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.
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.