The operational playbook for deterministic software services, known as DevOps, is insufficient for the emerging field of AI agents. Agents exhibit non-deterministic behavior, making traditional testing and continuous integration pipelines inadequate for production environments. A new discipline, termed AgentOps or GenAIOps, is emerging to address these challenges by focusing on continuous evaluation and specialized, decomposed agents that communicate over open protocols. AI
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IMPACT New operational practices are needed to manage the non-deterministic nature of AI agents in production.
RANK_REASON The article discusses the challenges and emerging practices for operating AI agents, comparing them to the evolution of DevOps for traditional software.