How to Prompt GitHub Copilot and Claude for Function-Level Code That Passes Code Review
AI-generated code that looks correct is not the same as AI-generated code that passes code review. Most AI coding assistants can generate syntactically valid, logically sound functions on demand. The gap between that and code your team will actually ...
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Archit Mittal
I Automate Chaos — AI workflows, n8n, Claude, and open-source automation for businesses. Turning repetitive work into one-click systems.
The function-level framing is the right unit of work — asking Copilot or Claude to "build a feature" produces PR-review nightmares, but asking for one tight function with explicit preconditions and examples gets you reviewable output. One prompt pattern I've refined: paste the function signature + 2 input/output examples + one adversarial edge case, and ask for the implementation plus pytest cases in a single turn. Claude especially tends to catch the edge case you'd otherwise miss in review. Do you have a template you lean on for integration-heavy code where side effects are part of the contract?