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Should You Fine-Tune Your LLM? Check Your Data First

Before you spend a dollar on compute, audit your data. That is the point. Fine-tuning changes the model itself. It shapes form, not facts: style, structure, behavior. It won't reliably inject knowledge that shifts week to week. Most teams asking how to fine-tune an LLM would get further by fixing…
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