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.

Snipping Tool is not a new feature of the Windows operating system and most users have been using this tool to take screenshots of their screen for a while now. However, most users are unaware that ...