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Microsoft recently released AutoGen v0.4, an orchestration framework for AI agents. This update aims to enhance the flexibility and controllability of AI agents to meet user demands for functional extension and observability. Since its launch, AutoGen has garnered significant attention from developers, but users have encountered some architectural limitations, inefficient APIs, and insufficient debugging and intervention capabilities. In the new version, Microsoft focuses on improving the modularity and scalability of the framework.