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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
telemetry promotion score log prompt tool record skill

## 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...