EP230: DeepRefine fixes messy AI knowledge bases

Title: DeepRefine: Agent-Compiled Knowledge Refinement via Reinforcement LearningSource: http://arxiv.org/abs/2605.10488v1Summary:DeepRefine establishes a general reinforcement learning framework for the autonomous refinement of agent-compiled knowledge bases using abductive diagnosis and a novel Gain-Beyond-Draft reward. It provides a foundational reasoning loop for maintaining persistent, high-fidelity external knowledge, which is essential for long-term agentic performance in knowledge-intensive tasks.