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From Generative AI to Agentic AI, which focuses on the autonomous execution of complex goals rather than mere content creation. It outlines a strict, progressive "Crawl-Walk-Run" implementation strategy, urging organizations to first automate specific vertical workflows before attempting complex cross-functional integration. Key strategic pillars address the necessity of Multi-Agent Orchestration Patterns, such as the Sequential or Supervisor models, and the critical importance of robust safety measures like Circuit Breakers and kill switches to prevent runaway actions or cost overruns. Furthermore, the guide emphasizes architectural requirements for achieving true agentic memory using hybrid Vector and Knowledge Graph systems, applying the principle of Least Privilege to govern non-human identities, and utilizing advanced observability platforms to trace the agent's internal reasoning for audit and rapid failure diagnosis.