<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Keel Agents: writing</title><description>Notes on stopping invented citations, testing retrieval and putting a person between an AI agent and your business tools, with the numbers stated exactly.</description><link>https://keelagents.pages.dev/</link><language>en-gb</language><atom:link href="https://keelagents.pages.dev/rss.xml" rel="self" type="application/rss+xml"/><item><title>Human approval for AI agents that write to real tools</title><link>https://keelagents.pages.dev/writing/human-approval-ai-agents/</link><guid isPermaLink="true">https://keelagents.pages.dev/writing/human-approval-ai-agents/</guid><description>How to let an AI agent change Asana and HubSpot safely: the model drafts, code does the dates, a person approves one exact version, each write happens once.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate><author>keel.agents@gmail.com (Filip)</author></item><item><title>How to stop a RAG assistant inventing citations</title><link>https://keelagents.pages.dev/writing/rag-citation-verification/</link><guid isPermaLink="true">https://keelagents.pages.dev/writing/rag-citation-verification/</guid><description>A RAG assistant that cites sources can still invent them. How I verify every citation and every sentence in code, refuse when a check fails, and log why.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate><author>keel.agents@gmail.com (Filip)</author></item><item><title>When hybrid search scores worse than vector search</title><link>https://keelagents.pages.dev/writing/when-hybrid-search-scores-worse/</link><guid isPermaLink="true">https://keelagents.pages.dev/writing/when-hybrid-search-scores-worse/</guid><description>Adding BM25 to vector search cut my RAG assistant&apos;s recall@5 from 0.86 to 0.58 on 36 labelled questions. What I tried, what I shipped, and what to test first.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate><author>keel.agents@gmail.com (Filip)</author></item></channel></rss>