Model Output Is Not a Security Fact
Distinguish AI-generated assertions from verified security facts and define an appropriate validation path.
A model's sentence is not the same thing as a verified security fact. Secure development practice separates proposal, implementation, review, and evidence. AI blurs that separation because it can generate all four as text. The defense is to re-create the checkpoints. Claims need evidence If the model says 'this is not exploitable,' ask what logs, code paths, configuration, or tests support that claim. No evidence means it is still a hypothesis. Code needs security tests A generated patch should include or trigger a test that fails before the fix and passes after it. Syntax success is not proof of authorization,…
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