Vulnerabilities vs. Weaknesses: Why the Distinction Matters
There's a difference between insecure code patterns and true vulnerabilities that hackers seek to exploit. Why does that matter?
Working With DARPA to Secure Open Source Infrastructure: CVE-2026-31789
The story behind CVE-2026-31789 demonstrates how DARPA and Xint are accelerating AI cyber defenses
Copy Fail: 732 Bytes to Root on Every Major Linux Distribution.
Xint Code disclosed CVE-2026-31431, an authencesn scratch-write bug chaining AF_ALG + splice() into a 4-byte page cache write. A 732-byte PoC gets root on Ubuntu, Amazon Linux, RHEL, SUSE.
System, Not Model: Why Off-the-Shelf LLMs Don’t Replace a Pen Test
What do buyers actually purchase when they pay for a vulnerability discovery platform, and why is the model the cheapest input in the bill?