This article presents Tongyi DeepResearch, an open-source AI agent that matches OpenAI's benchmarks in various reasoning tasks. It outlines the innovative methodologies used in training, including synthetic data generation and new reasoning frameworks. The focus is on enhancing the agent's decision-making and planning capabilities.