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The article shares a performance optimization trick for llama.cpp, showing that increasing the micro-batch size (`-ub`) combined with partial CPU offloading (`--n-cpu-moe`) can drastically improve prompt processing speed for large models like gpt-oss-120b on consumer GPUs.