<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://aaron-hays.com</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>1</priority>
</url>
<url>
<loc>https://aaron-hays.com/about</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://aaron-hays.com/demos</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/ai-data-analyst</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/agent-driven-discovery</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/security-sim</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/analyst-correlation-engine</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/code-atlas</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/claude-architect-fundamentals</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/projects/ai-systems-architecture</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/agent-trace-telemetry</loc>
<lastmod>2026-04-10T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/three-local-models-compared</loc>
<lastmod>2026-03-31T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/agent-investigation-with-query-tools</loc>
<lastmod>2026-01-05T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/entity-profiling-over-anomaly-flagging</loc>
<lastmod>2026-01-05T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/deterministic-validation-for-llm-output</loc>
<lastmod>2026-01-03T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://aaron-hays.com/findings/local-llm-security-agent</loc>
<lastmod>2026-01-02T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
</urlset>
