This repository catalogs research papers on how agentic AI systems adapt during operation, organized into two main categories: Agent Adaptation (covering tool-execution and output-signaled approaches) and Tool Adaptation (covering agent-agnostic and agent-supervised strategies). It accompanies an arXiv preprint (2512.16301) providing taxonomy and development timelines for AI agent adaptation research.