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This remote contract suits PhD chemists who can explain advanced chemistry with precision. The work includes producing accurate, fully reasoned answers, checking chemistry questions and solutions for scientific completeness, and creating benchmark responses for future model outputs. Candidates should be…
Punjabi language specialists will transcribe audio and video, identify speakers, add required metadata, and edit existing transcripts for consistency. The project also calls for cultural and contextual judgment when recordings are ambiguous. It is aimed at native or near-native Punjabi…
Competitive programmers will solve self-contained coding, logic, debugging, and technical-reasoning challenges that test advanced models. Each task requires turning an unfamiliar problem into an implementable solution, choosing suitable algorithms and data structures, and checking constraints, complexity, edge cases, and correctness.…
This remote language-evaluation role focuses on Bengali speech rather than transcription alone. Contributors listen to clips, judge whether the speaker or model sounds native and fluent, assess pronunciation and intonation, and explain each decision in clear English. Native-level spoken and…
Data analysts will investigate large datasets, surface useful patterns, and turn findings into reports and visualizations for stakeholders. The role combines advanced PL/SQL work with Python automation, cleaning, and statistical analysis, while also requiring documentation of methods and data-quality checks…
Physics PhDs will evaluate scientific data and scenarios, create and refine advanced problem sets, and check model outputs for technical accuracy. A major part of the work is translating difficult theoretical or applied physics into explanations that remain rigorous and…
Finance professionals will assess model answers involving valuation, financial modeling, markets, and investment decisions. They will create expert prompts and reference answers based on deal experience, identify weak reasoning or unrealistic assumptions, and give written feedback that can improve model…
Researchers in computer science or computational physics will propose tractable open problems, use advanced models and agents to attempt proofs or simulations, and then verify the results independently. Verification may involve checking proofs, reproducing numerical findings, or applying formal tools…
Experienced business users will design realistic Excel, PowerPoint, and Word assignments drawn from complex workplace scenarios. They will challenge language models with tasks such as financial models, executive presentations, strategic proposals, and data-driven reports, then compare outputs and explain what…
Biology PhDs will review prompts, datasets, explanations, and model outputs for scientific accuracy, relevance, and depth. They will create realistic biological scenarios, refine complex questions, document their reasoning, and help project teams resolve ambiguous or underrepresented subject matter. Candidates need…
Application-security specialists will build small code fixtures containing deliberate vulnerabilities or secure implementations, with particular attention to OWASP risks for LLM-enabled applications. They will create deterministic tests, security manifests, and hidden answer keys so scanners or models can be evaluated…
Video editors will prepare training assets in Adobe Premiere Pro and After Effects by analyzing, annotating, categorizing, editing, and compositing footage. Deliverables must be consistent, clearly documented, and aligned with project specifications so the resulting video data can be used…
FreeCAD specialists will create, edit, and validate parametric mechanical models for an AI dataset. The work covers parts, assemblies, geometric accuracy, engineering documentation, quality review, and revisions as project requirements evolve. Models should reflect real manufacturing practice, including GD&T and…
Tax professionals will translate sales-and-use-tax law into precise evaluation rubrics for AI outputs. They must read statutes at subsection level, identify conditions, thresholds, exceptions, and logical relationships, then score formal translations against independently written criteria. Failed criteria require self-contained test…
Psychologists and psychiatrists will evaluate AI-generated mental-health content for clinical accuracy, relevance, ethics, and cultural fit. The work includes reviewing case studies, assessments, therapeutic conversations, and model responses, identifying bias or unsafe reasoning, and proposing evidence-based improvements. Applicants need a…
AI product evaluators will run models and agents through predefined scenarios, test instruction-following, accuracy, reasoning, and responsiveness, and record anomalies in structured reports. The workflow is operationally intensive: contributors repeat evaluations around usage-limit resets and submit resulting datasets through training…
Mexican Spanish voice actors will record polished speech for AI voice applications, interpreting scripts with natural pacing, emotion, and character variation. The project expects at least 20 hours of recorded work per week and requires contributors to use their best…
Bengali transcription specialists will convert audio and video into accurate text, preserve accents and regional language nuances, and correct machine-generated transcripts. They will also label and annotate the resulting data under project-specific standards, escalating ambiguous passages when necessary. The source…
Mathematics specialists will solve, review, and explain advanced problems across pure and applied mathematics. They will assess model-generated work for rigor and clarity, produce proofs or technical analyses, and create annotated datasets for training and benchmarking. Candidates may hold a…
Aerospace CAD experts will inspect native FreeCAD assemblies and turn their structure into objective, multi-part technical questions with exact answers. Tasks must cover important features, functions, and relationships between components without relying on guesswork. Applicants need a strong aerospace, mechanical-engineering,…
Advanced mathematics contributors will convert difficult quantitative problems into reproducible computational workflows, implement them with Python or similar command-line tools, and validate both numerical results and special cases. Relevant fields include applied mathematics, numerical analysis, optimization, probability, statistics, algebra, geometry,…
Aerodynamics specialists will formulate and validate CFD problems, create geometries and meshes, choose fluid properties and boundary conditions, run command-line solver workflows, and judge whether results are physically and numerically sound. Applicants need graduate training in aerospace or a related…
Applied scientists will design statistical analyses and experiments, build and validate machine-learning models, and transform large datasets with Python and Pandas. They will define evaluation frameworks with stakeholders, document methods and findings, review peer contributions, and deliver reproducible code and…
Native British English speakers will listen to short recordings and judge whether the pronunciation, accent, fluency, tone, and overall speech patterns sound natural. They must identify inconsistencies or non-native elements and explain findings in clear, structured written feedback while following…
Electrical engineers will create technically sound single-answer questions, explanations, and scoring rubrics, then review AI-generated material for both accuracy and educational value. The role covers specialties such as analog and digital circuits, RF, and power electronics with an integrated-circuit focus.…
US registered nurses will review inpatient records such as nursing notes, care plans, orders, labs, progress notes, and discharge summaries, then evaluate model outputs for clinical accuracy and safety. The project needs current bedside judgment across varied inpatient populations rather…
Chemistry experts will inspect technical content for accuracy and completeness, edit experimental write-ups and synthesis reports, explain mechanisms and processes, and fact-check equations, datasets, and procedural steps. The role is open to candidates with a bachelor’s, master’s, or doctorate in…
Quantitative rates researchers will scrutinize AI-generated fixed-income research and trading strategies for methodological and implementation errors. Reviews cover lookahead bias, overfitting, data snooping, transaction costs, carry and roll-down, contract rolls, factor construction, and statistical rigor. Candidates should have built and…
Transactional attorneys will review and redline MSAs, NDAs, DPAs, and related commercial contracts under defined playbooks. They must identify key issues, choose company positions and fallbacks, and explain each revision in clear legal writing. The source requires a JD, active…
Professionals in agriculture, forestry, food science, conservation, or land management will review datasets and scenarios, explain industry practices, and help validate AI outputs against real-world conditions. Work may also cover technical processes, policy guidance, sustainability programs, regulations, and emerging sector…