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    <title>Forem: Aldrin Çifliku</title>
    <description>The latest articles on Forem by Aldrin Çifliku (@guy1998).</description>
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      <title>Forem: Aldrin Çifliku</title>
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      <title>Ultimate RAG is here!</title>
      <dc:creator>Aldrin Çifliku</dc:creator>
      <pubDate>Mon, 04 May 2026 18:57:01 +0000</pubDate>
      <link>https://forem.com/guy1998/ultimate-rag-is-here-5da8</link>
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      <description>&lt;p&gt;You can find the first open source Structure Aware RAG here:&lt;br&gt;
&lt;a href="https://github.com/guy1998/glaucias" rel="noopener noreferrer"&gt;https://github.com/guy1998/glaucias&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;One of the big challenges in modern RAG is the identification of anaphoric references in text. Things like "see Section 5.2" or "check below" are lost during simple semantic search. Therefore semantic search is not always extracting meaning. I managed to solve this and encapsulate it in this open source RAG platform called Glaucias. Check it out and leave me your impressions!&lt;/p&gt;

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      <category>docling</category>
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