The agent follows a staged research approach: generating report structure from user queries, conducting initial research with Tavily search, creating summaries for each section, then optimizing through multi-round reflection cycles. It supports DeepSeek and OpenAI models, tracks research state, and outputs formatted markdown reports via Streamlit web interface.