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Field report · Engineering

LLM-assisted security auditing across six vulnerability classes

A structured evaluation of AI code review applied to authentication, dependencies, environment variables, secrets, and row-level security — benchmarked against manual audit findings.

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A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.