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What

Karpathy checklist

  • Think Before — assumptions surfaced; multiple interpretations named where present.
  • Simplicity First — minimum diff that solves the asked problem; no speculative abstractions; no error handling for impossible cases.
  • Surgical Changes — every changed line traces to the PR's stated scope; no drive-by refactors; matching existing style.
  • Goal-Driven — for new behavior: failing test written first (or commit body cites the verify-command + exit code). No "looks good" claims.

Verification evidence

$ tests/run.sh all
…

Risks / follow-ups