This repository organizes research papers and resources around the theme of integrating reasoning with action in LLM-based agent systems. It covers thematic areas including planning, tool use, search algorithms, self-evolution through memory and feedback, multi-agent systems, and real-world applications and benchmarks. The collection is based on a comprehensive survey paper on agentic reasoning for LLMs.