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.

In this post, we will show you how to shut down Windows 11/10 PC at scheduled time using Command Prompt. You can enter a time of your choice and execute the command using CMD or Command Prompt window.

If you have been using Windows for long, I am sure you know about the Advanced Recovery mode. The blue-colored screen offers options to troubleshoot, recover, restore, command line options, etc.

Tom Fenton reports running Ollama on a Windows 11 laptop with an older eGPU (NVIDIA Quadro P2200) connected via Thunderbolt dramatically outperforms both CPU-only native Windows and VM-based ...