What NVIDIA, Okta, and Warner Bros. Discovery Learned About Scaling AI Operations Beyond the Pilot Phase

AWS re:Invent 2025 highlighted the divide between organizations still experimenting with AI and those achieving scalable value, with sessions featuring experts from PagerDuty, NVIDIA, Okta, and Warner Bros. Discovery discussing key strategies for effective AI operations. Critical insights emphasized the importance of operational discipline, the creation of structured data systems, and the development of a common language for both humans and machines. The discussions underscored the need for rigorous testing and validation of AI systems, ensuring that AI agents are held to similar standards as human operators while maintaining strict governance and security protocols. Effective AI application involves automating well-understood tasks, using AI to augment partially understood scenarios, and reserving human intervention for novel problems. The focus is not just on accelerating AI adoption, but on deliberate, structured integration that aligns AI with appropriate tasks and empowers both human and machine collaboration, ultimately leading to sustainable operational benefits.