The Bee Agent Framework is an open-source toolkit designed to create scalable agent-based workflows with various AI models. It offers robust performance with IBM Granite and Llama 3.x models, providing developers with tools to build complex agentic architectures that efficiently manage workflow states and offer production-ready features for real-world deployment.