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ControlFlow is a Python framework that is open-source and designed to facilitate the development of AI-powered workflows. It accomplishes this by incorporating large language models (LLMs) into organized, task-based sequences. The framework leverages Prefect’s workflow orchestration capabilities, providing users with the tools to outline tasks, deploy dedicated AI agents, and oversee the execution flow within a comprehensive framework. By adopting this method, users gain better oversight of AI agents, which helps in minimizing errors and optimizing task management in AI-driven applications.