Notes from the build.

End-to-End AI Coding Workflow: A Production-Grade Pattern for Prompts, Error Handling, and Verification

Treat AI-generated code like a controlled engineering loop: standardize prompts, validate edits, fix exact errors, test, and gate by risk.