LLM Security

Dashboard showing an LLM release gate with drift, shadow traffic, and canary checks for the focus_keyword
Cybersecurity

When “All Tests Passed” Still Means You Shipped a Broken AI

A Friday deploy can look flawless: every unit test green, every integration check passing, the dashboard practically applauding itself. Then Monday morning arrives, and the system has been quietly telling customers the wrong price all weekend. Nothing crashed. Nothing errored. It just got worse in a way no traditional test was built to notice.

Security analyst reviewing autonomous AI pentesting results on a laptop dashboard
Artificial Intelligence

Why Security Teams Are Pulling Back from Autonomous AI Pentesting

A year ago, nearly one in three security professionals believed that fully autonomous AI systems could handle their organization’s penetration testing needs. Today, that number has collapsed to just 9%. The speed of that reversal is telling — not because AI-powered security tools have stopped improving, but because the gap between what they were marketed to do and what they actually deliver in practice has become impossible to ignore.

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