<?xml version="1.0" encoding="UTF-8"?>
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        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
        xsi:schemaLocation="http://www.sitemaps.org/schemas/sitemap/0.9
        http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd">

  <!-- Homepage -->
  <url>
    <loc>https://arlenkumar.com/</loc>
    <lastmod>2026-08-16</lastmod>
    <changefreq>weekly</changefreq>
    <priority>1.0</priority>
  </url>

  <!-- Contact Page -->
  <url>
    <loc>https://arlenkumar.com/contact</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
  </url>

  <!-- Resume Page -->
  <url>
    <loc>https://arlenkumar.com/resume</loc>
    <lastmod>2026-08-16</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.9</priority>
  </url>

  <!-- LLMs Generator Page -->
  <url>
    <loc>https://arlenkumar.com/llms-generator</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>

  <!-- arlen/bench — open benchmarks for agentic consumers -->
  <url>
    <loc>https://arlenkumar.com/bench</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/leaderboards/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/leaderboards/web-extraction</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/leaderboards/kyb-identity</loc>
    <lastmod>2026-06-10</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/instruments/freshness-lag</loc>
    <lastmod>2026-06-10</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/instruments/agent-harness</loc>
    <lastmod>2026-06-10</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/methodology</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/evals</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/about</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>

  <!-- bench — vendor profiles (web search) -->
  <url><loc>https://arlenkumar.com/bench/vendors/exa</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url>
  <url><loc>https://arlenkumar.com/bench/vendors/tavily</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url>
  <url><loc>https://arlenkumar.com/bench/vendors/serper</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url>
  <url><loc>https://arlenkumar.com/bench/vendors/brave</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/vendors/firecrawl</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/vendors/serpapi</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>

  <!-- bench — head-to-head comparisons (highest-intent queries) -->
  <url><loc>https://arlenkumar.com/bench/compare/exa-vs-tavily</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.8</priority></url>
  <url><loc>https://arlenkumar.com/bench/compare/exa-vs-serper</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/compare/tavily-vs-serper</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/compare/serper-vs-serpapi</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/compare/exa-vs-brave</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>
  <url><loc>https://arlenkumar.com/bench/compare/tavily-vs-firecrawl</loc><lastmod>2026-06-14</lastmod><changefreq>weekly</changefreq><priority>0.7</priority></url>

  <!-- GEO-16 explainer -->
  <url>
    <loc>https://arlenkumar.com/geo-16</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.9</priority>
  </url>

  <!-- Projects & Publications -->
  <url>
    <loc>https://arlenkumar.com/projects</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.9</priority>
  </url>

  <!-- Interactive builds & essays -->
  <url>
    <loc>https://arlenkumar.com/vows</loc>
    <lastmod>2026-08-15</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/benchmark-graveyard</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/proofwars</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/econsim</loc>
    <lastmod>2026-06-11</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/regress-fish</loc>
    <lastmod>2026-06-11</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/coverd</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/airquake</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/catherine-manor</loc>
    <lastmod>2026-06-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.4</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/vela</loc>
    <lastmod>2026-06-05</lastmod>
    <changefreq>yearly</changefreq>
    <priority>0.3</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/openfunnel</loc>
    <lastmod>2026-06-09</lastmod>
    <changefreq>yearly</changefreq>
    <priority>0.3</priority>
  </url>

  <!-- Blog -->
  <url>
    <loc>https://arlenkumar.com/blog</loc>
    <lastmod>2026-01-04</lastmod>
    <changefreq>daily</changefreq>
    <priority>0.9</priority>
  </url>

  <!-- LLMs.txt (for AI discovery) -->
  <url>
    <loc>https://arlenkumar.com/llms.txt</loc>
    <lastmod>2026-06-10</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>


  <!-- bench — per-vendor x primitive detail pages -->
  <url>
    <loc>https://arlenkumar.com/bench/vendors/exa/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/tavily/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/serper/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/brave/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/firecrawl/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/serpapi/web-search</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/exa/web-extraction</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/firecrawl/web-extraction</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/tavily/web-extraction</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/vendors/jina/web-extraction</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>

  <!-- bench — decision-engine use-case pages -->
  <url>
    <loc>https://arlenkumar.com/bench/for/rag-ingestion</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/for/ai-agents</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/for/seo-content</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/for/cost-sensitive</loc>
    <lastmod>2026-06-12</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
  </url>

  <!-- bench — citation snapshot, changelog, jina -->
  <url>
    <loc>https://arlenkumar.com/bench/snapshots/web_search-2026-q3</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://arlenkumar.com/bench/changelog</loc>
    <lastmod>2026-06-14</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.6</priority>
  </url>
</urlset>
