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.

Buying PC parts second-hand is a gamble. There is no two ways about it. But there are certain PC hardware components that are better to purchase second-hand due to how they age. Some PC hardware parts ...