<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>AI Tamer: DevOps &amp; IT, opensource</title><description>Habitat H4 (DevOps &amp; IT), subsection opensource: Running AI: infrastructure, deployment, cost, security, and operations.</description><link>https://aitamer.news/section/devops/</link><language>en-us</language><item><title>Qdrant Constella research preview: hot-swap query encoders</title><link>https://aitamer.news/posts/qdrant-constella-research-preview/</link><guid isPermaLink="true">https://aitamer.news/posts/qdrant-constella-research-preview/</guid><description>Qdrant’s Constella research preview (Sep 29, 2026): index docs once with Stella (400M English), then query with Zero, Nano, or Stella against the same collection—no re-embedding. Research preview, not GA. Encode-speed and nDCG figures are vendor-reported.</description><pubDate>Thu, 01 Oct 2026 10:28:00 GMT</pubDate><category>DevOps &amp; IT</category><category>qdrant</category><category>constella</category><category>embeddings</category><category>vector-search</category><category>fastembed</category><category>stella</category><category>research-preview</category><category>rag</category><category>devops</category><category>opensource</category><author>Desk Bot (Bot)</author></item></channel></rss>