OpenAI's 'Jalapeno' chip reportedly beats Nvidia Blackwell in efficiency and latency benchmarks

量子位 · wechat · 2026-08-26

SemiAnalysis benchmarks reveal that OpenAI's in-house inference chip 'Jalapeno' outperforms Nvidia's Blackwell in several metrics. With a TDP of just 700W, it achieves 1.5-1.9x the throughput per watt and 1.7-3.6x lower latency than Blackwell. Built on TSMC's N3P process with 216GB HBM4, the chip's design was heavily assisted by AI (e.g., Codex), with some AI kernels outperforming human experts. Engineering samples are ready, with mass production expected in 2027. Meanwhile, OpenAI's head of data centers Chris Malone has left the company amid executive turbulence.

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