EP385: AI self-correction can destroy correct answers

Title: Verify, Repair, Repeat, or Stop? Robust Stopping for Noisy Verify-Repair Loops in LLM AgentsSource: http://arxiv.org/abs/2607.17641v1Summary:This paper introduces a novel framework for robustly managing iterative self-correction in LLM agents, specifically addressing reliable stopping criteria for verify-repair loops. This is foundational for building trustworthy and efficient agentic AI by preventing erroneous or infinite reasoning cycles in noisy environments.