#Benchmarking

The 'Self-Correction Illusion' in Agentic AI: Why LLMs Fail to Fix Their Own Reasoning

New research reveals the 'Self-Correction Illusion,' where LLMs excel at fixing external errors but fail to correct their own. The study calls for improved reasoning and monitoring in agentic AI rather than just model scaling.

Jason·Jun 6, 2026·2 min read