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.

Every conversation you have with an AI — every decision, every debugging session, every architecture debate — disappears when ...

Claude Mythos Preview can identify and exploit software vulnerabilities with unprecedented accuracy, the company says.