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---
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
1. Confirm the decision or outcome this work must support, its scope, owner, constraints, and definition of success.
2. 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.
3. Capture evidence with context, cluster by workflow and severity, distinguish education gaps from product defects, and route findings with representative examples.
4. Exercise realistic edge, failure, transition, or exception cases that could invalidate the result; record unresolved uncertainty explicitly.
5. Validate the output against the original outcome and any neighboring professional contracts so this skill does not silently absorb another specialist's authority.
6. 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.
