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Prompts
Llama runs on your own hardware through Ollama, llama.cpp or LM Studio, which makes it the practical choice for private data and offline work. Smaller quantised variants follow multi-part instructions less reliably than hosted models, so split long prompts into single tasks and keep the output format simple. Parameters live in a Modelfile rather than in the prompt.
Models
A Modelfile with a system prompt and parameters tuned for short, correct code answers on a local model.
What local models are genuinely good for, what hardware you need, and what to change in prompts that came from a hosted model.