Transcribe real-world Air Traffic Control (ATC) and pilot audio recordings with high accuracy for next-generation aviation AI systems. Label speakers, callsigns, instructions, and responses; correctly capture aviation terminology, abbreviations, and standard ATC phraseology in task-based assignments.
Design, build, and refine MuJoCo simulation environments that train AI systems to perform real-world robotic tasks — from locomotion and dexterous manipulation to multi-agent coordination. Work includes wrangling MJCF files, tuning reward functions, and debugging contact dynamics for reinforcement learning pipelines.
Design and implement coding benchmarks used to evaluate frontier AI models across real-world programming tasks. Build and maintain scalable data pipelines for AI evaluation workflows, analyze AI-generated code for correctness and edge-case failures, and create structured evaluation scenarios that rigorously test reasoning, debugging, and code quality across large multi-language codebases.
Review AI-generated accounting and finance responses as a Subject Matter Expert, evaluating bookkeeping logic, journal entries, accruals, reconciliations, financial statement presentation, and controls. Fact-check technical accounting claims and write model solutions demonstrating correct methods.
Review AI-generated financial analysis as a Subject Matter Expert, evaluating financial modeling logic, assumptions, unit economics, valuation reasoning, forecasting, and metric interpretation. Fact-check finance concepts and calculations; write model solutions demonstrating correct analytical methods.
Review AI-generated marketing and content-writing outputs as a Subject Matter Expert, evaluating intent alignment, tone, brand fit, messaging, and audience targeting. Identify issues in logic, compliance risk, structure, and style; write model copy demonstrating strong copywriting technique.
Review AI-generated investment and banking outputs as a Subject Matter Expert, evaluating valuation logic (DCF/comps/precedents), deal structuring, capital markets concepts, accounting linkages, and risk analysis. Provide precise written feedback, fact-check financial claims, and write model solutions demonstrating correct methods.
Create and review graphic design assets using Adobe Illustrator, Photoshop, and PowerPoint to train AI on visual design workflows.
Apply finance domain knowledge to evaluate and improve AI outputs on financial analysis, modeling, and decision-making tasks.
Use marketing expertise and data synthesis skills to evaluate and improve AI outputs on marketing strategy and communication.
Apply sales operations and process improvement expertise to evaluate AI outputs on sales workflows and critical thinking tasks.
Apply multi-domain engineering expertise to evaluate and improve AI outputs across engineering disciplines and technical communication.
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