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Why run an LLM locally

Running a model locally gives you control, privacy, and offline operationno per-token cost and no data leaving the device.

Hardware constraints

I have a CPU-only machine with 6GB RAM, so it will be best to stick to 3B-parameter models. A 3B model at Q4 quantization is roughly 2GB, which leaves headroom for my operating system.

Installing Ollama on Ubuntu

curl -fsSL https://ollama.com/install.sh | sh
ollama run llama3.2:3b