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过去很多团队评估 AI,重点还是回答质量、推理能力、上下文长度和调用成本。现在越来越多产品开始强调长任务、持续运行、工具调用、状态管理、自动修复和本地部署。这意味着行业竞争的重心,正在从模型单点能力,转向系统级可交付能力。
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