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Fine tuned Gemma 4 12B for a 2.7x improvement on tool calling

The brief

A developer fine-tuned Gemma 4 12B targeting tool calling for agentic coding use cases, achieving a 2.7x improvement over the base model.

Key points

  1. The fine-tune addresses documented weaknesses in the stock model's tool use accuracy, making it more viable for local coding assistant workflows.
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