Scaling AI Vulnerability Scanning Beyond One File at a Time

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Why manual prompt hints don't scale for AI-assisted code audits, and how per-file isolation with automated scaffolding solves the accuracy-vs-coverage tradeoff — tested against a 316-file production codebase.

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