of model diagnostics, stability tests, and forecasting accuracy measures., • Strong quantitative background with the ability to explain complex modeling processes in clear written and verbal communication., • Demonstrated success in automating modeling and forecasting workflows., • Ability to extract economic meaning from statistical outputs and present findings insightfully., • Self-driven, detail-oriented, and adept at remote collaboration. Preferred Qualifications • Advanced degree in Economics, Econometrics, Applied Statistics, or related field., • Previous experience supporting central banks, policy institutions, or financial sector clients with macroeconomic modeling., • Familiarity with additional econometric software or programming languages (e.g., R, Python, Stata).

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Accountant 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. Key Responsibilities: • Analyze and interpret complex marketing and financial data to identify key trends and insights., • Develop and implement standardized rubrics and frameworks to support AI model training and evaluation using domain knowledge., • Collaborate with cross-functional teams to ensure accounting accuracy and compliance within innovative technology projects., • Provide expert guidance on accounting principles to inform model development and data validation processes., • Document and communicate findings and recommendations clearly through exceptional written and verbal communication skills., • Continuously monitor industry best practices and integrate them into ongoing projects., • Support the customer's team in refining data-driven strategies by offering actionable accounting insights. Required Skills and Qualifications: • Bachelor’s degree in Accounting or a related field., • Minimum of 3 years of experience in accounting roles., • Strong written and verbal communication skills with attention to detail., • Proven experience analyzing data and applying accounting knowledge to solve complex problems., • Ability to create structured rubrics and frameworks for quantitative and qualitative analysis., • Comfort working in a remote, collaborative, and fast-paced environment., • Demonstrated capacity for critical thinking and independent problem-solving. Preferred Qualifications: • 7+ years of overall professional experience, preferably in diverse accounting environments., • Experience working with or supporting AI model development or related technology projects., • Advanced certifications in accounting or finance (e.g., CPA, CMA).

$105 - $140/hourpayContract ReviewQuality AssuranceeDiscoveryCompliancePersonal Identifiable InformationData Privacymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Privacy Annotation Specialist Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Review and annotate sensitive legal documents with a focus on identifying Personal Identifiable Information (PII) and other confidential content., • Utilize your expertise in contract review and eDiscovery to ensure the highest quality and accuracy in data labeling., • Validate and confirm outputs of OCR (Optical Character Recognition) processes to ensure data integrity in legal investigation workflows., • Collaborate with compliance and legal technology teams to meet information governance and privacy standards., • Conduct quality assurance checks and audits on document batches to guarantee compliance with regulatory requirements., • Stay current with evolving best practices in privacy, digital forensics, and litigation support., • Communicate findings and recommendations to cross-functional teams in a clear and actionable manner. Required Skills and 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. We are seeking professionals who bring practical experience in legal technology and data privacy. Join the customer's team and contribute your expertise to impactful projects that advance the quality and security of AI-driven legal solutions.

$40 - $85/hourpayPython3JAVARustAlgorithmsBasics C++Typescriptbug fixingfeature implementationcodebase refactoringperformance optimizationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. 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. We are seeking strong Software Engineers to join our customer's team with expertise in Python3, Java, Rust, Go, C++, or TypeScript. This is a unique opportunity to directly impact the next generation of AI by leveraging your advanced engineering skills in a dynamic, remote setting. 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. Required Skills and Qualifications: • Proficiency in Python3, Java, Rust, or TypeScript, with additional experience in C++ or Go considered a strong asset., • 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. 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.

$80 - $90/hourpayCalculusData Analysis & InterpretationLiterature ReviewExperimental DesignResearch Methodologymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: PhD Engineer (Electrical, Mechanical, Chemical) Role Type: Contractor Location: Remote micro1 is engaging PhD-level Engineers in Electrical, Mechanical, or Chemical disciplines to contribute to a high-impact customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Deliver authoritative written responses to complex engineering prompts in your area of expertise, • Review and interpret scientific literature to provide contextually accurate and current insights, • Design and document realistic experimental scenarios based on advanced engineering principles, • Analyze data and interpret results to inform AI training datasets with precision, • Apply sophisticated calculus and quantitative methodologies to problem-solving tasks, • Ensure clarity, accuracy, and completeness of all submitted materials based on provided guidelines, • Collaborate with project coordinators to refine prompt response quality as needed Preferred Qualifications • PhD in Electrical, Mechanical, or Chemical Engineering, • Demonstrated expertise in calculus, data analysis, research methodology, and experimental design, • Exceptional written and verbal communication skills with the ability to convey complex concepts clearly, • Strong literature review capabilities and familiarity with synthesizing scientific knowledge, • Experience with or interest in AI, machine learning, or technology-driven projects (a plus, not required), • Proven ability to produce "golden response" level deliverables with accuracy and completeness, • Detail-oriented mindset and commitment to high-quality, impactful contributions

$80 - $160/hourpayPhysics MasteryExpert Judgment in Ambiguous CasesMeta-Level ReasoningResearch LeadershipDefensible Written Articulationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Physics Expert (Professor / Principal Investigator) Role Type: Contractor. Location: Remote micro1 is engaging Physics Experts—established Professors or Principal Investigators—to provide high-level domain guidance as part of an impactful project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Adjudicate and render expert judgment on contested or competing physics arguments, solutions, or interpretations within your subfield., • Compare alternative approaches to the same problem, detailing which is superior, under what assumptions, and in which regimes., • Identify and articulate meta-level criteria for evaluating the robustness and validity of competing physics work, such as key assumptions and breaking points of approximations., • Exercise calibrated confidence by providing authoritative assessments while transparently acknowledging genuine uncertainty or open questions in the field., • Draft defensible written evaluations suitable for review by fellow senior physicists, ensuring clarity and rigor., • Leverage technical tools such as LaTeX, SymPy, Python, and Jupyter to verify or contrast technical claims as needed., • Clearly communicate when a question is unresolved within the field and delineate the pertinent considerations. Preferred Qualifications • PhD in physics with demonstrated expertise and scholarly impact in your specified subfield., • Current or former Associate Professor, Full Professor, Chair Professor, or Principal Investigator/Group Leader with a track record of independent research leadership., • Ongoing research activity in one or more of these areas: High Energy Physics, Mathematical Physics, Biophysics, Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation, Cosmology, Astrophysics, Quantum Information, or Optical Properties of Materials., • 3–5 recent representative publications in your target subfield, with arXiv or DOI references., • Prior experience supervising PhD students or postdocs, or equivalent leadership in industry research settings., • Proficiency with LaTeX, SymPy, Python, and Jupyter (please indicate any gaps in experience with these tools)., • Exceptional written communication skills, with the ability to articulate nuanced and well-reasoned judgments.

$80 - $150/hourpayPhysics MasteryWritten Technical CommunicationCritical Evaluation & Error DetectionCalibrated Technical JudgmentVerification & Cross-Checking Fluencymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Physics Expert (Postdoc / Junior professor) Role Type: Contractor Location: Remote (US, Canada, UK focused) micro1 is engaging Physics Experts (Postdoc / Junior professor) to participate in a high-impact project supporting a customer in the science and technology sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Critically evaluate and review physics solutions, mathematical derivations, and theoretical arguments generated by researchers or AI platforms., • Detect errors, unjustified steps, missing assumptions, dimensional inconsistencies, and weaknesses in logic or methodology., • Delineate between substantive scientific issues and stylistic or cosmetic matters, providing technically precise written feedback., • Articulate and document the reasoning behind any identified flaws, ensuring actionable guidance for improvement., • Recognize when correct reasoning can be optimized, and offer suggestions to sharpen or clarify the argument., • Utilize LaTeX, SymPy, Python, and Jupyter to independently verify or counter-check scientific claims as appropriate., • Deliver structured feedback designed to support iterative enhancement of submitted work and project outcomes. Preferred Qualifications • PhD in physics and an active record of independent research within a specialized subfield (e.g., High Energy/Mathematical Physics, Biophysics/Statistical Physics, Condensed Matter, AMO/Quantum Optics, Gravitation/Cosmology, Quantum Information, or Optical Materials)., • Experience as a postdoctoral researcher, research fellow, junior/assistant professor, or senior research scientist., • Recent (last ~5 years) representative publications in the relevant subfield, with arXiv or DOI links., • Advanced proficiency with LaTeX, SymPy, Python, and Jupyter for theoretical modeling and computational validation., • Demonstrated skill in reviewing the work of others—through peer review, supervision, dissertation committees, or group seminars., • Exceptional written communication skills with the ability to convey nuanced, constructive feedback with technical rigor., • Reliable access to high-speed internet and a computer suitable for rigorous technical work.

$50 - $90/hourpayCyber SecurityExploit ChainsCloud/AppsecMalware/Social Engineering Boundariesmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Red Team Lead (Offensive Cybersecurity) Role Type: Contractor Location: Remote micro1 is engaging Red Team Leads (Offensive Cybersecurity) to contribute expertise to a customer's critical cybersecurity project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work • Develop comprehensive taxonomies for cyber-capability tasks and attack stages relevant to modern threat landscapes., • Design and validate evaluation frameworks for offensive security, focusing on real-world scenarios involving exploit chains, malware, cloud/appsec, and social engineering., • Create safe and effective proxy tasks to simulate advanced attack vectors while maintaining strict boundaries and ethical controls., • Formulate robust scoring rubrics to assess attack sophistication, coverage, and impact across diverse domains., • Review, critique, and enhance benchmarks for red team operations to ensure alignment with evolving security risks and best practices., • Produce clear, well-documented methodologies and technical write-ups, communicating complex security concepts to both technical and non-technical audiences., • Collaborate asynchronously with project stakeholders to iterate on frameworks and incorporate feedback into deliverables. Preferred Qualifications • 5+ years of hands-on experience in offensive cybersecurity, red teaming, exploit development, or vulnerability research (8–20 years preferred for senior contributors)., • Track record as a principal security engineer, exploit developer, cloud red-team lead, malware reverse-engineer, or security researcher specializing in attack chains or social engineering., • Deep expertise in cyber attack methodologies, exploit chains, and cloud/application security assessments., • Strong background in malware analysis, reverse engineering, and/or social engineering tactics and defenses., • Demonstrated ability to produce clear, actionable written and verbal communication for a variety of audiences., • Advanced degree, relevant professional security certifications, or equivalent operational experience highly valued., • Experience building benchmarking or evaluation frameworks in cybersecurity is a plus.

$80 - $110/hourpayfinancial planninginvestment managementretirement planningtax-aware strategiesclient relationship managementcommunicationregulatory compliancehigh-net-worth client advisingjudgment and decision-makingcertified financial planner (cfp)Certified Financial Advisor (CFA)micro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Personal Financial Advisor (Private Wealth) Job Type: Contractor - US ONLY 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: • Deliver personalized, actionable financial guidance spanning budgeting, investment planning, retirement strategies, and debt management., • Review and assess realistic client scenarios to inform the development of advanced AI-assisted financial planning tools., • Provide clear, structured written feedback to help enhance AI systems’ ability to support advisors and end clients with diverse financial needs., • Communicate complex financial concepts in a client-centric, easily understandable way., • Utilize strong judgment to balance immediate financial needs with long-term planning considerations., • Ensure all guidance reflects up-to-date regulatory compliance and best practices in private wealth management., • Act as a subject matter expert to ensure AI outputs reflect high-quality, thoughtful advice aligned with industry standards. Required Skills and Qualifications: • 3+ years of hands-on experience in personal financial advisory or private wealth management, advising individual clients., • Proven ability to build trust and rapport with high-net-worth or mass affluent clients., • Deep knowledge of financial planning, investment management, retirement planning (401k, IRA, etc.), and debt management., • Solid grasp of tax-aware strategies and regulatory frameworks relevant to personal finance., • Excellent written and verbal communication skills, with an ability to translate complex advice into clear, actionable steps., • Exceptional judgment and decision-making capability in high-impact client scenarios., • CFP, CFA, or equivalent credential required. Preferred Qualifications: • Direct experience at leading financial institutions such as Schwab, J.P. Morgan, Morgan Stanley, Bank of America Merrill Lynch, or Chase Private Banking., • Exposure to AI-assisted financial planning tools or processes (helpful but not required)., • Track record of delivering high-quality advice that balances both technical accuracy and client-centric clarity. Join our customer’s team and leverage your expertise to help design the next generation of AI-assisted financial advisory solutions. This high-bar role offers you the chance to impact how tomorrow’s advisors and clients will make better financial decisions—through your expert input, judgment, and real-world experience.

$20 - $75/hourpayJavaScriptTypescriptJAVAC#C++GoLangRubymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Software Engineering Job Type: Contractor (10-15 hours per week) Location: Remote Job Summary: We are looking for experienced software engineers to help train and evaluate next-generation AI systems through real-world software engineering tasks. This role is best suited for developers who can reason through unfamiliar codebases, explain engineering decisions clearly, and solve practical backend, full-stack, systems, or infrastructure-related problems. On this project, you will be creating Reinforcement Learning Environments which test an AI model's ability to find and patch security vulnerabilities in code. Your task will be to create a reproducible RL env in which a known CVE is present/injected in the repository and must be fixed by the model. Required Skills and Qualifications: • 3+ years of hands-on software engineering experience., • Strong experience in at least one backend or full-stack engineering environment, such as Python, JavaScript/TypeScript, , Java, C++, Go or Rust, • A Cybersecurity/SecOps background or exposure is highly preferred, • Strong understanding of software engineering fundamentals, including debugging, testing, code quality, architecture, and technical tradeoffs., • Ability to explain complex engineering decisions clearly and objectively., • Comfortable reading and reasoning through unfamiliar code or technical requirements 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.

$45 - $65/hourpaymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Consultant Expert Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: • Leverage your specialized industry knowledge to provide critical input and feedback for AI system training and evaluation., • Review, edit, and generate written materials in Word and PDF formats, ensuring content aligns with professional standards in your field (legal, government communications, healthcare, etc.)., • Assess the accuracy, clarity, and relevance of technical or domain-specific documents utilized by AI models., • Collaborate with a dynamic remote team to improve model performance and reliability through hands-on assessments., • Communicate findings and recommendations clearly and professionally, both in written reports and verbal discussions., • Stay current with trends and best practices within your domain to ensure AI learning remains relevant and up-to-date. Required Skills and Qualifications: • Exceptional written and verbal communication skills, with a proven ability to articulate complex concepts clearly., • Expertise in a specialized field where professional writing and document review are core components (e.g., legal, government, healthcare)., • Experience working with Word and PDF formats for professional documentation., • Minimum 3 years of relevant industry or domain experience., • Master’s, PhD, or JD from a recognized university, or equivalent practical expertise., • Experience working within Fortune 500 companies or other highly recognizable brands., • Strong attention to detail and analytical abilities. Preferred Qualifications: • Track record of producing or reviewing regulatory, policy, or compliance documents., • Experience with cross-functional or cross-disciplinary project teams in a remote environment., • Published papers, thought leadership, or formal recognition within your area of expertise.

$50 - $120/hourpayGodotGame Developmentmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Godot Game Engine Expert Job Type: Contract Location: Remote Job Summary Join our customer's team as a Godot Game Engine expert, where you will have the opportunity to work on cutting-edge interactive experiences in a dynamic and collaborative environment. You will leverage your deep knowledge of Godot to drive the technical direction of game projects, ensuring robust architecture and seamless gameplay. This position is ideal for professionals passionate about creating high-quality games and excelling in both communication and technical domains. Key Responsibilities • Design, implement, and optimize gameplay systems and features using the Godot Game Engine., • Collaborate closely with designers, artists, and other developers to deliver polished and engaging player experiences., • Architect and maintain clean, scalable, and well-documented codebases., • Troubleshoot and resolve complex technical issues throughout the development lifecycle., • Contribute to the evaluation and selection of technical solutions and tools related to the Godot ecosystem., • Mentor and support team members in best practices, Godot workflows, and robust coding standards., • Participate actively in sprint planning, code reviews, and quality assurance processes. Required Skills and Qualifications • Deep expertise with the Godot Game Engine (GDScript, C#, or VisualScript)., • Proven track record of shipping commercial or high-quality independent titles using Godot., • Strong understanding of 2D/3D game development pipelines, asset integration, and performance optimization., • Ability to communicate complex technical concepts clearly in both written and verbal form., • Experience collaborating in a remote, distributed team environment., • Solid problem-solving abilities and passion for learning new technologies., • Demonstrated ability to produce clean, maintainable, and efficient code. Preferred Qualifications • Experience contributing to open-source Godot projects or plugins., • Background in gameplay, UI/UX, or multiplayer networking systems., • Exposure to agile development methodologies and tools.

$40 - $110/hourpayCommercial ContractsContract RedliningEmployment LawStructured FinancePriavte EquityMergers and AcquisitionsSaaS MSARegulatory ComplianceData Privacymicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Legal Expert Job Type: Contract (Part-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: • Review, analyze, and redline commercial contracts to ensure accuracy and compliance with relevant laws and business objectives., • Provide expert input on matters relating to employment law, structured finance, private equity, and mergers and acquisitions., • Evaluate and advise on SaaS Master Service Agreements (MSAs) to identify areas of risk and recommend improvements., • Interpret complex regulatory requirements and shape guidelines for compliance within evolving legal landscapes., • Assess data privacy policies and practices in accordance with international standards and regulations., • Collaborate closely with multidisciplinary teams to clarify legal concepts and deliver clear, actionable written feedback., • Contribute high-quality insights that enhance the effectiveness of AI models in understanding legal documents and scenarios. Required Skills and Qualifications: • Active Bar membership and in good standing., • Minimum of 3 years of experience practicing law, with a demonstrable track record in commercial contracts, employment law, and structured finance., • Deep knowledge of private equity, mergers and acquisitions, and regulatory compliance., • Proficiency in contract redlining and negotiation, with attention to detail and accuracy., • Hands-on experience reviewing and advising on SaaS MSAs and data privacy matters., • Exceptional written and verbal communication skills, with the ability to distill complex legal concepts for diverse audiences., • Strong analytical and problem-solving skills, demonstrating sound legal judgment. Preferred Qualifications: • Experience working with or advising technology-driven organizations., • Familiarity with international regulatory frameworks and multi-jurisdictional transactions., • Previous involvement in AI, legal technology, or knowledge transfer initiatives.

Core team$110K - $150K/yr compensationAccountingGAAPGeneral Ledgermicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Senior Accountant Job Type: Full-time Location: Remote Job Summary: We are seeking a Senior Accountant to own our general ledger and month-end close processes. You will be part of our financial reporting function — ensuring books are accurate, close timelines are met, and the integrity of our financial data supports confident decision-making at every level of the organization. Key Responsibilities: • Own the end-to-end month-end close process, including preparation and posting of journal entries, accruals, and adjustments, • Maintain and reconcile the general ledger, investigating and resolving discrepancies promptly, • Prepare monthly, quarterly, and annual financial statements in accordance with GAAP, • Perform balance sheet reconciliations and ensure all accounts are substantiated and documented, • Support external audits by preparing schedules, documentation, and reconciliations, • Identify and implement improvements to the close process to reduce cycle time and increase accuracy, • Partner with leadership to ensure financial data is audit-ready and decision-ready at all times, • Maintain and strengthen internal controls around the close and reporting cycle Required Skills and Qualifications: • Bachelor’s degree in Accounting or Finance; CPA or CA preferred, • 3-5 years of accounting experience with a clear focus on G/L and month-end close, • Hands-on experience with ERP/accounting system, • Strong command of Google Sheets and Excel, • Deep knowledge of GAAP, account reconciliation, and financial statement preparation, • Strong attention to detail with the ability to manage tight close deadlines without sacrificing accuracy, • Excellent written and verbal communication skills in English, • Comfortable working independently in a fully remote, fast-paced startup environment Preferred Qualifications: • CPA license, or progress toward professional certification, • Exposure to AI tools or automated accounting workflows Compensation & Benefits Notice The national pay range for this full-time position is base salary of $90,000 –$120,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

$50 - $90/hourpayChild SafetyCSAM-adjacent PolicyTeen SafetyCrisis-careMental-healthmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Role Title: Child & Online Safety Expert Role Type: Contractor Location: Remote micro1 is engaging Child & Online Safety Experts to contribute to a high-impact customer project focused on online safety and mental-health support for young people. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on developing a robust mental-health safety evaluation framework for vulnerable youth online, leveraging your deep knowledge of crisis-care and digital risk assessment. Scope of Work • Develop comprehensive taxonomies related to self-harm, suicide prevention, eating disorders, and emotional dependency in digital contexts., • Establish best-practice standards for digital support and clinical safety regarding youth and adolescent mental health., • Create detection frameworks to identify, flag, and evaluate potentially harmful online content and advice related to mental-health crises for minors., • Design and refine clinical response rubrics and escalation protocols for at-risk individuals in digital environments., • Collaborate with project leads to ensure that all evaluation benchmarks and guidelines are grounded in current research and clinical best practices., • Offer insights on CSAM-adjacent policy and online exploitation dynamics, enhancing digital child safety protocols., • Deliver clear, actionable written and verbal feedback that shapes the ongoing development of AI safety tools and frameworks. Preferred Qualifications • Licensed therapist, psychiatrist, clinician, or mental-health professional with direct crisis-care experience., • 5+ years of focused work in adolescent mental health, suicide prevention, eating-disorder intervention, or related fields; 8–20 years welcomed for senior contributors., • Demonstrated expertise in clinical risk assessment and intervention in digital or online settings., • Advanced degree, specialized certification, or equivalent operational experience in mental-health or child safety domains., • Experience evaluating or implementing CSAM-adjacent policies, or working within child online exploitation prevention initiatives., • Strong written and verbal communication skills, with the ability to distill complex information for diverse audiences., • High credibility and a recognized track record of impact in clinical, crisis-response, or safety evaluation communities.

statistics & Mathematicsdata handlingdata collectingdata analysis and modelingdata visualizationdata clesningprogrammingmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Data Scientist Job Type: Contractor Location: Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: • Collect, clean, and preprocess diverse data sets to ensure integrity and readiness for analysis., • Develop, validate, and implement statistical models to extract actionable insights from complex data., • Conduct exploratory data analysis to identify trends, patterns, and opportunities for business improvement., • Present findings and recommendations through compelling data visualizations and reports, tailored for technical and non-technical stakeholders., • Collaborate closely with team members to design and execute end-to-end data projects, from ideation to delivery., • Continuously improve analytical methodologies and automation processes to enhance data workflows., • Communicate effectively in both written and verbal formats, ensuring clarity and impact of data-driven recommendations. Required Skills and Qualifications: • Expertise in statistics, mathematics, and data analysis techniques., • Proven experience in collecting, handling, and cleaning large, complex data sets., • Proficiency in programming languages such as Python, R, or similar for data manipulation and modeling., • Strong data modeling skills with experience in building and validating predictive models., • Advanced ability to visualize data using tools like Tableau, Power BI, or related libraries., • Meticulous attention to detail and commitment to data quality at every stage., • Excellent written and verbal communication skills, with an emphasis on clarity and precision. Preferred Qualifications: • Experience working in a remote, cross-functional, or customer-focused team environment., • Background in developing and deploying machine learning solutions in production settings.

biological data analysisscientific reading comprehensionassessment and question creationwritten and verbal communicationremote team collaborationmicro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Biology Expert Job Type: Contractor Location: Remote Rate: 20$-50$ per task 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: • Analyze technical documents and extract key information relevant to your domain expertise, • Generate, review, and refine questions and solutions based on real-world mechanical engineering scenarios, • Collaborate with multidisciplinary teams to ensure accuracy and depth of data and analysis, • Provide detailed written and verbal feedback on document clarity, technical accuracy, and effectiveness, • Apply advanced subject matter knowledge to evaluate and solve complex engineering problems, • Work independently, managing your time to deliver high-quality outputs with minimal supervision, • Contribute to the continuous improvement of data quality and project processes Required Skills and Qualifications: • 2-6 years of professional or academic experience in mechanical engineering or a closely related field (lab, workplace, or academia), • Strong reading comprehension skills, with proven ability to analyze and interpret technical documents, • Exceptional English communication skills, both written and verbal, • Demonstrated experience in creating or evaluating technical content, such as reports, studies, or problem sets, • Ability to work independently and efficiently, with excellent self-management, • High attention to detail and commitment to data accuracy, • Experience interfacing with technical documentation and performing analytical tasks Preferred Qualifications: • Advanced degree (Master’s or PhD) in Mechanical Engineering, Chemistry, Physics, or Biology, • Previous experience contributing to interdisciplinary or research-driven projects, • Familiarity with data-driven analysis or training data preparation 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: • Analyze, review, and interpret complex biological documents, research papers, and data sets to create high-quality assessment content., • Formulate and vet biology-related questions focused on data retrieval, computation, and critical analysis., • Deliver clear explanations and detailed feedback to enhance AI model understanding., • Collaborate with a remote, interdisciplinary team to ensure ongoing content accuracy and quality., • Contribute domain-specific expertise to support the continuous improvement of AI systems., • Work independently to meet deadlines and achieve high productivity with minimal supervision., • Uphold rigorous standards for written and verbal communication in English. Required Skills and Qualifications: • Minimum 2 years of professional experience in biology, either in academia, laboratory settings, or relevant industry roles., • Demonstrated ability to analyze and synthesize complex biological information from diverse sources., • Strong written and verbal English communication, with an emphasis on clarity and detail., • Excellent reading comprehension, particularly in interpreting research and technical documents., • Experience creating or reviewing problem sets, assessments, or scientific analyses., • Ability to work autonomously and efficiently in a remote environment., • High attention to detail and commitment to quality. Preferred Qualifications: • Advanced degree (Master’s or PhD) in Biology or closely related field., • Experience collaborating with multidisciplinary teams or involvement in cross-functional projects., • Familiarity with computational biology or data analysis tools.

Sr. Project Architect- Data Center (Remote) This range is provided by Jobot. Your actual pay will be based on your skills and experience — talk with your recruiter to learn more. Base pay range $90,000.00/yr - $140,000.00/yr Job details This Jobot Job is hosted by George Yenque. Are you a fit? Easy Apply now by clicking the "Easy Apply" button and sending us your resume. A Bit About Us We're a full-service Architecture/Engineering firm with multiple offices. Why join us? Superior Benefit Packages for the whole family and of course the pets too! Generous 401(K) company match. Generous PTO. Casual “uncorporate” working environment. Employee Entertainment Benefits Discount Program. License renewals 100% paid by company. Professional membership renewals 100% paid by company. Continuing education lunch-n-learns, and industry convention attendance encouraged! Sign on bonus. Relocation available. Tuition Reimbursement Program. Company sponsored charity events to participate in! Job Details Description We are seeking a talented Data Center Architect with a strong focus on data center design and management providing strategic technical guidance. This role is ideal for a professional ready to leverage their expertise in creating detailed architectural plans and ensuring seamless project execution. Key Responsibilities Architectural Design: Lead the design of data center projects, creating detailed architectural plans that meet client specifications and industry standards. Provide technical expertise and recommendations on data center infrastructure, encompassing power systems, cooling solutions, network architecture, and security practices. Documentation: Oversee the comprehensive project documentation process, from drawings and specifications to contracts, and manage construction administration to uphold quality and alignment with design intent. Cross-Disciplinary Coordination: Collaborate with engineering, construction, and IT teams to integrate architectural designs with mechanical, electrical, and plumbing (MEP) systems. Project Management: Support project managers in overseeing the design phase, ensuring all documentation is accurate, complete, and delivered on time. Quality Assurance: Conduct thorough reviews of design documents to ensure compliance with regulatory requirements and best practices. Stakeholder Communication: Liaise with clients, contractors, and other stakeholders to gather requirements, provide updates, and address any design-related issues. Required Knowledge And Skills Architectural Expertise: Strong background in architectural design, with experience in the AEC industry and a deep understanding of data center requirements. Technical Proficiency: Proficient in using design software such as AutoCAD, Revit, and BIM tools. Coordination Skills: Ability to work closely with engineering and construction teams. Attention to Detail: Exceptional attention to detail in creating and reviewing design documents. Communication Skills: Excellent verbal and written communication skills. Problem-Solving: Strong analytical and problem-solving skills. Recommended Experience and Education Education: A Bachelor’s degree in Architecture, Engineering, or a related field is required. Industry Experience: A minimum of 7-10 years of experience in architectural design, with at least 3-5 years specifically focused on data center projects. Professional Licensure: Licensure as a Registered Architect (RA) or Professional Engineer (PE) is preferred. Project Experience: Proven track record of successfully managing complicated, mission-critical data center projects. Jobot is an Equal Opportunity Employer. We provide an inclusive work environment that celebrates diversity. #J-18808-Ljbffr

A logistics recruitment firm is seeking an Entry-Level & Experienced Truck Driver Recruiter to work independently in a remote, 1099 contractor role. The position involves sourcing and communicating with CDL driver applicants and managing follow-ups and placement records. Compensation is performance-based, with typical weekly earnings between $800 and $1,500+. Ideal candidates should possess strong communication and organizational skills, and prior recruiting experience is preferred. #J-18808-Ljbffr

Junior Electronic Engineer (Qucs-S) $50 - $120/hour pay Required Skills Qucs-S About micro1 micro1 is the leading AI data lab for training frontier models and evaluating AI agents. Experts contribute their diverse subject matter knowledge across domains such as finance, healthcare, STEM engineering, and more. micro1 transforms that real-world expertise into high-quality training data, evaluations, and feedback loops that improve how AI systems learn, reason, and perform. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality expert contributions at scale. We aim to enable 1 billion people to do meaningful work by applying their expertise to AI. As our global expert network grows, micro1 is building the human intelligence layer for frontier AI. Job Title: Electronic Engineer (Qucs-S expert) Job Type: Contract Location: Remote Job Summary: Join our customer's dynamic team as an Electronic Engineer specializing in Qucs-S. In this role, you will drive circuit simulation and design innovation, leveraging your deep expertise in Qucs-S to deliver complex electronic solutions. We value strong written and verbal communication skills in our collaborative, remote-first work environment. Key Responsibilities: • Design, simulate, and validate electronic circuits and systems using Qucs-S., • Develop detailed technical documentation and present findings to both technical and non-technical stakeholders., • Collaborate with cross-functional teams to translate project requirements into robust electronic solutions., • Optimize circuit designs for performance, reliability, and manufacturability., • Troubleshoot, analyze, and resolve issues arising during simulation or prototyping phases., • Stay current with Qucs-S updates, integrating the latest features and best practices into projects., • Mentor team members on Qucs-S best practices and advanced simulation techniques. Required Skills and Qualifications: • Proven expertise with Qucs-S for electronic circuit simulation and analysis., • Bachelor's or Master's degree in Electronic Engineering or a related field., • Demonstrated experience in electronic circuit design, testing, and optimization., • Exceptional written and verbal communication skills, with attention to clarity and detail., • Strong problem-solving abilities and a proactive approach to technical challenges., • Ability to work independently in a remote setting and collaborate effectively with distributed teams., • Experience creating comprehensive technical documentation. Preferred Qualifications: • Experience integrating Qucs-S with other EDA tools or custom workflows., • Background in analog, digital, or mixed-signal circuit design., • Contributions to open-source Qucs-S projects or community forums.