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.

The rapid adoption of AI technologies is strengthening cyber defenses for many organizations while placing greater focus on the need for certain security jobs. At the same time, it’s endangering many ...