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    <loc>https://isarar.com/</loc>
    <lastmod>2026-08-17</lastmod>
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    <priority>1.0</priority>
    <image:image>
      <image:loc>https://isarar.com/isarar-900.jpg</image:loc>
      <image:title>Isarar Siddique</image:title>
    </image:image>
    <image:image>
      <image:loc>https://isarar.com/og-home.jpg</image:loc>
      <image:title>I build medical AI that reaches patients</image:title>
    </image:image>
  </url>

  <url>
    <loc>https://isarar.com/blog/</loc>
    <lastmod>2026-08-17</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>

  <url>
    <loc>https://isarar.com/blog/the-wrong-person-to-tell-you-about-my-brother/</loc>
    <lastmod>2026-08-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://isarar.com/og-brother.jpg</image:loc>
      <image:title>The wrong person to tell you about my brother</image:title>
      <image:caption>My brother started building at eleven and ships production healthcare systems at eighteen. I am his sibling, so discount me accordingly. Here is what I think actually explains it, </image:caption>
    </image:image>
  </url>

  <url>
    <loc>https://isarar.com/blog/the-booth-is-the-cost/</loc>
    <lastmod>2026-08-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://isarar.com/og-booth.jpg</image:loc>
      <image:title>The booth is the cost</image:title>
      <image:caption>A hearing test is one of the cheapest procedures in medicine, so why does almost nobody in rural India get one? The answer is the room, not the test. What has to be true before you</image:caption>
    </image:image>
  </url>

  <url>
    <loc>https://isarar.com/blog/a-clinician-who-cannot-see-why/</loc>
    <lastmod>2026-08-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://isarar.com/og-fusion.jpg</image:loc>
      <image:title>A clinician who cannot see why will not act</image:title>
      <image:caption>I had a screening model that scored better than the one we deployed. I threw it away. On buying attribution with accuracy, and why explainability is an architectural constraint rat</image:caption>
    </image:image>
  </url>

  <url>
    <loc>https://isarar.com/blog/icd-11-has-no-clean-map/</loc>
    <lastmod>2026-08-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://isarar.com/og-icd.jpg</image:loc>
      <image:title>ICD-11 has no clean map from ICD-10</image:title>
      <image:caption>Coding is where health data quality is silently won or lost, long before anybody trains a model on it. Four migration cases, three of which need a clinician, and why we kept a huma</image:caption>
    </image:image>
  </url>

  <url>
    <loc>https://isarar.com/blog/cold-emailing-into-research-labs/</loc>
    <lastmod>2026-08-16</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://isarar.com/og-email.jpg</image:loc>
      <image:title>How I cold-emailed my way into eleven research labs</image:title>
      <image:caption>No application portals, no referrals, no pedigree. The first fifty emails got me nothing. Here is the single change that took the reply rate to roughly one in six.</image:caption>
    </image:image>
  </url>

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