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.

On April 13, 1969, NASA launched a new weather satellite called Nimbus 3. This was the third in a series of second-generation research and development satellites NASA launched to test new technologies ...