Microsoft released a new preview update for Windows 11 on December 1, 2025, targeting taskbar crashes, auto-hide glitches, and broader shell reliability problems that have frustrated users for months.

Model selection, infrastructure sizing, vertical fine-tuning and MCP server integration. All explained without the fluff. Why Run AI on Your Own Infrastructure? Let’s be honest: over the past two ...