How to Fine-Tune Llama 3 for Custom Tool Calling with Unsloth in Python

Llama 3 is a capable generalist, but that's exactly the problem when you need an agent that reliably outputs structured JSON for a specific API.

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2026-10-09 11:00 · Machine Learning Mastery
How to Fine-Tune Llama 3 for Custom Tool Calling with Unsloth in Python

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RPC: add `-sm tensor` by am17an · Pull Request #26610 · ggml-org/llama.cpp — r/LocalLLaMA
Running the uncensored Qwen3.8-27B (HauhauCS) on a 4090 at 262K context and ~130 tok/s — r/LocalLLaMA
Java vllm-like framwork claims 90% of perfomance of llama.cpp on local inference on NVIDIA GPUs by compiling Java to CUDA and cuTile — r/LocalLLM
128K context on Qwen 3.5 4B in 800 MB instead of 4 GB: what we changed in our llama.cpp build. — r/LocalLLM
Running a local server with Gemma 4 26b a4b on laptop rtx 4050 + 16gb ram dd5 and llama.cpp — r/LocalLLM
GPU - Vulkan llama.cpp benchmarks sorted by price to performance — r/LocalLLaMA
MTP in llama.cpp now decodes competitively with ds4 using GLM 5.3 Flash — r/LocalLLaMA
Best current R9700 inference engine? — r/LocalLLaMA

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