Battle-tested guide for local LLM inference on Ubuntu 24.04 with NVIDIA GPUs. From fresh install to 32B models at 97% GPU utilization. Covers Docker GPU runtime fixes, NVMe storage setup, and Ollama deployment. Tested on Dell T5820 + RTX 3090 (24GB), adaptable to any NVIDIA setup.
☆27Jul 16, 2026Updated last week
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