You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

How predictive AI is changing outcomes in conflict ...

PM This week in cybersecurity: botnets, RCE flaws, AI-driven attacks, stealers, and more. Fast, no-fluff roundup.

A severe Android intent‑redirection vulnerability in a widely deployed SDK exposed sensitive user data across millions of ...