This repository catalogs research papers on large language model agents organized by topic areas including planning, memory mechanisms, tool usage, multi-agent systems, training methods, and domain applications in science, finance, medicine, and software engineering. It serves as a comprehensive survey resource for researchers studying autonomous AI agent systems and related techniques like RAG, reflection, and workflow automation.