{"version":"1","article":{"id":"koi-multicloud-llm-inference-planning-2026","slug":"koi-multicloud-llm-inference-planning-2026","language":"en","url":"https://haberpaper.com/en/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=en","title":"Koi proposes self-calibrating planning for multi-cloud LLM inference","summary":"A preprint introduces Koi, a cluster planner for large language model inference across heterogeneous multi-cloud fleets. It considers accelerator choice, parallelization, serving engines, replica counts and changing workloads as interdependent operating decisions.","category":"business","region":"world","topics":["ai","semiconductors"],"published_at":"2026-10-20T19:09:32+03:00","modified_at":"2026-10-20T19:09:32+03:00","publication_basis":"publication-record","event_period":"2026-10-17","event_period_basis":"event-or-reference-period","sources":[{"name":"arXiv","url":"https://arxiv.org/abs/2610.24355v1","publishedAt":"2026-10-17","checkedAt":"2026-10-20"}],"translations":[{"language":"tr","url":"https://haberpaper.com/tr/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=tr"},{"language":"en","url":"https://haberpaper.com/en/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=en"},{"language":"ar","url":"https://haberpaper.com/ar/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=ar"},{"language":"fr","url":"https://haberpaper.com/fr/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=fr"},{"language":"es","url":"https://haberpaper.com/es/news/koi-multicloud-llm-inference-planning-2026","api_url":"https://haberpaper.com/api/v1/articles/koi-multicloud-llm-inference-planning-2026?lang=es"}],"data_types":[],"data":null,"data_compilations":[],"data_downloads":[],"content":{"paragraphs":["A preprint introduces Koi, a cluster planner for large language model inference across heterogeneous multi-cloud fleets. It considers accelerator choice, parallelization, serving engines, replica counts and changing workloads as interdependent operating decisions.","The authors describe a self-calibrating approach intended to update plans as resource contention changes. This is a research system; the paper’s results apply to its evaluated environments and are not a guarantee of cloud cost or latency savings."],"key_points":[],"sections":[]},"text":"A preprint introduces Koi, a cluster planner for large language model inference across heterogeneous multi-cloud fleets. It considers accelerator choice, parallelization, serving engines, replica counts and changing workloads as interdependent operating decisions.\n\nA preprint introduces Koi, a cluster planner for large language model inference across heterogeneous multi-cloud fleets. It considers accelerator choice, parallelization, serving engines, replica counts and changing workloads as interdependent operating decisions.\n\nThe authors describe a self-calibrating approach intended to update plans as resource contention changes. This is a research system; the paper’s results apply to its evaluated environments and are not a guarantee of cloud cost or latency savings.","corrections":[],"editorial_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"},"section_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"}}}