<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1" xmlns:xhtml="http://www.w3.org/1999/xhtml" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1">
  <url>
    <loc>http://parkerwilliams.org/rambling</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-03-22</lastmod>
  </url>
  <url>
    <loc>http://parkerwilliams.org/rambling/2026/3/21/spectral-instability-in-attention-matrices-as-a-leading-indicator-of-transformer-rule-violations</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-22</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/51b7806ce4b0d33894940c7d/ee0eb00d-cafd-4f9b-92d9-d71d061ec421/training_curves.png</image:loc>
      <image:title>Rambling - Spectral Instability in Attention Matrices as a Leading Indicator of Transformer Rule Violations - 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>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/51b7806ce4b0d33894940c7d/dd542187-9e9e-4a1a-b02b-6c1f97c7930b/event_aligned_qkt_layer_0_stable_rank.png</image:loc>
      <image:title>Rambling - Spectral Instability in Attention Matrices as a Leading Indicator of Transformer Rule Violations - 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>
    </image:image>
  </url>
  <url>
    <loc>http://parkerwilliams.org/rambling/2025/12/11/good-busy-or-bad-busy</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-12-16</lastmod>
  </url>
  <url>
    <loc>http://parkerwilliams.org/home</loc>
    <changefreq>daily</changefreq>
    <priority>1.0</priority>
    <lastmod>2025-12-11</lastmod>
  </url>
</urlset>

