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.

Artificial intelligence has become embedded in nearly every operational layer of modern institutions. It parses documents, ...

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