EP251: SR2AM End Overthinking AI

Title: Efficient Agentic Reasoning Through Self-Regulated Simulative PlanningSource: http://arxiv.org/abs/2605.22138v1Summary:This paper introduces a foundational three-system reasoning framework—comprising reactive, simulative, and self-regulated components—that enables agents to autonomously manage their planning depth and horizon. By treating the LLM as a world model for future-state prediction, it demonstrates that structured deliberation can allow smaller models to match the performance of systems orders of magnitude larger.