The Agentic DevOps Challenge As enterprise AI adoption matures, organizations are shifting from single-turn chat assistants to complex multi-agent orchestration meshes . In these architectures, specialized autonomous agents—such as planners, researchers, code executors, and API orchestrators—collaborate asynchronously to execute multi-step business workflows. However, managing the lifecycle of non-deterministic, agentic software introduces severe platform engineering challenges. Unlike t...