OpenAI's Jalapeño Chip Beats Nvidia Blackwell in Efficiency

rohanpaul_ai · x · 2026-08-30

Semianalysis reports that OpenAI's custom inference chip 'Jalapeño' significantly outperforms competitors. At 100 tok/s, it delivers 11M tok/s/MW, roughly 2x the efficiency of comparable Blackwell configs. Remarkably, this is achieved without Multi-Token Prediction (MTP) or speculative decoding, while competing chips utilize MTP.

Related event: OpenAI's Custom Inference Chip Jalapeño Tapes Out, Claiming Efficiency Gains Over Nvidia(14 posts)→

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