Local Sovereignty in the Age of Reasoning: Consumer GPU LLM Inference in 2026
An in-depth technical analysis of running open-source LLM reasoning models locally on consumer GPUs in 2026. We cover VRAM requirements, vLLM configuration scripts, and a math-first comparison of local power consumption versus cloud API costs.