Conversations vs. Graphs: A Deep Dive into AutoGen and LangGraph Core Design principals and hands-on

As we shift from simple chatbots to complex multi-agent systems, the choice of framework becomes a critical architectural decision. I’ve been experimenting with the two giants of the space: LangGraph and AutoGen. This post explores their core philosophies—explicit state management vs. autonomous message passing—and details my experience using them for real-world scenarios like blog post creation and complex code generation. If you're looking to scale your AI agents from 'cool demo' to 'reliable system,' this is for you.

Details coming soon...

CodeGenerator Agent with AutoGen0.4 and Gradio UI: Interactive Python script to calculate trapezoid area, featuring human feedback integration and detailed instructions.