<?xml version="1.0" encoding="UTF-8"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/phi-models</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/the-small-model-challenge</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/phi-1-textbooks-are-all-you-need</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/phi-1-5-extending-to-reasoning</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/phi-2-scaling-quality</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/phi-3-quality-meets-scale</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/code-implementation-phi-style-attention</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/understanding-phi-s-efficiency</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/limitations-and-considerations</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/deployment-and-practical-use</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/summary</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/phi-models-textbook-quality-data/quiz</loc><lastmod>2025-08-03T00:00:00.000Z</lastmod></url></urlset>