Ai-Search on Tyler Wellshttps://blog-theta-seven-23.vercel.app/tags/ai-search/Recent content in Ai-Search on Tyler WellsHugoen-usThu, 16 Apr 2026 00:00:00 +0000Building Ozark Ridge: Lessons Learned and What I'd Do Differentlyhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-5-lessons-learned/Thu, 16 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-5-lessons-learned/[Retail AI Series 5/5] What worked, what didn't, what I'd do differently in v2, and why this project matters for e-commerce AI.Keyword Search vs Semantic Search: Why Natural Language Queries Need Vector Embeddingshttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-3-keyword-vs-semantic/Tue, 14 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-3-keyword-vs-semantic/[Retail AI Series 3/5] Side-by-side comparison of keyword and semantic search, why keyword search fails on natural language queries, and what the retrieval scores actually tell you.Building AI Search for a Retail Website: The Stack and Whyhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-1-stack/Sun, 12 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-1-stack/[Retail AI Series 1/5] Building a mock outdoor retail site with AI-powered product search and a Rufus-style assistant. This post covers the architecture, stack decisions, and why RAG matters for e-commerce.