In this episode Itiel Shwartz, Co-founder and CTO at Komodor, shares how his team is reimagining site reliability with Claudia AI, an autonomous system that detects, investigates, and remediates Kubernetes issues in real time. Itiel discusses the evolution from early AIOps concepts to today’s multi-agent architectures, where AI handles repetitive operations and frees engineers to focus on innovation. He also explores the challenges of accuracy, hallucination control, and balancing automation with human oversight. The conversation offers a deep look at how Komodor’s AI agents are shaping the next generation of reliability engineering in the age of large language models.