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Running local LLMs under 4B parameters on consumer hardware delivers better speed and usability than forcing larger models. A 20B model on 8GB VRAM drops from 40 to 8 tokens per second. Granite 4.0 H 1B scores 78.5 on IFEval, matching Qwen 2.5 32B at 81.
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