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Self-improvement loop

Monitor weak queries and failed work, classify the root cause, and patch the system before the same failure repeats.

PatternObserve → Classify → Patch
CadenceDaily
OutputSystem improvement

Operating agenda

  • Classify failures by missing tool, data, skill, prompt, product ambiguity, code gap, or external blocker.
  • Recommend exact patches: docs, scripts, data views, tests, prompts, or product changes.
  • Keep improvements low-risk unless founder approval is needed.