Vibe Coding Security Liability: $2B in Breaches Attributed to AI-Generated Code Shipped Without Security Review
DEV Community analysis estimates $2B in security breaches are attributable to vibe-coded software shipped to production without security review — top vulnerability classes are SQL injection, exposed API keys, and missing authentication, all standard AI code generation failure modes. Cyber Unit frames it as 'professional malpractice': vibe coding shifts legal and operational liability to builders who cannot audit what they ship, with no clear framework yet for who bears responsibility when an AI-generated codebase is breached. The pattern echoes the Moltbook incident (1.5M API keys exposed in a vibe-coded platform) and validates Forgepoint's 'trust as moat' thesis — the risk of vibe coding is not productivity, it's undisclosed liability.
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