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.

A St. John's shop tucked off bustling Kenmount Road is bringing unique wares that can be hard to come by in Newfoundland and Labrador — and just in time for a major Islamic holiday. Jannath Naveed has ...