<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Multi-Agent on ayyzenn</title><link>https://ayyzenn.github.io/tags/multi-agent/</link><description>Recent content in Multi-Agent on ayyzenn</description><generator>Hugo -- 0.163.3</generator><language>en-us</language><lastBuildDate>Wed, 29 Oct 2025 00:00:00 +0000</lastBuildDate><atom:link href="https://ayyzenn.github.io/tags/multi-agent/index.xml" rel="self" type="application/rss+xml"/><item><title>Agentic RAG: My Multi-Agent Setup with Gemini and ChromaDB</title><link>https://ayyzenn.github.io/posts/agentic_rag/</link><pubDate>Wed, 29 Oct 2025 00:00:00 +0000</pubDate><guid>https://ayyzenn.github.io/posts/agentic_rag/</guid><description>&lt;h2 id="what-i-built"&gt;What I Built&lt;/h2&gt;
&lt;p&gt;Basic RAG retrieves docs and generates an answer. I wanted something smarter — a system that picks the right strategy and retries with heavier techniques when the first answer isn&amp;rsquo;t good enough.&lt;/p&gt;
&lt;p&gt;This project uses &lt;strong&gt;three agents&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Router Agent&lt;/strong&gt; — reads the question and checks answer quality&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Basic Generator Agent&lt;/strong&gt; — fast retrieval for simple questions&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Advanced Generator Agent&lt;/strong&gt; — uses heavier techniques for hard questions&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The system tries the fast path first. If the answer is weak, it automatically switches to advanced methods like query decomposition, HyDE, and multi-query retrieval.&lt;/p&gt;</description></item></channel></rss>