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Shadow AI Development: The Codebase Risk No One Is Measuring
63% of people shipping AI-generated code aren't developers. Your AppSec program can't see them. Here's what the codebase risk actually looks like — and how to close the gap.
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We benchmarked our own AI security reviewer on 50 vibe-coded features. Here's everything it got right, and the one thing it got wrong.
A controlled experiment on a Java Spring API. Same prompts, same model, two branches: one reviewed by VibeReview by SecurityReview AI, one not. We are publishing the wins and the regression.
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Welcome to the VibeReview blog
Notes from the guardrail — what we're shipping, what we're seeing in repos, and what the prompt-to-PR loop needs next.