EP402: Static baselines beat dynamic AI agents

Title: A Control System, a Dataset, and a Recipe for Making Frozen LLM Agents Learn a DomainSource: http://arxiv.org/abs/2607.25415v1Summary:This paper introduces a novel framework—comprising a control system, specific dataset, and methodology—enabling LLM agents to acquire domain-specific knowledge efficiently without retraining the large base model. This represents a significant breakthrough in agent learning and adaptation, allowing for rapid specialization and improved reasoning capabilities for 'frozen' LLMs.