据我观察，能有效运用AI的企业，都会在涉及核心业务逻辑或面向客户的系统时，让经验丰富的人员参与监督。而那些陷入困境的，往往是过快推进自动化，缺失了这层关键保障。
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Scaling AI safely therefore requires an operational reset. Autonomous agents must be treated as accountable actors within the enterprise. This includes clear documentation of roles and responsibilities, regular review cycles and integration with existing IT and risk processes. Access should be intentional and continuously validated and activity must remain observable. Organizations that make this shift are not constraining innovation; they are creating the conditions for sustainable scale. In the AI era, operational maturity is what ultimately separates experimentation from durable advantage.
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