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The Knowledge Extractor skill transforms ephemeral coding sessions into a persistent knowledge base by automatically analyzing conversations for root causes, reusable patterns, and automation opportunities. By documenting discoveries in a structured format and suggesting updates to local pattern documentation, it ensures that hard-won technical insights are never lost, preventing the repetition of past mistakes and identifying exactly when manual workflows should be evolved into specialized AI agents.