What 3,500 Scans Reveal About AI-Generated Code

538,860 findings across 3,518 automated security scans. The top vulnerability is not injection or XSS. It is missing idempotency defense in webhook handlers.

AI code does not fail where people expect. The app loads, the tests pass, the demo is convincing. The failure lives downstream.

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