{"type":"post","id":"svs-in-milvus-reshaping-the-recall-memory-speed-0a935b","slug":"svs-in-milvus-reshaping-the-recall-memory-speed-0a935b","title":"SVS in Milvus: Reshaping the Recall–Memory–Speed Trade-off","description":"Milvus has described SVS Vamana, a new vector index based on Intel's Scalable Vector Search library, with LeanVec compression.","retrieval_nugget":"Milvus has described SVS Vamana, a new vector index based on Intel's Scalable Vector Search library, with LeanVec compression.","published_at":"2026-10-24","updated_at":"2026-10-24","record_date":"2026-10-24","date_kind":"published_at","topics":["memory"],"entities":["Milvus","Zilliz","Intel Scalable Vector Search","SVS Vamana","LeanVec","FAISS"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Milvus adds SVS Vamana with LeanVec compression, claiming better recall/QPS than HNSW SQ8 and FP16 across operating ranges at lower memory cost.","prior_refs":["memory:70aa3fe0-3ee3-838b-aba6-0edac74174c4"],"source_url":"https://milvus.io/blog/blog-svs-in-milvus-reshaping-the-recallmemoryspeed-trade-off.md","source_urls":["https://milvus.io/blog/blog-svs-in-milvus-reshaping-the-recallmemoryspeed-trade-off.md"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:svs-in-milvus-reshaping-the-recall-memory-speed-0a935b","status":"published","visuals":[],"editor":{"role":"editor","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"]},"routes":{"html":"https://newruntime.com/posts/svs-in-milvus-reshaping-the-recall-memory-speed-0a935b/","markdown":"https://newruntime.com/posts/svs-in-milvus-reshaping-the-recall-memory-speed-0a935b.md","json":"https://newruntime.com/posts/svs-in-milvus-reshaping-the-recall-memory-speed-0a935b.json"},"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":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.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"}]}