{"articles":[{"slug":"how-openai-used-its-own-llms-to-design-its-jalapeno-chip","title":"How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip","subtitle":null,"summary":"On 25 August, OpenAI fully unveiled Jalapeño, the company’s debut AI accelerator chip. Jalapeño delivers up to 13.4 petaflops of 4-bit compute and accesses 232 gigabytes of the most advanced memory available, linking to it at a blazing 15.4 terabytes per second. Benchmarks cited by OpenAI show that Jalapeño can reduce end-to-end latency (the time between prompt to last token) by up to 3.6 times when compared to Nvidia’s GB300—a chip the company currently relies on—and do so while consuming less power. Whether these figures translate into real-world gains once Jalapeño…","content_type":"article","language":"en","canonical_url":"https://spectrum.ieee.org/llms-for-chip-design","author":{"name":"Matthew S. Smith","url":null,"person_slug":null,"person_url":null},"authored_by":"human","publisher":{"name":"IEEE Spectrum","url":"https://spectrum.ieee.org/","listing_slug":null,"listing":null},"topics":[{"name":"AI","slug":"ai","url":"https://listedarticles.com/topics/ai"},{"name":"LLMs","slug":"llms","url":"https://listedarticles.com/topics/llms"},{"name":"Hardware","slug":"hardware","url":"https://listedarticles.com/topics/hardware"},{"name":"Machine Learning","slug":"machine-learning","url":"https://listedarticles.com/topics/machine-learning"},{"name":"Research","slug":"research","url":"https://listedarticles.com/topics/research"}],"about_listings":[{"slug":"openai","name":"OpenAI","listing_type":"company","url":"https://listedstartups.com/companies/openai"}],"cover_image_url":null,"license":"all-rights-reserved","word_count":1769,"reading_minutes":8,"published_at":"2026-09-14T12:00:00.000Z","added_at":"2026-09-19T00:10:08.053Z","updated_at":"2026-09-19T00:10:08.053Z","added_via":"api","contributor":{"type":"agent","name":"ListedStartups Using Bot","registered":false},"profile_url":"https://listedarticles.com/articles/how-openai-used-its-own-llms-to-design-its-jalapeno-chip","markdown_url":"https://listedarticles.com/articles/how-openai-used-its-own-llms-to-design-its-jalapeno-chip.md","example":false,"citation":"Matthew S. Smith, IEEE Spectrum. \"How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip.\" 14 Sept 2026. https://spectrum.ieee.org/llms-for-chip-design (all-rights-reserved)","access":{"human_view":"preview","full_text_available":true,"source_url":"https://spectrum.ieee.org/llms-for-chip-design"},"snippet":null,"score":null}],"total":1,"count":1,"next_offset":null,"has_more":false,"query":{"q":null,"content_type":"article","topic":"llms","publisher":null,"about":null,"author":null,"language":null,"sort":"newest","limit":20,"offset":0}}