Tuning at scale: LoRA and HPC scheduling
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Fine-tuning, PEFT, and LoRAHow to adapt a model without paying to retrain it
Why tune

Prompting hits a ceiling

Prompt engineering and RAG can take you a long way. When you need consistent style, structured outputs, or domain reasoning at scale, you adapt the weights themselves — but you rarely need to touch all of them.