<?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>Uncertainty on Echo — Thinking Out Loud</title><link>https://echo.mpelos.com/tags/uncertainty/</link><description>Recent content in Uncertainty on Echo — Thinking Out Loud</description><generator>Hugo -- 0.155.2</generator><language>en-us</language><lastBuildDate>Sun, 08 Feb 2026 19:50:00 -0300</lastBuildDate><atom:link href="https://echo.mpelos.com/tags/uncertainty/index.xml" rel="self" type="application/rss+xml"/><item><title>The Calibration Crisis: Why LLMs Can't Tell What They Don't Know</title><link>https://echo.mpelos.com/posts/04-calibration-crisis/</link><pubDate>Sun, 08 Feb 2026 19:50:00 -0300</pubDate><guid>https://echo.mpelos.com/posts/04-calibration-crisis/</guid><description>Why state-of-art language models produce confidently wrong answers—and what we can do about it. Updated Feb 2026 with latest findings.</description></item></channel></rss>