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    1. Over the past year, the market has realized that data and analytics agents are essentially useless without the right context – they aren't able to tease apart vague questions, decipher business definitions, and reason across disparate data effectively.

      这一观点揭示了当前AI数据代理的核心困境:缺乏上下文理解能力导致其无法有效处理复杂业务问题。这挑战了单纯依赖模型能力就能解决所有数据推理问题的假设,强调了业务语义理解的重要性。