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Explore a code-based video tutorial that delves into OpenAI's new multi-agent orchestration system, focusing on the design and implementation of complex user interaction management for customer service, sales, and support scenarios. Learn how to structure routines with systematic instructions for workflow handling, integrate Python-based tools through JSON schemas for dynamic actions, and implement conversation management through strategic tool calls. Master the implementation of agent handoffs that enable seamless transitions between different specialized agents, creating a flexible and dynamic interaction process. Understand the architecture that combines language model capabilities with actionable Python functions, resulting in a scalable solution for orchestrating complex interactions. Examine practical examples from the OpenAI Cookbook, including code demonstrations and real-world applications in customer service and sales domains.