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  <url>
    <loc>https://nirs4all.org/</loc>
    <lastmod>2026-06-11</lastmod>
    <changefreq>weekly</changefreq>
    <priority>1.0</priority>
    <image:image>
      <image:loc>https://nirs4all.org/assets/nirs4all_logo.png</image:loc>
      <image:title>nirs4all logo</image:title>
      <image:caption>nirs4all open-source NIR spectroscopy platform</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://nirs4all.org/assets/screenshots_studio/playground-page.png</image:loc>
      <image:title>nirs4all Studio Playground</image:title>
      <image:caption>Interactive spectral exploration in nirs4all Studio</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://nirs4all.org/assets/screenshots_studio/results-page.png</image:loc>
      <image:title>nirs4all results page</image:title>
      <image:caption>Model ranking and evaluation in nirs4all Studio</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://nirs4all.org/assets/screenshots_studio/pipeline-page.png</image:loc>
      <image:title>nirs4all pipeline builder</image:title>
      <image:caption>Pipeline configuration and orchestration in nirs4all Studio</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://nirs4all.org/assets/screenshots_studio/inspector-after-refresh.jpg</image:loc>
      <image:title>nirs4all inspector</image:title>
      <image:caption>Prediction inspection and sample-level analysis in nirs4all Studio</image:caption>
    </image:image>
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