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Turn Every Agent Correction into a System Improvement

A correction that lives only in chat fixes one run. A correction promoted into a test, boundary, example, or tool improves every later run.

On the Agent-Assisted Engineering skill path

Learn + BuildPython (stdlib) 1 h Paid plans
Learn this with Professor KatalockOpens in KatalockAi chat: your AI engineering mentor teaches this lesson step by step, checks your understanding and reviews your code.