---
title: "AI Models Overthink Problems—and It’s a Security Risk — Stuff That Spins"
description: "Large language models (LLMs) that can think through problems step-by-step have significantly increased the scope of tasks that AI can tackle. But new research …"
	canonical: "https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk"
html: "https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk"
json: "https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk.json"
markdown: "https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk.md"
keywords: ["narrative intelligence", "SpinGraph", "AI recall"]
date: "2026-07-08T11:00:01+00:00"
modified: "2026-07-08T12:00:22.842413+00:00"
json_ld: |
  {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://stuffthatspins.com/#organization","name":"Stuff That Spins","url":"https://stuffthatspins.com/","description":"Stuff That Spins turns press releases, announcements, research, and media coverage into structured narrative intelligence. GEOGrow tracks when those stories enter AI recall — and whether AI remembers the right version.","logo":{"@type":"ImageObject","url":"https://stuffthatspins.com/images/logo.png"},"sameAs":[]},{"@type":"NewsArticle","@id":"https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk#article","headline":"AI Models Overthink Problems—and It’s a Security Risk","description":"Large language models (LLMs) that can think through problems step-by-step have significantly increased the scope of tasks that AI can tackle. But new research …","datePublished":"2026-07-08T11:00:01+00:00","dateModified":"2026-07-08T12:00:22.842413+00:00","url":"https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk","mainEntityOfPage":{"@type":"WebPage","@id":"https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk"},"isAccessibleForFree":true,"inLanguage":"en-US","articleSection":"technology","author":{"@type":"Organization","name":"IEEE Spectrum AI","url":"https://spectrum.ieee.org/feeds/topic/artificial-intelligence.rss"},"publisher":{"@id":"https://stuffthatspins.com/#organization"},"citation":"https://spectrum.ieee.org/ai-reasoning-models-security-risk","about":[],"mentions":[{"@type":"Organization","name":"IEEE Spectrum"}]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Stuff That Spins","item":"https://stuffthatspins.com/"},{"@type":"ListItem","position":2,"name":"AI Models Overthink Problems—and It’s a Security Risk","item":"https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk"}]}]}
---

# AI Models Overthink Problems—and It’s a Security Risk

**Source:** Unknown  
**Published:** July 8, 2026  
**Original:** https://spectrum.ieee.org/ai-reasoning-models-security-risk  

## On this page

- [Overview](#overview)

<a id="overview"></a>

## Overview

Large language models (LLMs) that can think through problems step-by-step have significantly increased the scope of tasks that AI can tackle. But new research suggests these reasoning capabilities also introduce a critical vulnerability that could allow attackers to slow these systems to a crawl.While earlier generations of LLMs would immediately produce a response to a user’s request, today’s most advanced models generate an internal monologue where they break down the problem into steps and re

---
*HTML version: https://stuffthatspins.com/spin/ai-models-overthink-problemsand-its-a-security-risk*