inference performance

The inference performance tag on WindowsForum.com collects discussion of how quickly local AI models respond on Windows workstations and comparable hardware. A recurring theme is that the machine able to hold a large model is not always the machine that runs it fast, so VRAM capacity, unified memory designs, and multi-GPU configurations all factor into real-world results. Coverage spans compact unified-memory appliances, Windows-capable AMD systems, and multi-GPU workstations, with attention to platform differences such as NVIDIA DGX systems being Linux-based rather than conventional Windows desktops. The focus stays on practical trade-offs for people building or buying desktops for local AI workloads.