The LoRA Assumption That Breaks in Production 

LoRA is widely used for fine-tuning large models because it’s efficient, but it quietly assumes that all updates to a model are similar. In reality, they’re not.

When you fine-tune for style (like tone, format, or persona), the changes are simple and concentrated in just a few dimensions — which LoRA handles well with low-rank […] The post The LoRA Assumption That Breaks in Production appeared first on MarkTechPost.