Beyond MLOps: The New Discipline for Autonomous AI Systems

As autonomous agents move into production environments, enterprises are discovering that MLOps practices designed for model management don't translate to systems that take real actions in the world. AgentOps is emerging as a critical new discipline for monitoring and controlling agents that can trigger database writes, send emails, and spawn sub-agents—where failure means irreversible action, not just bad predictions.