โ† AI library

Editorial recipe โ€” used internally

Ship a focused software change

For teams with a repository and executable acceptance checks.

Stack
Claude Code or Codex โ†’ Ponytail โ†’ Project checks โ†’ Different model reviewer

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Work through it here

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Procedure

  1. State one outcome, repository scope, constraints, and the proof required.
  2. Let the coding harness inspect existing patterns before editing; add Ponytail when bloat is the likely failure.
  3. Run the smallest test that catches the changed behavior, then the real lint and build gates.
  4. Have a different model review the diff and logs against the original acceptance criteria.
  5. Ship only after a fresh runtime proves the user-visible path.

Acceptance artifact

A reviewed diff with test, build, and runtime evidence

Do not use it blindly

Do not grant write or deploy permission to an agent that only needs review access.