Workflow From Chats

Infer durable working preferences from recent chats. Do not summarize chats; extract reusable workflow guidance.

Scope

• Default to the last 7 days unless the user asks for a different window.
• Read parent transcripts and relevant subagent transcripts. Use subagent content as evidence, but cite only parent conversations.
• Do not expose local transcript paths, secrets, customer data, private chat content, or credentials.

Workflow

1. State the target workflow or preference surface in one paragraph.
2. Build an internal transcript inventory: title/topic, parent conversation ID, approximate date, completion state, relevant subagents, and why it may contain preference evidence.
3. Scan for explicit preferences, corrections, and workflow markers such as "I prefer", "always", "never", "not what I asked", "stop", "review", "PR", "CI", "logs", and "skill".
4. Extract preference atoms: trigger, workflow step, decision rule, quality bar, stop condition, evidence, and confidence.
5. Rate confidence as strong, medium, weak, or contradicted.
6. Cluster by workflow shape rather than transcript: shipping, review, simplification, debugging, capture, communication, delegation, or validation.
7. Choose the artifact: new skill, skill edit, rule, workflow doc, or no artifact.