OpenAI Jalapeño reportedly outperforms Nvidia Blackwell on key inference benchmarks

SemiAnalysis reports that OpenAI's custom AI chip, codenamed Jalapeño, outperforms Nvidia's Blackwell architecture on key inference metrics, a significant claim if accurate. The analysis suggests OpenAI could meaningfully reduce its dependence on external GPU supply for training and inference.