https://wiki.osgeo.org/w/index.php?action=history&feed=atom&title=User_talk%3AArazshah 2026-05-25T10:19:01Z Revision history for this page on the wiki MediaWiki 1.35.9 https://wiki.osgeo.org/w/index.php?title=User_talk:Arazshah&diff=135881&oldid=prev 2026-05-14T11:06:14Z

<p>Hybrid spatial + semantic retrieval strategies</p> <p><b>New page</b></p><div>Excited to share the First Edition of my book: &quot;Comprehensive Guide to Spatial RAG&quot;<br /> <br /> After months of research, hands-on development, and countless cups of coffee ☕, I’m thrilled to release the first edition of my comprehensive guide on Spatial Retrieval-Augmented Generation (Spatial RAG) — a topic I’m deeply passionate about.<br /> <br /> 📖 What’s inside?<br /> This book covers everything from fundamentals to production-ready systems:<br /> <br /> 🗺️ Geospatial data fundamentals for AI engineers<br /> 🔍 Hybrid spatial + semantic retrieval strategies<br /> 🗄️ PostGIS + pgvector integration<br /> 🤖 Spatial-aware LLM prompt engineering<br /> 🔌 Model Context Protocol (MCP) for GeoAI<br /> 💬 GeoChat — bridging the gap between GIS and AI agents<br /> 🚀 Production deployment with Docker, FastAPI &amp; more<br /> <br /> 🛠️ What’s coming next?<br /> I’ll be publishing all the code from the book step by step on my GitHub, organized chapter by chapter — so you can follow along, experiment, and build your own Spatial RAG systems.<br /> <br /> 👉 Stay tuned and follow along the journey!<br /> <br /> 💬 This is version 1.0 — and I need YOUR feedback!<br /> As an OSGeo Advocate and someone who believes deeply in the open-source spirit, I value community input above everything else.<br /> Found an error? Tell me.<br /> Have a better approach? Share it.<br /> Want a topic expanded? Let me know.<br /> <br /> Your feedback will directly shape the next edition of this book. 🙏<br /> <br /> 🔗 Learn more about my work:<br /> 🌐 https://araz.me<br /> <br /> hashtag#SpatialRAG hashtag#GeoAI hashtag#LLM hashtag#RAG hashtag#GIS hashtag#PostGIS hashtag#MachineLearning hashtag#OpenSource hashtag#O</div>

Arazshah