In our last competition, Cacheon miners pushed MiniMax M3 throughput to 2,337.9 tok/s: +32.2% vs the SGLang baseline.
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In our last competition, Cacheon miners pushed MiniMax M3 throughput to 2,337.9 tok/s: +32.2% vs the SGLang baseline. What might that kind of performance improvement be worth commercially? +32.2% throughput = ~61% more profit. How? SemiAnalysis InferenceX™ models a B300 running MiniMax M3 on vLLM at $4.81 profit per chip-hour. Apply the same +32.2% throughput gain, with pricing and chip costs held constant, and modeled profit rises to $7.73 per chip-hour. Why the difference? The GPU still costs $4.25 for the hour. More throughput means more capacity to sell without buying another chip-hour. That's a scenario, not measured Cacheon profit. What is measured is the optimization: 2,337.9 tok/s, +32.2%, produced by Bittensor miners and passed through Cacheon's testing and reproduction. Check the baseline. Run your own numbers.

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