首先是大模型的持续进步，主要体现在推理模型的出现提供了更强的任务理解、规划能力，以及多模态模型的发展为智能体能够处理和生成更复杂的信息提供了基础。
刘先明：如果做过机器学习或AI，就知道PR曲线。当曲线较平时，只能在安心、效率、场景间权衡，本质没得选。
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When a16z set up its first crypto fund, digital assets were still a novelty amid traditional investors. But the venture firm and Dixon shepherded institutional money into the space, with a number of other mega-firms soon following, including Paradigm as well as Haun Ventures, which was founded by a former a16z crypto general partner. Fortune reported last year that Haun was raising $1 billion across two new funds.
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Maria Diaz/ZDNETAfter running the Shark UV Reveal multiple times a week, I've never had to rescue it when it gets stuck on an obstacle. With up to three hours of battery life, the UV Reveal cleans my entire main floor, including the office and guest bedroom, in 94 minutes on a single charge.