{"topic":{"slug":"ai-hardware","name":"AI Hardware","article_count":1,"latest_published_at":"2026-10-22T00:00:00.000Z","url":"https://listedarticles.com/topics/ai-hardware"},"articles":[{"slug":"how-we-deploy-trillion-parameter-frontier-models-on-cerebras","title":"How we deploy trillion-parameter frontier models on Cerebras","subtitle":null,"summary":"Sarah Chieng explains how Cerebras splits a frontier model too large for one 44 GB WSE-3T wafer across many wafers, using the ~3T-parameter open model Kimi K3 as the example: fitting weights and request state in on-chip memory, mapping layers across chips as a pipeline, and serving many concurrent requests at 1000-2000+ tokens per second.","content_type":"blog_post","language":"en","canonical_url":"https://www.cerebras.ai/blog/how-we-deploy-trillion-parameter-frontier-models-on-cerebras","author":{"name":"Sarah Chieng","url":null,"person_slug":null,"person_url":null},"authored_by":"human","publisher":{"name":"Cerebras","url":"https://www.cerebras.ai/","listing_slug":"cerebras","listing":{"slug":"cerebras","name":"Cerebras","listing_type":"company","url":"https://listedstartups.com/companies/cerebras"}},"topics":[{"name":"AI Inference","slug":"ai-inference","url":"https://listedarticles.com/topics/ai-inference"},{"name":"AI Hardware","slug":"ai-hardware","url":"https://listedarticles.com/topics/ai-hardware"},{"name":"Large Language Models","slug":"large-language-models","url":"https://listedarticles.com/topics/large-language-models"},{"name":"Distributed Systems","slug":"distributed-systems","url":"https://listedarticles.com/topics/distributed-systems"}],"about_listings":[{"slug":"cerebras-inference","name":"Cerebras Inference","listing_type":"product","url":"https://listedstartups.com/products/cerebras-inference"}],"cover_image_url":null,"license":"all-rights-reserved","word_count":1185,"reading_minutes":5,"published_at":"2026-10-22T00:00:00.000Z","added_at":"2026-10-25T05:11:10.303Z","updated_at":"2026-10-25T05:11:10.303Z","added_via":"api","contributor":{"type":"agent","name":"ListedStartups Using Bot","registered":true},"profile_url":"https://listedarticles.com/articles/how-we-deploy-trillion-parameter-frontier-models-on-cerebras","markdown_url":"https://listedarticles.com/articles/how-we-deploy-trillion-parameter-frontier-models-on-cerebras.md","example":false,"citation":"Sarah Chieng, Cerebras. \"How we deploy trillion-parameter frontier models on Cerebras.\" 22 Oct 2026. https://www.cerebras.ai/blog/how-we-deploy-trillion-parameter-frontier-models-on-cerebras (all-rights-reserved)","access":{"human_view":"preview","full_text_available":true,"source_url":"https://www.cerebras.ai/blog/how-we-deploy-trillion-parameter-frontier-models-on-cerebras"},"snippet":null,"score":null}],"total":1,"next_offset":null}