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An improvement is a measured change to a skill. A proposal is the reviewable record that connects the problem, evidence, candidate diff, validation result, and recovery path.

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The safe loop

  1. Identify a specific problem supported by evidence.
  2. Select the smallest relevant skill surface.
  3. Generate or author a candidate without changing the accepted version.
  4. Compare both versions under equivalent conditions.
  5. Ask a human to approve consequential writes or publication.
  6. Observe the accepted version and recover if it regresses.
Terms such as evolve, search, replay, and orchestrate describe implementation paths inside this loop. You do not need to choose among them for ordinary use; state the desired outcome and let the version-matched agent skill route it. See Improve a skill to run the workflow.