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The Knowledge Extractor skill transforms ephemeral coding sessions into persistent organizational intelligence. By analyzing conversations, debugging history, and failed attempts, it identifies root causes, reusable patterns, and automation opportunities. The skill integrates with memory backends like Kuzu to store discoveries and suggests updates to local documentation, ensuring that hard-won technical insights are preserved for future use. This prevents the repetition of past mistakes and helps streamline the development process by recommending when to create specialized coding agents for repeated workflows.
