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.

Sadly the hotel that inspired John Cleese, when he visited with the Monty Python team in 1973, is no more. The Gleneagles was ...

But you can also pair it with external cloud apps for a hybrid configuration ...