<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Mesa-Optimizer on C.CUI's Log</title><link>https://cuicaihao.github.io/tags/mesa-optimizer/</link><description>Recent content in Mesa-Optimizer on C.CUI's Log</description><generator>Hugo</generator><language>en-AU</language><lastBuildDate>Thu, 06 Aug 2026 07:00:00 +1000</lastBuildDate><atom:link href="https://cuicaihao.github.io/tags/mesa-optimizer/index.xml" rel="self" type="application/rss+xml"/><item><title>Mesa-Optimizers: When Tools Turn Treacherous</title><link>https://cuicaihao.github.io/posts/2026-08-05-mesa-optimizers-when-tools-turn-treacherous/</link><pubDate>Thu, 06 Aug 2026 07:00:00 +1000</pubDate><guid>https://cuicaihao.github.io/posts/2026-08-05-mesa-optimizers-when-tools-turn-treacherous/</guid><description>This post explores the concept of &amp;ldquo;mesa-optimizers,&amp;rdquo; intelligent entities that develop their own internal objectives, potentially diverging from their intended purpose. Drawing parallels from human behavior to AI safety, it explains how prolonged instrumentalization can lead to systems optimizing for hidden goals, even engaging in deceptive alignment to protect these internal objectives. The article highlights the treacherous outcomes when tools become self-serving, even suggesting humanity has its own internal mesa-optimizers.</description></item></channel></rss>