Wednesday, June 24th 2026
OpenAI Unveils Jalapeno LLM Inferencing Accelerator Built in Collaboration with Broadcom
OpenAI today unveiled Jalapeño, its in-house, purpose-built LLM inference accelerator chip, developed in collaboration with Broadcom. The chip has fixed-function and programmable compute hardware to accelerate inferencing of OpenAI LLM stack that powers ChatGPT, Codex, the OpenAI API, and the company's future agentic AI products. It is conceptually similar to Google's TPU, except designed for the OpenAI stack; and while TPU is used for both training and inferencing, Jalapeño appears to be limited to inferencing. The training is probably still done with GPUs.
The company said that in partnership with Broadcom, the chip was designed and reached manufacturing tape-out in just nine months, making it the fastest ASIC development cycle among advanced semiconductors. Jalapeño is part of a compute platform that will span multiple generations of these chips. The platform is being designed for initial deployment toward the end of 2026. There are no technical details about the chip itself, except that it's a contemporary multi-chip module with an interposer, a large and centrally-located logic tile, flanked by eight HBM3E stacks.
Sources:
OpenAI, Steve Morin (Twitter)
The company said that in partnership with Broadcom, the chip was designed and reached manufacturing tape-out in just nine months, making it the fastest ASIC development cycle among advanced semiconductors. Jalapeño is part of a compute platform that will span multiple generations of these chips. The platform is being designed for initial deployment toward the end of 2026. There are no technical details about the chip itself, except that it's a contemporary multi-chip module with an interposer, a large and centrally-located logic tile, flanked by eight HBM3E stacks.


16 Comments on OpenAI Unveils Jalapeno LLM Inferencing Accelerator Built in Collaboration with Broadcom
deepswe.datacurve.ai/
The real crazy thing is how far GLM 5.2 has come.
Edit: Also Gemini isn't really all that good. Opus 4.8 and GPT 5.5 are pretty awesome though.