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Cost, latency, and performance are huge reasons why my company chooses to fine tune models. We start with using a base model for a task and as our traffic grows, we tune a smaller model, resulting huge performance and cost savings.


I think something similar to Self-Adapting Language Models will automate this task soon.

https://arxiv.org/pdf/2506.10943




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