PaSa is an intelligent paper search tool powered by large language models. It can automatically figure out what actions to take, such as using search tools, reading papers, and selecting relevant references. This enables it to provide comprehensive and accurate answers to complex academic questions. PaSa uses reinforcement learning to continuously improve itself end-to-end. Its performance is far better than many well-known search tools.