APEX: Adaptive Principle EXtraction A Three-Layer Self-Evolution Framework for Production AI Agents

Ya-Chuan Chen, Tien-Jen Lai, Hsiang-Wei Hu

Self-improvement in AI agents has emerged as a key research frontier: systems that modify their own prompts, workflows, and decision rules based on accumulated operational experien…