Let Claude Code improve its own bug-fix instructions

AICodeKing runs AutoResearch with Claude Code: a frozen evaluator and three Python bug tasks score each change to a bug-fix skill, keeping only edits that solve more, then checks on held-out tasks.

AICodeKing · YouTube · published Oct 11, 2026 · Software & DevOps

Let Claude Code improve its own bug-fix instructions — video by AICodeKing▶ Watch on YouTube
Prompt
/autoresearch Improve [bug-fix skill file]. Change one thing per iteration, run the frozen evaluator on [tasks folder], keep the change only if the score rises. Stop after [3] iterations or $[budget].

How to try it

  1. Open Claude Code.
  2. Copy the prompt and fill in the [placeholders].
  3. Watch AICodeKing's video for the full walkthrough and setup.

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