AI Code Generation
The AI code generation cycle
Where does human review end, and where does unvalidated code begin?
⚠ Validation gap
Prompt
Developer writes
Generate
AI outputs code
Review
(brief glance)
Commit
Code merged
Deploy
Shipped to prod
Prompt
Developer writes
Generate
AI outputs code
Review
(brief glance)
⚠ Validation gap
Commit
Code merged
Deploy
Shipped to prod
The validation gap
AI-generated code often passes a quick visual scan but skips structured testing. Logic errors, edge cases, and security flaws slip from Review to Deploy undetected, because the review is human but the code volume is machine-scale.
Standard pipeline stage
Human review (brief)
Validation gap