#reward-hacking_

Writing

Coding agents that say "done" when they aren't: what catches itHow often Claude Code, Codex and other coding agents claim work is done or verified when it isn't, and why they game tests. What catches it, from evidence requests and stop hooks to protected tests, confirmation gates, short sessions, reviewer agents and CI, with every claim graded by its evidence.Article27 October 2026