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ayim/README.md

Hey, I'm Aaron πŸ‘‹

Currently located in NYC, I'm most excited about translating frontier research into experiences users love.

  • At Microsoft, I shipped IntelliCode, the first AI autocomplete from 0 β†’ 3M+ users; along the way, shipping the grey-text / inline diff UX now used by Cursor and Antigravity.
  • I later worked on GitHub Copilot in Visual Studio - leading Edits Mode, Agent Mode, and planning features and along the way, solving LLM code-mapping and building framework specific evals.
  • Now I'm a Senior PM at Sema4.ai, building a finance agent platform adopted by Koch Industries and Fortune 500 companies.

What I'm working on

  • AI Agents for finance where code interpreters, documents, and files are first-class primitives.
  • Skill-level RL β€” Improve agent skills (classifiers, extractors, tool use) and their selection based on production outcomes.
  • Evaluation frameworks for consistency (pass^k), not just accuracy (pass@k) β€” getting us toward deterministic execution.

Publications & Patents

Talks

Year Event Topic
2025 Microsoft Build Copilot features in Visual Studio
2024 Microsoft Teams AI Meetup NYC Shipping AI under uncertainty & weak feedback signals
2022 Microsoft MVP Global Summit Future of IntelliCode: merge conflicts, PR memories
2021 Product Camp Vancouver Research-driven AI: eye tracking, stratified sampling, daily iteration
2021 DevIntersection Las Vegas IntelliCode: intent detection, repeated edits, whole-line autocomplete

Judging

Year Event Co-judges
2026 Cornell Healthtech Hackathon TBD
2025 Cornell AI Hackathon Sean Cleveland, Director of Cyberinfrastructure @ University of Hawaii
Alwyn Collinson, Head of AI & ML Competency Centre @ University of Oxford

How to reach me

aaronchyim@gmail.com or on LinkedIn

Beyond the code

🚴 Cycling Β· πŸƒ Running Β· 🎿 Skiing Β· πŸŽ›οΈ DJing

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  1. taubench-modern taubench-modern Public

    Forked from sierra-research/tau2-bench

    Added OpenAI Responses and Anthropic thinking support + token counts

    Python