Vulnerability Management

The largest DBIR ever published, read for signal. Where generative AI actually shows up in the data and where the fundamentals still rule.

Reduced offensive capability, automated request blocking, and a verification path for legitimate practitioners. What it changes for security work.

Why endpoint management servers are a high-value target, how both flaws were exploited, and the actions practitioners should take today.

What happens when a frontier model finds vulnerabilities faster than anyone can patch them, and how the industry is trying to get ahead of it.

What the IBM X-Force Threat Intelligence Index 2026 says about AI-accelerated attacks, and why basic hygiene failures still cause the damage.

A follow-up on OpenClaw’s remediation, what actually improved, and the questions raised when Peter Steinberger joined OpenAI.

OpenClaw is a case study in how fast AI agent deployment outran the governance meant to contain it. The vulnerabilities and what they teach.