Getting code from Claude Code is not the end of the task; proving that it matches the specification is the final step. Compare the implementation with every acceptance criterion instead of checking only whether the application appears to work. Review the Git diff and look for unrelated edits, unnecessary refactoring, new dependencies, and changes outside the requested scope. Run automated tests and, when useful, perform a manual check of the user-visible behavior. Ask Claude Code to perform a final requirements review and produce a checklist showing which requirements are satisfied. If anything is missing, create a small follow-up task rather than asking for a vague “fix everything.” This review process is what turns fast AI-generated implementation into predictable engineering work. The closer your specification, constraints, tests, and review process are aligned, the more likely Claude Code is to produce exactly the result you expected.

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