AgentFlow

AgentFlow is a trainable, tool-integrated agent framework aimed at overcoming the scalability and generalization challenges in existing tool-augmented reasoning approaches. It achieves more effective planning and tool utilization by introducing four specialized modules: planner, executor, verifier, and generator. The framework employs online optimization to directly refine the planning agent within the system, thereby enhancing the reliability of tool calls and long-horizon reasoning capabilities across diverse domains.