Community wisdom
When AI writes the code, who validates its security?
We surveyed 241 developers about how AI coding tools have changed their work. The pattern was consistent across roles: AI didn't introduce a new class of risk on its own. It accelerated an existing one. Code ships faster than anyone can validate it, and the gap shows up after deployment, not before.
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