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Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

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atkamel/README.md

Hey, I'm Adam!

currently

  • Software Engineering @ Waterloo
  • co-lead of WorldFold @ Wat.AI: world models + RL for robotic cloth manipulation

past

  • summer 2026: RAG over restructuring documents @ b(x) Theory
  • winter/spring 2026: market-regime detection models @ WatStreet
  • summer 2025: AI agents for construction back office @ Workbench

publications

  • Emergent World Beliefs: do poker transformers form beliefs about hidden state? (NeurIPS 2025 MechInterp Workshop)
  • RSCE: training free context compression via residual stream vectors (ACL KnowFM 2026)

projects

  • launchpilot: multi-agent GTM workflow for technical projects, Won Backboard.io Best Use & SPUR Innovation @ Hack Canada 2026
  • pufferfish: chess engine with NNUE evaluation, ChessHacks 3rd Overall
  • goosemarket: prediction market for UWaterloo with a custom automated market maker

Pinned Loading

  1. poker-interp poker-interp Public

    Experiments for the poker emergent world representations paper

    Python 2

  2. Selyss/pufferfish-chesshacks Selyss/pufferfish-chesshacks Public

    Third place winner in the ChessHacks hackathon

    Python

  3. WorldFold WorldFold Public

    WatAI S26

    Python 4

  4. launchpilot launchpilot Public

    Hack Canada 2026 2x Track Winner

    Python 2

  5. RSCE RSCE Public

    Code for the Residual Stream Context Encoding paper

    Python 1

  6. goosemarket goosemarket Public

    Waterloo-based prediction market

    Python 1