I fine tuned Gemma 4 12B for a 2.7x improvement on tool calling because I can't fit anything else comfortably into my 16 GBs of Vram

Fine-tuning Gemma 12B for tool use and CLI interaction yielded a 2.7x improvement in tool calling accuracy and a 15.7% increase in tool call emission frequency. The developer released Q4_K_M quantized weights compatible with llama.cpp and ollama for deployment on 16GB VRAM hardware.