<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Retrieval on Subhajai Benchadhikul</title><link>https://subhajai.benchadhikul.com/tags/retrieval/</link><description>Recent content in Retrieval on Subhajai Benchadhikul</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Fri, 02 Oct 2026 09:00:00 +0700</lastBuildDate><atom:link href="https://subhajai.benchadhikul.com/tags/retrieval/index.xml" rel="self" type="application/rss+xml"/><item><title>RAG for the Parts of Commerce That Change Every Hour</title><link>https://subhajai.benchadhikul.com/posts/2026-10-02-rag-for-the-parts-of-commerce-that-change/</link><pubDate>Fri, 02 Oct 2026 09:00:00 +0700</pubDate><guid>https://subhajai.benchadhikul.com/posts/2026-10-02-rag-for-the-parts-of-commerce-that-change/</guid><description>Retrieval-Augmented Generation is still the right tool for large, fast-moving knowledge. Here is where it earns its place in an e-commerce architecture, and where it does not.</description></item><item><title>Your Catalog Is Not a Pile of Documents</title><link>https://subhajai.benchadhikul.com/posts/2026-09-12-your-catalog-is-not-a-pile-of-documents/</link><pubDate>Sat, 12 Sep 2026 07:00:00 +0700</pubDate><guid>https://subhajai.benchadhikul.com/posts/2026-09-12-your-catalog-is-not-a-pile-of-documents/</guid><description>A follow-up to architecting commerce for AI agents. Once an agent can reach your store, something has to decide what comes back — and the standard chunk-embed-search pipeline quietly breaks on every one of the four retrieval problems commerce actually has.</description></item></channel></rss>