What context helps AI connect different stages of software development?
Provide the current product goals, approved scope, architecture notes, API contracts, and acceptance criteria. Keep them consistent so suggestions made during implementation reflect decisions made during planning.
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Compare concrete outcomes such as time to resolve a reproducible defect, review findings addressed, and workflows successfully tested. More generated code alone does not demonstrate better product quality.
The person responsible for that area should evaluate the suggestion against its requirements and evidence. Product, design, engineering, and operational decisions may need different reviewers.
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