春节，大概是一年中「含片量」最高的时刻。
Plaid valued at $8B in employee share sale
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That Walmart deal was a smart way for Apple to test out the viability of cheaper MacBooks without building an entirely new product. But now the M1 Air’s design looks seriously dated, and the company also needs to move beyond the six-year-old M1 chip. It's time to get serious about delivering a true low-cost Apple laptop.
从路径上看，前面提到现在智能体规模化应用集中在编程和工作流自动化方面，随着机器智能深度理解水平的提升，可以预期智能体的应用会不断拓展边界，能承担更抽象、复杂的任务，更多的自主规划和决策，来把人类的意图转化为结果。当然，突破不等于抛弃工作流。在企业高风险场景里，工作流/权限/审计会变成“护栏”，用来限制智能体的行动空间，以确保应用的安全。在相当长的时间内，人类的审批、审计在智能体工作的闭环中可能都是不可缺少的。
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