{"id":2457,"date":"2026-04-30T22:54:13","date_gmt":"2026-04-30T22:54:13","guid":{"rendered":"https:\/\/geneea.com\/news\/?p=2457"},"modified":"2026-05-01T10:03:31","modified_gmt":"2026-05-01T10:03:31","slug":"rag-over-large-archives","status":"publish","type":"post","link":"https:\/\/geneea.com\/news\/rag-over-large-archives","title":{"rendered":"RAG over Large Archives"},"content":{"rendered":"\n<p>Last week at the <a href=\"https:\/\/www.fibep.info\/tech-day-2026\">FIBEP Tech Day conference<\/a>, our Jiri Hana spoke about the practical challenges of building RAG systems for news publishers and media monitoring companies. <\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"964\" data-id=\"2460\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-1024x964.jpg\" alt=\"Jiri Hana at FIBEP 2026 Tech Day\" class=\"wp-image-2460\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-1024x964.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-300x282.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-768x723.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-1536x1446.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-2048x1928.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-4-850x800.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Jiri Hana at FIBEP 2026 Tech Day<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"2462\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-1024x683.jpg\" alt=\"FIBEP 2026 Tech Day\" class=\"wp-image-2462\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-1024x683.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-300x200.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-768x512.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-1536x1024.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-2048x1366.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-6-850x567.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FIBEP 2026 Tech Day<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-1024x683.jpg\" alt=\"FIBEP 2026 Tech Day\" class=\"wp-image-2490\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-1024x683.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-300x200.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-768x512.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-1536x1024.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-2048x1365.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-10-850x567.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FIBEP 2026 Tech Day<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"2461\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-1024x683.jpg\" alt=\"FIBEP 2026 Tech Day\" class=\"wp-image-2461\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-1024x683.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-300x200.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-768x512.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-1536x1024.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-2048x1366.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-5-850x567.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FIBEP 2026 Tech Day<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"2459\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-1024x768.jpg\" alt=\"FIBEP 2026 Tech Day\" class=\"wp-image-2459\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-1024x768.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-300x225.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-768x576.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-1536x1152.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-2048x1536.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-2-850x638.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FIBEP 2026 Tech Day<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>RAG for news monitoring is a different beast than the typical tutorial examples. We deal with datasets of hundreds of millions or even billions of articles.<\/p>\n\n\n\n<p>A few things we&#8217;ve learned at Geneea:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Smart Filtering:<\/strong> Using filters over metadata and named entities to narrow down the dataset improves quality tremendously. But users rarely do this manually, so we derive the filters automatically.<\/li>\n\n\n\n<li><strong>Accuracy over prose:<\/strong> For power users, correctness and clear source attribution are far more important than how nicely the answer is written.<\/li>\n\n\n\n<li><strong>Attribution:<\/strong> It&#8217;s not just about what was said, but who said it \u2014 distinguishing between the journalist, the publication, and a quoted politician.<\/li>\n<\/ul>\n\n\n\n<p>For those interested in the technical details here are the slides, but they are only a summary \u2014 the most interesting parts were the live discussions.<\/p>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/2026-04-FIBEP-RAG.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of 2026-04 FIBEP RAG.\"><\/object><a id=\"wp-block-file--media-a8672deb-e464-480f-b079-ee954d8d4059\" href=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/2026-04-FIBEP-RAG.pdf\">2026-04 FIBEP RAG<\/a><a href=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/2026-04-FIBEP-RAG.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-a8672deb-e464-480f-b079-ee954d8d4059\">Download<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Hiking in Tenerife<\/h2>\n\n\n\n<p>Also, Tenerife is a great place for hiking: one can climb Teide (the highest mountain in Spain), explore the moon-like landscape around it, the rainforest in the North, or Masca \u2014 the &#8220;Machu Picchu&#8221; of Tenerife in the South.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"1024\" data-id=\"2463\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-576x1024.jpg\" alt=\"Tenerife: Masca\" class=\"wp-image-2463\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-576x1024.jpg 576w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-169x300.jpg 169w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-768x1365.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-864x1536.jpg 864w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-1152x2048.jpg 1152w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-300x533.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-850x1511.jpg 850w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-7-scaled.jpg 1440w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><figcaption class=\"wp-element-caption\">Tenerife: Masca<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-1024x576.jpg\" alt=\"Teide\" class=\"wp-image-2477\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-1024x576.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-300x169.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-768x432.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-1536x864.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-2048x1152.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-9-850x478.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Teide<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ad2f72ca wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-1024x576.jpg\" alt=\"Tenerife: Mirador Los Catalanes\" class=\"wp-image-2464\" srcset=\"https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-1024x576.jpg 1024w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-300x169.jpg 300w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-768x432.jpg 768w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-1536x864.jpg 1536w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-2048x1152.jpg 2048w, https:\/\/geneea.com\/news\/wp-content\/uploads\/2026\/04\/fibep-8-850x478.jpg 850w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Tenerife: Mirador Los Catalanes<\/figcaption><\/figure>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Last week at the FIBEP Tech Day conference, our Jiri Hana spoke about the practical challenges of building RAG systems for news publishers and media monitoring companies. RAG for news monitoring is a different beast than the typical tutorial examples. We deal with datasets of hundreds of millions or even billions of articles. A few&#8230;<\/p>\n","protected":false},"author":9,"featured_media":2488,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[386,378,398,344],"tags":[244,288,531,415],"class_list":["post-2457","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-events-shows","category-large-language-models","category-research-innovation","category-media","tag-ai","tag-llm","tag-media","tag-rag"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>RAG over Large Archives - Geneea News<\/title>\n<meta name=\"description\" content=\"Learn more about what&#039;s happening at Geneea: new NLP features, newest case studies, tutoring projects, conferences we attended, etc.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geneea.com\/news\/rag-over-large-archives\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RAG over Large Archives - 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