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1</head><body><main><header class=site-header><section class=top-banner data-start=1788350400 data-end=1789560000 style=display:none><div><span class=top-banner__icon><svg width="16" height="16" viewBox="0 0 16 16" fill="none"><g clip-path="url(#clip0_770_2716)"><path d="M14.598 6.37199C14.486 6.14399 14.254 5.99999 14 5.99999H8.7447L9.3287.739993C9.36204.44266 9.1927.159993 8.91537.0479934 8.63737-.0653399 8.31937.0226601 8.13737.259327L1.4707 8.92599C1.31604 9.12733 1.2887 9.39933 1.40137 9.62733c.11267.22866.34467.37266.59867.37266H7.25537L6.67137 15.26c-.0333299999999994.2973.136.58.41333.692C7.16537 15.9847 7.25004 16 7.33337 16 7.53604 16 7.73337 15.9073 7.86204 15.74L14.5287 7.07333C14.6834 6.87199 14.71 6.59999 14.598 6.37199z" fill="#8547FF"/></g><defs><clipPath id="clip0_770_2716"><rect width="16" height="16" fill="#fff"/></clipPath></defs></svg> </span><span class=top-banner__text>Vector Space Stream: a research-first broadcast for engineers. Eight talks on compression, edge, hybrid search, and more. Sept 17. </span><a data-metric-loc=banner data-metric-label="Vector Space Stream: a research-first broadcast for engineers. Eight talks on compression, edge, hybrid search, and more. Sept 17. Tune in" class="link link_light link_sm" href=https://luma.com/vector-space-stream>Tune in</a></div></section><div class="main-menu z-2"><a href=https://qdrant.tech/><div class=logo><img class=logo__img src=https://qdrant.tech/img/qdrant-logo.svg alt=logo></div></a><div class="d-flex d-xl-none justify-content-end align-items-center gap-4"><button type=button class=main-menu__trigger>
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3<span>Qdrant Vector Search Engine</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/cloud/><img src=https://qdrant.tech/img/menu/qdrant-cloud.svg draggable=false>
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6<span>Qdrant Enterprise Solutions</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/cloud-inference/><img src=https://qdrant.tech/img/menu/cloud-inference.svg draggable=false>
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9<span>Qdrant Serverless (Coming soon)</span></a></li></ul></div></li><li class=main-menu__item><span>Solutions</span><div class=main-menu__items><ul class=main-menu__submenu><li class=main-menu__section-link><a class="link link_neutral link_sm" href=https://qdrant.tech/use-cases/>Use Cases</a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/rag/><img src=https://qdrant.tech/img/menu/rag.svg draggable=false>
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12<span>Advanced Search</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/data-analysis-anomaly-detection/><img src=https://qdrant.tech/img/menu/data-analysis-anomaly-detection.svg draggable=false>
13<span>Data Analysis & Anomaly Detection</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/ai-agents/><img src=https://qdrant.tech/img/menu/ai-agents.svg draggable=false>
14<span>AI Agents</span></a></li></ul><ul class=main-menu__submenu><li class=main-menu__section-link><p>Industries</p></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/e-commerce/><img src=https://qdrant.tech/img/menu/e-commerce.svg draggable=false>
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17<span>Hospitality & Travel</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/hr-tech/><img src=https://qdrant.tech/img/menu/careers.svg draggable=false>
18<span>HR Tech</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/healthcare/><img src=https://qdrant.tech/img/menu/healthcare.svg draggable=false>
19<span>Healthcare Tech</span></a></li></ul></div></li><li class=main-menu__item><span>Developers</span><div class=main-menu__items><ul class=main-menu__submenu><li class=main-menu__submenu-item><a href=https://qdrant.tech/documentation/><img src=https://qdrant.tech/img/menu/documentation.svg draggable=false>
20<span>Documentation</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/community/><img src=https://qdrant.tech/img/menu/community.svg draggable=false>
21<span>Community</span></a></li><li class=main-menu__submenu-item><a href=https://github.com/qdrant/qdrant target=_blank rel="noopener noreferrer nofollow"><img src=https://qdrant.tech/img/menu/github.svg draggable=false>
22<span>GitHub</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.to/roadmap target=_blank rel="noopener noreferrer nofollow"><img src=https://qdrant.tech/img/menu/roadmap.svg draggable=false>
23<span>Roadmap</span></a></li><li class=main-menu__submenu-item><a href=https://github.com/qdrant/qdrant/releases target=_blank rel="noopener noreferrer nofollow"><img src=https://qdrant.tech/img/menu/changelog.svg draggable=false>
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25<span>Certification</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/security/><img src=https://qdrant.tech/img/menu/security.svg draggable=false>
26<span>Security</span></a></li></ul></div></li><li class=main-menu__item><span>Resources</span><div class=main-menu__items><ul class=main-menu__submenu><li class=main-menu__submenu-item><a href=https://qdrant.tech/benchmarks/><img src=https://qdrant.tech/img/menu/benchmarks.svg draggable=false>
27<span>Benchmarks</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/blog/><img src=https://qdrant.tech/img/menu/blog.svg draggable=false>
28<span>Blog</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/articles/><img src=https://qdrant.tech/img/menu/articles.svg draggable=false>
29<span>Articles</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/events/><img src=https://qdrant.tech/img/menu/partners.svg draggable=false>
30<span>Events</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/demo/><img src=https://qdrant.tech/img/menu/demos.svg draggable=false>
31<span>Demos</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/qdrant-for-startups/><img src=https://qdrant.tech/img/menu/qdrant-for-startups.svg draggable=false>
32<span>Startup Program</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/security/bug-bounty-program/><img src=https://qdrant.tech/img/menu/bug-bounty-program.svg draggable=false>
33<span>Bug Bounty Program</span></a></li></ul></div></li><li class=main-menu__item><span>Company</span><div class=main-menu__items><ul class=main-menu__submenu><li class=main-menu__submenu-item><a href=https://qdrant.tech/about-us/><img src=https://qdrant.tech/img/menu/about-us.svg draggable=false>
34<span>About us</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/customers/><img src=https://qdrant.tech/img/menu/customers.svg draggable=false>
35<span>Customers</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/partners/><img src=https://qdrant.tech/img/menu/partners.svg draggable=false>
36<span>Partners</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.to/jobs target=_blank rel="noopener noreferrer nofollow"><img src=https://qdrant.tech/img/menu/careers.svg draggable=false>
37<span>Careers</span></a></li><li class=main-menu__submenu-item><a href=https://qdrant.tech/contact-us/><img src=https://qdrant.tech/img/menu/contact-us.svg draggable=false>
38<span>Contact us</span></a></li></ul></div></li><li class=main-menu__item><a class=menu-link href=https://qdrant.tech/pricing/>Pricing</a></li></ul><div class=main-menu__buttons><a data-metric-loc=nav href=https://cloud.qdrant.io/login class="menu-link mx-3">Log in</a>
39<a data-metric-loc=nav href=https://cloud.qdrant.io/signup class="button button_contained button_sm">Start Free</a></div></div><div class=menu-mobile><div class=menu-mobile__header><div class=logo><img class=logo__img src=https://qdrant.tech/img/qdrant-logo-red-black.svg alt=logo></div><button type=button class=menu-mobile__close>
40<svg width="24" height="24" viewBox="0 0 24 24" fill="none"><path d="M19.0713 4.92871 4.92915 19.0708" stroke="#161E33" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
40<path d="M19.0713 19.0708 4.9292 4.92871" stroke="#161E33" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg></button></div><ul class=menu-mobile__items><li class=menu-mobile__item data-path=menu-0><div class=menu-mobile__item-content>Products
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43Qdrant Vector Search Engine</li></a><a href=https://qdrant.tech/cloud/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/qdrant-cloud.svg)></span>
44Qdrant Cloud</li></a><a href=https://qdrant.tech/hybrid-cloud/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/hybrid-cloud.svg)></span>
45Qdrant Hybrid Cloud</li></a><a href=https://qdrant.tech/enterprise-solutions/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/qdrant-enterprise-solutions.svg)></span>
46Qdrant Enterprise Solutions</li></a><a href=https://qdrant.tech/cloud-inference/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/cloud-inference.svg)></span>
47Qdrant Cloud Inference</li></a><a href=https://qdrant.tech/edge/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/edge.svg)></span>
48Qdrant Edge (Beta)</li></a><a href=https://qdrant.tech/serverless/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/serverless.svg)></span>
49Qdrant Serverless (Coming soon)</li></a></ul></li><li class=menu-mobile__item data-path=menu-1><div class=menu-mobile__item-content>Solutions
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51<svg width="24" height="24" viewBox="0 0 24 24" fill="none"><path d="M2 7 12 17 22 7" stroke="#161E33" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg></button></div><ul class=menu-mobile__subitems><li class=menu-mobile__section-link><a class="link link_neutral link_sm" href=https://qdrant.tech/use-cases/>Use Cases</a></li><a href=https://qdrant.tech/rag/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/rag.svg)></span>
52RAG</li></a><a href=https://qdrant.tech/recommendations/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/recommendation-systems.svg)></span>
53Recommendation Systems</li></a><a href=https://qdrant.tech/advanced-search/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/advanced-search.svg)></span>
54Advanced Search</li></a><a href=https://qdrant.tech/data-analysis-anomaly-detection/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/data-analysis-anomaly-detection.svg)></span>
55Data Analysis & Anomaly Detection</li></a><a href=https://qdrant.tech/ai-agents/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/ai-agents.svg)></span>
56AI Agents</li></a></ul><ul class=menu-mobile__subitems><li class=menu-mobile__section-link><p>Industries</p></li><a href=https://qdrant.tech/e-commerce/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/e-commerce.svg)></span>
57E-commerce</li></a><a href=https://qdrant.tech/legal-tech/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/legal-tech.svg)></span>
58Legal Tech</li></a><a href=https://qdrant.tech/hospitality-and-travel/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/hospitality.svg)></span>
59Hospitality & Travel</li></a><a href=https://qdrant.tech/hr-tech/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/careers.svg)></span>
60HR Tech</li></a><a href=https://qdrant.tech/healthcare/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/healthcare.svg)></span>
61Healthcare Tech</li></a></ul></li><li class=menu-mobile__item data-path=menu-2><div class=menu-mobile__item-content>Developers
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64Documentation</li></a><a href=https://qdrant.tech/community/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/community.svg)></span>
65Community</li></a><a href=https://github.com/qdrant/qdrant><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/github.svg)></span>
66GitHub</li></a><a href=https://qdrant.to/roadmap><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/roadmap.svg)></span>
67Roadmap</li></a><a href=https://github.com/qdrant/qdrant/releases><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/changelog.svg)></span>
68Change Log</li></a><a href=http://train.qdrant.dev/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/certificate.svg)></span>
69Certification</li></a><a href=https://qdrant.tech/security/><li class=menu-mobile__subitem><span style=background-image:url(/img/menu/security.svg)></span>
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89<i></i></button></div></form></div><div class=qdrant-blog-features__articles><article class="qdrant-blog-features__articles-main post"><a class=post-link href=https://qdrant.tech/blog/qdrant-fineweb-10b-release/><div class=post-preview><img src=https://qdrant.tech/blog/qdrant-fineweb-10b-release/Blog-Hero.png alt="Enough with the Bad Benchmarks: Tools for Production-Grade Research" loading=lazy></div><h5 class=post-title>Enough with the Bad Benchmarks: Tools for Production-Grade Research</h5><div class=post-about><p>Qdrant Labs</p><p>September 01, 2026</p></div></a></article><div class=qdrant-blog-features__articles-secondary><article class=post><a class=post-link href=https://qdrant.tech/blog/tuning-retrieval-which-knob-first/><h6 class=post-title>How to Tune Vector Search Without Guessing</h6><div class=post-about><p>Dylan Couzon</p><p>August 24, 2026</p></div></a></article><article class=post><a class=post-link href=https://qdrant.tech/blog/clean-vector-database-collection/><h6 class=post-title>How to Clean Up a Qdrant Collection</h6><div class=post-about><p>Dylan Couzon</p><p>August 10, 2026</p></div></a></article><article class=post><a class=post-link href=https://qdrant.tech/blog/qdrant-1.19.x/><h6 class=post-title>Qdrant 1.19 - TurboQuant Datatype & Memory Tiers</h6><div class=post-about><p>Andrey Vasnetsov</p><p>August 05, 2026</p></div></a></article></div></div></div></section><section class=qdrant-blog-posts><div class=container><div class="qdrant-blog-posts__articles row gx-5"><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/shift-multilingual-rag/><div class=post-preview><img src=https://qdrant.tech/blog/shift-multilingual-rag/preview/preview.jpg alt="SHIFTing Languages in Multilingual RAG" loading=lazy></div><h6 class=post-title>SHIFTing Languages in Multilingual RAG</h6><p class=post-description>Fix multilingual embedding language bias with SHIFT: shift document and query vectors to one pivot language and store them in a single Qdrant index.</p><div class=post-about><p>Evgeniya Sukhodolskaya</p><p>September 16, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/case-study-bayer/><div class=post-preview><img src=https://qdrant.tech/blog/case-study-bayer/social_preview.png alt="How Bayer Built an Enterprise-Scale Search Engine with Qdrant" loading=lazy></div><h6 class=post-title>How Bayer Built an Enterprise-Scale Search Engine with Qdrant</h6><p class=post-description>How Bayer built myGenAssist on Qdrant Hybrid Cloud: 135M points, hybrid search for deep agents, semantic caching, multitenancy, and a 20% efficie
89ncy gain.</p><div class=post-about><p>Daniel Azoulai</p><p>August 13, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/case-study-minima/><div class=post-preview><img src=https://qdrant.tech/blog/case-study-minima/social_preview.png alt="Qdrant and Minima Deliver 2.92x More Agentic RAG Tasks per GPU-Hour" loading=lazy></div><h6 class=post-title>Qdrant and Minima Deliver 2.92x More Agentic RAG Tasks per GPU-Hour</h6><p class=post-description>Hybrid search, payload filters, and late-interaction reranking in Qdrant plus Minima-optimized inference delivered 2.92x more successful agentic RAG tasks per GPU-hour without reducing grounded quality.</p><div class=post-about><p>Qdrant and Minima Engineering</p><p>August 13, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/pre-filtering-vs-post-filtering/><div class=post-preview><img src=https://qdrant.tech/blog/pre-filtering-vs-post-filtering/preview/preview.jpg alt="Pre-Filtering vs Post-Filtering (and Why Qdrant Does Neither)" loading=lazy></div><h6 class=post-title>Pre-Filtering vs Post-Filtering (and Why Qdrant Does Neither)</h6><p class=post-description>Compare pre-filtering vs post-filtering in vector search: where each breaks, how Qdrant filters in place, and when ACORN earns its cost.</p><div class=post-about><p>Dylan Couzon</p><p>August 07, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/ecommerce-search-qdrant/><div class=post-preview><img src=https://qdrant.tech/blog/ecommerce-search-qdrant/hero.jpg alt="Lessons From Building E-Commerce Search on Qdrant" loading=lazy></div><h6 class=post-title>Lessons From Building E-Commerce Search on Qdrant</h6><p class=post-description>Build e-commerce search on Qdrant: lessons on hybrid ranking, in-query filtering, embedding recipes, personalization as re-rank, and merchandising formulas.<
89/p><div class=post-about><p>Dylan Couzon</p><p>July 24, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/benchmark-elastic-diskbbq/><div class=post-preview><img src=https://qdrant.tech/blog/benchmark-elastic-diskbbq/preview/preview.jpg alt="Qdrant Beats Elastic’s DiskBBQ at 2x Throughput, Half the Latency, and 1/3 the Compute" loading=lazy></div><h6 class=post-title>Qdrant Beats Elastic’s DiskBBQ at 2x Throughput, Half the Latency, and 1/3 the Compute</h6><p class=post-description>Elastic's recent benchmark claims Elasticsearch with DiskBBQ hits 7x higher throughput than Qdrant on network-attached storage. The problem: they never tested Qdrant configured correctly.</p><div class=post-about><p>Alexis Musaelyan</p><p>July 08, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/branch-aware-code-search/><div class=post-preview><img src=https://qdrant.tech/blog/branch-aware-code-search/hero.png alt="Branch-Aware Semantic Code Search with Qdrant" loading=lazy></div><h6 class=post-title>Branch-Aware Semantic Code Search with Qdrant</h6><p class=post-description>Branch-aware code search in Qdrant scopes each query to one Git branch, so semantic code search returns the version your branch runs, not a stale one.</p><div class=post-about><p>Dylan Couzon</p><p>July 02, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/vector-space-day-2026-recap/><div class=post-preview><img src=https://qdrant.tech/blog/vsd26-post-event/hero.png alt="Qdrant Lands in SF: Vector Space Day 2026 Recap" loading=lazy></div><h6 class=post-title>Qdrant Lands in SF: Vector Space Day 2026 Recap</h6><p class=post-description>Our first Vector Space Day in the United States brought developers, researchers, and engineers to San Francisco for a day of agents, retrieval, and robotics, across keynotes, breakout talks, a hackathon, and a community happy hour.</p><div class=post-about><p>Neil Kanungo</p><p>June 24, 2026</p></div></a></article><article class="qdrant-blog-posts__article post col-12 col-lg-4"><a class=post-link href=https://qdrant.tech/blog/qdrant-edge-on-device-vector-search/><div class=post-preview><img src=https://qdrant.tech/blog/qdrant-edge-on-device-vector-search/hero.jpg alt="Memory at the Edge: On-Device Vector Search with Qdrant Edge" loading=lazy></div><h6 class=post-title>Memory at the Edge: On-Device Vector Search with Qdrant Edge</h6><p class=post-description>Run vector search on-device with Qdrant Edge: an in-process, offline vector search engine that gives robots and edge AI a real-time, searchable memory.</p><div class=post-about><p>Dylan Couzon</p><p>June 16, 2026</p></div></a></article></div><div class=row><div class="qdrant-blog-posts__pagination col-12"><div class=pagination><ul class=pagination__list><li class="pagination__item active"><a href=https://qdrant.tech/blog/>1</a></li><li class=pagination__item><a href=https://qdrant.tech/blog/page/2/>2</a></li><li class=pagination__item><a href=https://qdrant.tech/blog/page/3/>3</a></li><li class=pagination__item><a href=https://qdrant.tech/blog/page/4/>4</a></li><li class="pagination__item pagination__item--ellipsis"><details class=pagination__pages-menu><summary class=pagination__pages-menu-trigger aria-label="All pages"><span aria-hidden=true>&mldr;</span></summary><div class="pagination__pages-menu-panel pagination__pages-menu-panel--end"><ul class=pagination__pages-menu-list><li class="pagination__pages-menu-item active"><a href=https://qdrant.tech/blog/>1</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/2/>2</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/3/>3</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/4/>4</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/5/>5</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/6/>6</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/7/>7</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/8/>8</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/9/>9</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/10/>10</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/11/>11</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/12/>12</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/13/>13</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/14/>14</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/15/>15</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/16/>16</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/17/>17</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/18/>18</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/19/>19</a></li><li class=pagination__pages-menu-item><a href=https://qdrant.tech/blog/page/20/>20</a></li></ul></div></details></li><li class=pagination__item><a href=https://qdrant.tech/blog/page/20/>20</a></li><li class=pagination__item><a href=https://qdrant.tech/blog/>
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Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.