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Applied AI·July 28, 2026·1 min read

The AI wrote every security control. It skipped the question underneath

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Sygnia’s pen test on an onboarding app largely built with Claude shows the core risk: AI can generate all the right security controls while missing the actual threat model. Teams using LLMs for code should lock in a human-owned step that asks "what are we defending and from whom" before any AI-generated security scaffolding is accepted.