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  <url>
    <loc>https://markhayden.dev/thoughts/agent-memory-system-where-it-falls-apart/</loc>
    <lastmod>2026-04-22T12:00:00.000Z</lastmod>
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    <image:image>
      <image:loc>https://markhayden.dev/images/social/auto/agent-memory-system-where-it-falls-apart.webp</image:loc>
      <image:title>Congrats on Your Agent Memory System. Here&apos;s Where It Falls Apart.</image:title>
      <image:caption>Across seven public agent memory systems, the same five decisions and five cracks keep recurring. Those cracks are where costly failures tend to live.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://markhayden.dev/thoughts/work-ethic-is-still-the-moat/</loc>
    <lastmod>2026-04-21T12:00:00.000Z</lastmod>
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    <image:image>
      <image:loc>https://markhayden.dev/images/social/auto/work-ethic-is-still-the-moat.webp</image:loc>
      <image:title>Work Ethic Is Still the Moat</image:title>
      <image:caption>AI raised the floor, but the advantage is not exclusive. Work ethic is still the moat, and the gap between talkers and shippers just got easier to see.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://markhayden.dev/thoughts/agentic-memory-has-layers/</loc>
    <lastmod>2026-04-20T12:00:00.000Z</lastmod>
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    <priority>0.7</priority>
    <image:image>
      <image:loc>https://markhayden.dev/images/social/auto/agentic-memory-has-layers.webp</image:loc>
      <image:title>Like an Onion, Agentic Memory Has Layers</image:title>
      <image:caption>Memory in agents isn&apos;t one thing. Four layers — context window, session state, compiled context, durable memory — and how to reason about each.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://markhayden.dev/thoughts/ai-could-finally-make-learning-personal/</loc>
    <lastmod>2026-04-19T12:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://markhayden.dev/images/social/auto/ai-could-finally-make-learning-personal.webp</image:loc>
      <image:title>We’re Using AI to Replace Learning, Not Transform It</image:title>
      <image:caption>AI&apos;s biggest education shot isn&apos;t replacement — it&apos;s personalization. Adapting to the actual student instead of forcing one delivery system on everyone.</image:caption>
    </image:image>
  </url>
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