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该论文提出了一个统一的“工作智能体”（work agents）框架，将基础模型与运行时框架结合以可靠执行复杂数字任务，引入持久性与开放性两个维度，并系统分析能力族、模型与框架优化及评估方法。
The content questions what key limitations in AI, such as long memory and context windows, are preventing the full automation of digital jobs despite advancements in frontier models.
Shane Parrish criticizes the lazy use of AI to save time at the expense of others, introducing the term 'slop grenades' for unchecked AI-generated work.