r/ClaudeAI post (53 score, 45 comments) documents a self-improvement loop: collect agent execution traces, identify recurring failure patterns empirically, then hand-rewrite system prompts based on evidence rather than intuition. The author explicitly rewrote everything by hand — no AI generation — and attributes the 34.2% accuracy gain to removing the abstraction layer between observation and prompt revision.