Messy process notes, stakeholder complaints, recent examples, and the current manual handoff.
Workflow
Choose the first workflow worth automating
Find the narrow repeatable pain before you build the agent.
Source: skills/shape/SKILL.md
Pick the workflow with repeated demand, visible friction, and a clear success oracle.
Candidate workflow, non-goals, owner, acceptance proof, and failure/escalation conditions.
If no repeated pain or proof exists, keep researching instead of automating a demo-shaped workflow.
What to verify
- The input exists in live repo or operator evidence, not memory.
- The decision is narrow enough to verify with an oracle.
- The evidence path is captured before closeout.