<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Multimodal on Fred</title><link>/tags/multimodal/</link><description>Recent content in Multimodal on Fred</description><generator>Hugo</generator><language>en</language><copyright>Copyright (c) 2020-2024 Thulite</copyright><lastBuildDate>Wed, 15 Apr 2026 11:42:18 +0200</lastBuildDate><atom:link href="/tags/multimodal/index.xml" rel="self" type="application/rss+xml"/><item><title>Rich Mode: Extending RAG with Direct Visual Evidence</title><link>/blog/rich-mode-extending-rag-with-direct-visual-evidence/</link><pubDate>Mon, 13 Apr 2026 12:07:05 +0100</pubDate><guid>/blog/rich-mode-extending-rag-with-direct-visual-evidence/</guid><description>An exploration of the structural limitations of text-based RAG systems, supported by benchmarks, and how Rich mode introduces a multimodal retrieval strategy that preserves and leverages images as first-class evidence.</description></item></channel></rss>