Security Unlocked

Vulnerability-Management

Threat Intelligence

What the Model Returns, the Shell Executes

Eight AI agent frameworks disclosed the same architectural vulnerability in a single week, revealing that the AI agent ecosystem is repeating the early-web SQL injection era under exploitation timelines that leave no room to learn slowly.

AI Security

Invisible by Default: AI Middleware Is the New Soft Target

Three AI middleware vulnerabilities (LiteLLM, LeRobot, Entra Agent ID) hit the same architectural layer in the same week, all pre-auth or unauthenticated, with one being exploited thirty-six hours after disclosure. The seams of the AI stack are shipping faster than security teams can map them, and middleware that earns trust through utility is becoming the next high-value target.

Threat Intelligence

The Advisory Is the Starting Gun

AI infrastructure platforms are being weaponized within a single attacker shift of vulnerability disclosure, exposing a structural incompatibility between how organizations govern AI patching and the actual window available to them.