Google has introduced an open-source full-stack AI agent stack combining Gemini 2.5 and LangGraph for multi-step web search, reflection, and synthesis.
The project addresses the limitations of existing large language models by enabling autonomous web searches, validation of results, and response refinement mimicking human research assistants.
The architecture includes a React frontend and a FastAPI + LangGraph backend, allowing for dynamic information synthesis and iterative search cycles.
The system emphasizes autonomous reasoning, delayed response synthesis, and source citations, making it suitable for research, knowledge bases, technical support bots, and consulting tools.