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.

RAM is a crucial component for a smooth PC experience. Linux doesn't require as much RAM as Windows. More is always better, but too much is also a thing. I'm not going to start with a "back in the day ...