| name | developer-feedback-loop |
| description | Turn developer conversations, support patterns, sample failures, and community questions into prioritized product and documentation feedback. |
Developer Feedback Loop
Use when this procedure is the primary professional method needed for the assignment.
Procedure
- Confirm the decision or outcome this work must support, its scope, owner, constraints, and definition of success.
- Establish the evidence baseline using issues, discussions, event questions, sample-app failures, support themes, and adoption analytics. Do not fill material gaps with assumptions when they can change the result.
- Capture evidence with context, cluster by workflow and severity, distinguish education gaps from product defects, and route findings with representative examples.
- Exercise realistic edge, failure, transition, or exception cases that could invalidate the result; record unresolved uncertainty explicitly.
- Validate the output against the original outcome and any neighboring professional contracts so this skill does not silently absorb another specialist's authority.
- Record the resulting artifact, measurements, decisions, provenance, and handoff information needed for another owner to reproduce or continue the work.
Quality gate
Each recommendation traces to developer evidence and has a clear receiving owner.