Model Context Protocol (MCP), local open-weight LLM inference, terminal-first workflows, and battle-tested developer infrastructure.
Why tensor-parallel LLM serving crashes with torch.OutOfMemoryError at 74% VRAM utilization when ACS PCIe routing forces NCCL all-reduce traffic through the host CPU root complex?봞nd how to fix it.
Complete step-by-step field guide to fixing spawn ENOENT errors, mapping absolute binary paths, and setting up stdio MCP servers on macOS and Windows.
Deploying open reasoning models on Apple Silicon and consumer GPUs with Flash Attention, 8-bit KV caching, and Open WebUI.