When your coding agent repeats a mistake, move the lesson out of chat.
Turn repeated corrections into rules, hooks, skills, and an independent review loop that improves the next session.
Aug 3, 202610 min read188

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Articles tagged with #llm
Turn repeated corrections into rules, hooks, skills, and an independent review loop that improves the next session.

Mindrealm caught the second one too. 19 of the 21 findings in a feature the agents wrote were real.

Claude Code marked the goal achieved and tried to stop. Mindrealm's stop hook wouldn't let it because 17 code review findings were still open.

If a completion gate reads a number the agent can change, the agent can pass it by changing the number, and probably will.

More than 6,000 documented agent failures from building one product, the six that keep coming back, and what actually catches them
