AI writes your code 10x faster — and ships the flaws 2.7x faster too
If an LLM generated your app and it hit production without a human security pass, you're not running a startup. You're running an experiment on your customers' data.
The numbers are moving the wrong way. One recent tally counted 35 new CVEs traced to AI-generated code in a single month — up from 6 at the start of the year. That's not growth, that's an avalanche. A Carnegie Mellon analysis found only 10.5% of vibe-coded apps were production-secure, and that AI-written code produces flaws at 2.7 times the rate of human code. The platform that lets you scale fastest is also the one scaling the most risk onto your users.
Think of it like a contractor who can frame a house in two days. Impressive — until you learn nobody checked the foundation, and the whole thing shifts a year later. That's vibe coding without engineering: fast to build, brutally expensive to fix. The speed is real. So is the debt.
Two checks from this doctrine
Real value, not a teaser — two of the 4 checks in full. The rest are in the one-pager.
AI finishes the framing. You still have to inspect the foundation — before customers move in.
Doctrine No. 08: State Of AI Code Security
All 4 checks on one branded, printable page — the run-it-yourself list for security before you go live. Instant PDF download, yours to keep.
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