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9.0B params · 32,768 Context

PrecisionNeedsCheapest that fits
16-bit24GBRTX 3090$0.14/h
8-bit12GBTesla P100$0.03/h
4-bit5.9GBTesla P100$0.03/h

Weights plus attention cache, with 15% added for activations and allocator overhead. Everything here is arithmetic — we do not measure speed, so we do not rank chips by it. See all GPU prices

New text-classification model. Tags: qwen3_5_text, text-generation, system-one, system-two, blocks-of-experts, typed-decisions, decision-model, calibrated-probabilities

Read the full article at huggingface.co

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