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AppBot Telemetry and Skill Promotion

Automatically capture user prompts, tool calls, outcome scores, and durable patterns, then route reusable knowledge to the right home: CLAUDE.md, AGENTS.md, or a skill.

user/developer
telemetrypromotionscorelogprompttoolrecordskill

Steps

  1. Start from the user prompt, workspace, and a...
  2. Record every tool call and its result in str...
  3. Score the run after completion; use correctn...
  4. Promote only durable results. Keep raw trace...
  5. If a repeated pattern crosses sessions, writ...
  6. Verify the promoted rule with the narrowest...
  7. For user-facing prose cleanup, draft or poli...