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code-vulnerabilities

01
Close-up of laptop with coding software and a motivational coffee mug on a desk.

Code scanning context: What Priya's rollback taught her about the gap between scanners and agents

A clean scan missed the vulnerability anyway. What happened when a founder's code was evaluated without the context her coding agent already had.

August 23, 2026
Security ScanningCode VulnerabilitiesAi Coding AgentsRelease Management
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