Scalable AI Agent Orchestration System
Design an enterprise-grade agentic AI platform capable of performing multi-step tasks using external tools and long-term memory. The system must support asynchronous task execution, human-in-the-loop approvals for sensitive actions, and provide a reliable way to recover state if components fail. Consider scalability for thousands of concurrent agents and security constraints regarding code execution and data privacy.
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