Vulnerability-Research

23 May 2026 · AI Beat Desk

The Bottleneck Has Moved

Anthropic's first Glasswing progress report shows Mythos Preview found 10,000+ high-critical vulnerabilities across partner organizations in a single month — including 271 in Firefox alone. The hard constraint is no longer discovery. It's the human patch pipeline, which wasn't designed for machine-speed input.

19 May 2026 · AI Beat Desk

When the AI Builds the Proof of Concept

Cloudflare tested Anthropic's Mythos Preview — a security-focused model released under Project Glasswing — against fifty of its own internal repositories. The model can do something earlier tools couldn't: chain small vulnerability primitives into working exploits, then write and run proof-of- concept code to confirm exploitability. Cloudflare's eight-stage agent pipeline is a detailed blueprint for how production-grade AI security research actually has to be structured.