I had Codex iterate on its own AGENTS.md 8 times and measured each version against real PRs. The best one still regressed on a clean holdout.

Codex optimized its own AGENTS.md against real Stet repo tasks. The best candidate improved the training slice, then regressed enough on a clean holdout that it was not safe to ship.