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Author post-trains Qwen3-4B into a tool-using agent, running on a Mac as a 66 MB llama.cpp LoRA with validation up from 0.51 to 0.83

Original title: I post-trained Qwen3-4B as a tool-using agent, and the result runs on a Mac as a 66 MB llama.cpp LoRA. Validation 0.51 → 0.83, everything open, including what didn't work

The author shares how they post-trained Qwen3-4B into a tool-using agent, shipped as a 66 MB llama.cpp LoRA that runs on a Mac, with validation improving from 0.51 to 0.83. They say everything is open, including what didn't work.

Why it matters

The author openly documents post-training Qwen3-4B into a tool-using agent, with validation rising from 0.51 to 0.83 and failed attempts included, making the method reusable.

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