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.

Scott’s Generations in Phoenix is exactly that kind of place, where the sandwiches speak louder than any billboard ever could ...

Saltwater crocodiles are the largest living reptiles on Earth, but they are far from the biggest crocodiles to ever exist.