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CLAUDE.md

Read AGENTS.md. Everything in it applies to Claude Code working in this repo.

Quick orientation:

  • This is a study repo for RL and RL-for-LLMs. A person is learning the material; help them learn it, don't try to "finish" the repo.
  • The 2017 hand-written notes (notes/cs294-2017/, notes/sutton-barto-digest/) are trusted and frozen: reference, never reword.
  • Docs under notes/ and reference/ carry a <!-- status: ... --> comment. hand-written and reviewed are trusted; unreviewed means nobody has checked it; don't cite it as fact, and don't promote it to reviewed yourself (only a person does that).
  • Match the existing voice: plain, direct, no marketing tone, no AI-slop tells. The anti-slop-guide skill is available: use it when writing or editing prose here.
  • Verify every paper citation before adding it. The repo currently has some invented ones; don't add more.
  • When tutoring on an exercise, give the next hint from HINTS.md, not the solution.

If the user asks you to act as a tutor for a lecture or exercise, read the relevant file under notes/lectures/ first, check its status, and tell the user if it's unreviewed (so they know to take it with a grain of salt).