Anthropic has introduced the Claude-managed agent, upgrading AI from a conversational tool to a sustainably operational production system. This system is a composable API suite designed to address the complexity and engineering costs enterprises face when deploying agents, boosting construction and deployment efficiency by 10 times. The Claude-managed agent provides a fully managed operational environment, allowing developers to focus on defining the agent's tasks, thereby reducing the complexity of development and operations and enabling AI to perform tasks over the long term, distinguishing it from traditional chatbots. Currently, the system has collaborated with enterprises such as Rakuten Group and Sentry, achieving improved delivery speeds. However, managed agents also face challenges such as high computational costs and whether enterprises are willing to entrust critical business processes to them.