"This is exactly why we built AINAScan — we found that AI-generated code passes all tests and 'works', but consistently produces the same 15 structural bugs: save functions that never write to DB, async functions with no await, parameters that have zero effect on return values. Linters miss all of these. The code looks fine until production."