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    <loc>https://www.graphiumlabs.com/blog/vector-embeddings-for-semantic-search</loc>
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    <loc>https://www.graphiumlabs.com/blog/end-of-lookup-rethinking-search-as-infrastructure</loc>
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      <image:title>Blog - The End of Lookup - Rethinking Search as Infrastructure - Make it stand out</image:title>
      <image:caption>A photo of several old filing cabinets that are slightly opened and abandoned.</image:caption>
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  <url>
    <loc>https://www.graphiumlabs.com/blog/precision-and-recall-why-it-matters</loc>
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    <loc>https://www.graphiumlabs.com/blog/part2-gunthers-universal-scalability-law</loc>
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    <lastmod>2025-02-25</lastmod>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Chart 4: Bounded &amp; Regressive scaling, where once load exceeds N_critical, throughput begins to drop. If load continues increasing, throughput will eventually drop to 0 (over a very long tail).</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 4: Phantom Traffic Jam / Traffic Wave Source: https://www.reddit.com/r/dataisbeautiful/comments/ks6pzd/oc_numerical_simulation_of_traffic_jam_formation/</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 2: Monorail with more trains, still operating smoothly.</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Chart 2: Unbounded scaling visualized as a log scaled graph</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 3: Monorail with 10 trains means that several trains now have to wait their turn to get into the two stations</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 6: Commuters begin to despair as several empty Not In Service trains go through the station as they wait for a working train to pick stop for them to board.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/6668dd072589c94cec9eb4cc/d20e23d2-2c88-4bcc-9cf3-4084b998d48d/Monorail+-+intro.png</image:loc>
      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 1: A single 20-passenger monorail, with two stations.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/6668dd072589c94cec9eb4cc/dde7d7af-518f-41c3-b9ce-f8e01defaaa0/Linear+scaling.png</image:loc>
      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Chart 1: Linear scaling, where throughput is a constant multiple of units of load in the system, shown in both linear and log-scaled load N. The remaining plots in this post will use a log scaled load N (below) to make the non-linear scaling dynamics easier to see</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Chart 3: Bounded scaling - throughput is bounded by a horizontal asymptote at /.</image:caption>
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      <image:title>Blog - The Physical Properties of Data - Part 2: Working with Gunther's Universal Scalability Law - Make it stand out</image:title>
      <image:caption>Image 5: The main monorail loop with an additional smaller maintenance track on the left side</image:caption>
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    <loc>https://www.graphiumlabs.com/blog/similarity-in-recommendation-systems</loc>
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    <lastmod>2024-11-22</lastmod>
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      <image:title>Blog - Similarity-Based Search in Recommendation Systems - Make it stand out</image:title>
      <image:caption>Credit: Userr999, CC BY-SA 4.0 &lt;https://creativecommons.org/licenses/by-sa/4.0&gt;, via Wikimedia Commons</image:caption>
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      <image:title>Blog - Similarity-Based Search in Recommendation Systems - Make it stand out</image:title>
      <image:caption>Credit: Chire - Own work, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=59409335</image:caption>
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      <image:title>Blog - Similarity-Based Search in Recommendation Systems - Make it stand out</image:title>
      <image:caption>X/Twitter tweet of @GirlFromBlupo who was recommended too many toilet seats.</image:caption>
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    <lastmod>2025-02-24</lastmod>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Making perfect copies</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Fractal geometry</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1)</image:title>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Source: How Cosmologists Explain the Universe to Friends and Family (Springer)</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Derek Harper / Gravel near White Down Cross</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Physical Properties of Data (Part 1) - Make it stand out</image:title>
      <image:caption>Attribution: Aeroid, CC BY-SA 4.0, via Wikimedia Commons</image:caption>
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    <loc>https://www.graphiumlabs.com/blog/the-real-ai-revolution</loc>
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    <lastmod>2024-10-30</lastmod>
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      <image:title>Blog - The (Real) Revolution under the AI Revolution - Make it stand out</image:title>
      <image:caption>(source: https://en.wikipedia.org/wiki/Linear_programming)</image:caption>
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      <image:title>Blog - The (Real) Revolution under the AI Revolution - Make it stand out</image:title>
      <image:caption>(source: https://diy.dunnlumber.com/projects/how-to-make-a-diy-plinko-game-board)</image:caption>
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      <image:caption>(Training a neural network, source: 3Blue1Brown)</image:caption>
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    <loc>https://www.graphiumlabs.com/blog/introducing-hypergraph-hyperscaler</loc>
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