{"version":"1","article":{"id":"cema-cloud-edge-llm-router-2026","slug":"cema-cloud-edge-llm-router-2026","language":"en","url":"https://haberpaper.com/en/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=en","title":"CEMA-Router explores batch routing for cloud-edge language models","summary":"A preprint presents CEMA-Router, an infrastructure-aware method for routing batches of language-model inference requests across cloud and edge resources. The design considers differences in compute capacity, energy efficiency, network conditions and model quality.","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":"2026-10-19","event_period_basis":"event-or-reference-period","sources":[{"name":"arXiv","url":"https://arxiv.org/abs/2610.26171v1","publishedAt":"2026-10-19","checkedAt":"2026-10-20"}],"translations":[{"language":"tr","url":"https://haberpaper.com/tr/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=tr"},{"language":"en","url":"https://haberpaper.com/en/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=en"},{"language":"ar","url":"https://haberpaper.com/ar/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=ar"},{"language":"fr","url":"https://haberpaper.com/fr/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=fr"},{"language":"es","url":"https://haberpaper.com/es/news/cema-cloud-edge-llm-router-2026","api_url":"https://haberpaper.com/api/v1/articles/cema-cloud-edge-llm-router-2026?lang=es"}],"data_types":[],"data":null,"data_compilations":[],"data_downloads":[],"content":{"paragraphs":["A preprint presents CEMA-Router, an infrastructure-aware method for routing batches of language-model inference requests across cloud and edge resources. The design considers differences in compute capacity, energy efficiency, network conditions and model quality.","The goal is to balance response quality, cost, energy use and batch completion time. It is a proposed routing system evaluated by its authors, not a deployed service or a universal routing result."],"key_points":[],"sections":[]},"text":"A preprint presents CEMA-Router, an infrastructure-aware method for routing batches of language-model inference requests across cloud and edge resources. The design considers differences in compute capacity, energy efficiency, network conditions and model quality.\n\nA preprint presents CEMA-Router, an infrastructure-aware method for routing batches of language-model inference requests across cloud and edge resources. The design considers differences in compute capacity, energy efficiency, network conditions and model quality.\n\nThe goal is to balance response quality, cost, energy use and batch completion time. It is a proposed routing system evaluated by its authors, not a deployed service or a universal routing result.","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"}}}