{"type":"analysis","id":"analysis:ling-s-25b-active-label-does-not-make-it-a-small-model-to-serve","slug":"ling-s-25b-active-label-does-not-make-it-a-small-model-to-serve","title":"Ling’s 25B-active label does not make it a small model to serve","description":"Sparse activation can reduce computation per token, but it does not erase the cost of keeping a 560B-parameter model available. For most teams, familiar engine support makes evaluation easier; it does not make self-hosting easy.","published_at":"2026-10-18T14:00:00.000Z","updated_at":"2026-10-18T14:00:00.000Z","record_date":"2026-10-18","topics":["memory"],"source_urls":["https://huggingface.co/inclusionAI/Ling-3.1-flash","https://vercel.com/changelog/ling-3-1-flash-is-now-available-on-ai-gateway"],"language":"en","routes":{"html":"https://newruntime.com/analysis/ling-s-25b-active-label-does-not-make-it-a-small-model-to-serve/","markdown":"https://newruntime.com/analysis/ling-s-25b-active-label-does-not-make-it-a-small-model-to-serve.md","json":"https://newruntime.com/analysis/ling-s-25b-active-label-does-not-make-it-a-small-model-to-serve.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"story_cluster:inclusionai-releases-ling-3-1-flash-ce3a02a646cf","authorial_article_id":"19e4185d-e31a-4f53-9316-8aafde770312"},"next_reads":[{"type":"topic","path":"/topics/memory/","url":"https://newruntime.com/topics/memory/","title":"Memory","reason":"Explore the memory topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/memory.md","json_url":"https://newruntime.com/topics/memory.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}