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    <url><loc>https://fredrickonyango.vercel.app/</loc><image:image><image:loc>https://fredrickonyango.vercel.app/fredrick-onyango.jpg</image:loc><image:caption>Fredrick Onyango — Full-Stack Developer, Backend Engineer and AI/ML Engineer based in Nairobi, Kenya</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/projects</loc></url>
    <url><loc>https://fredrickonyango.vercel.app/about</loc><image:image><image:loc>https://fredrickonyango.vercel.app/fredrick-onyango.jpg</image:loc><image:caption>Fredrick Onyango — Full-Stack Developer, Backend Engineer and AI/ML Engineer from Nairobi, Kenya</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/services</loc><image:image><image:loc>https://fredrickonyango.vercel.app/fredrick-onyango.jpg</image:loc><image:caption>Fredrick Onyango — Full-Stack, Backend and AI/ML Developer available for hire in Kenya and remotely</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/experience</loc></url>
    <url><loc>https://fredrickonyango.vercel.app/ai-engineering</loc></url>
    <url><loc>https://fredrickonyango.vercel.app/lab</loc></url>
    <url><loc>https://fredrickonyango.vercel.app/contact</loc></url>
    <url><loc>https://fredrickonyango.vercel.app/blog</loc><lastmod>2026-10-12</lastmod></url>
    <url><loc>https://fredrickonyango.vercel.app/projects/kilele-archade</loc><image:image><image:loc>https://fredrickonyango.vercel.app/og/project-kilele-archade.png</image:loc><image:caption>Kilele Archade — case study by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/projects/apex</loc><image:image><image:loc>https://fredrickonyango.vercel.app/og/project-apex.png</image:loc><image:caption>Apex — case study by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/projects/mediflow</loc><image:image><image:loc>https://fredrickonyango.vercel.app/og/project-mediflow.png</image:loc><image:caption>MediFlow — case study by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/lab/esp32-smart-weather-system</loc><lastmod>2025-01-01</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/lab-esp32-smart-weather-system.png</image:loc><image:caption>ESP32 Smart Weather System — lab experiment by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/lab/rag-strategy-bench</loc><lastmod>2025-06-01</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/lab-rag-strategy-bench.png</image:loc><image:caption>RAG Strategy Bench — lab experiment by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/lab/ai-provider-fallback-harness</loc><lastmod>2025-09-01</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/lab-ai-provider-fallback-harness.png</image:loc><image:caption>AI Provider Fallback Harness — lab experiment by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/lab/computer-vision-attendance</loc><lastmod>2024-11-01</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/lab-computer-vision-attendance.png</image:loc><image:caption>Computer Vision Attendance — lab experiment by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/lab/automation-scripts-collection</loc><lastmod>2025-03-01</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/lab-automation-scripts-collection.png</image:loc><image:caption>Automation Scripts Collection — lab experiment by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/building-kilele-archade-ai-learning-platform-kenya</loc><lastmod>2026-10-12</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-building-kilele-archade-ai-learning-platform-kenya.png</image:loc><image:caption>Building Kilele Archade: an AI Learning Platform for Kenya's CBC Curriculum — article by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/role-based-dashboards-teachers-students-parents</loc><lastmod>2026-08-20</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-role-based-dashboards-teachers-students-parents.png</image:loc><image:caption>Role-Based Dashboards for Teachers, Students and Parents — article by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/building-a-rag-system-for-an-educational-platform</loc><lastmod>2026-06-18</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-building-a-rag-system-for-an-educational-platform.png</image:loc><image:caption>Building a RAG System for an Educational Platform — article by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/designing-ai-powered-learning-systems</loc><lastmod>2026-04-30</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-designing-ai-powered-learning-systems.png</image:loc><image:caption>Designing AI-Powered Learning Systems — article by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/postgresql-and-pgvector-for-ai-applications</loc><lastmod>2026-02-14</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-postgresql-and-pgvector-for-ai-applications.png</image:loc><image:caption>PostgreSQL and pgvector for AI Applications — article by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/ai-engineering</loc><lastmod>2026-06-18</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-category-ai-engineering.png</image:loc><image:caption>AI Engineering writing by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/product-engineering</loc><lastmod>2026-10-12</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-category-product-engineering.png</image:loc><image:caption>Product Engineering writing by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/system-architecture</loc><lastmod>2026-08-20</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-category-system-architecture.png</image:loc><image:caption>System Architecture writing by Fredrick Onyango</image:caption></image:image></url>
    <url><loc>https://fredrickonyango.vercel.app/blog/databases</loc><lastmod>2026-02-14</lastmod><image:image><image:loc>https://fredrickonyango.vercel.app/og/blog-category-databases.png</image:loc><image:caption>Databases writing by Fredrick Onyango</image:caption></image:image></url>
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