In 1992, in a small shop in British Columbia, a sign maker named Blair Gran stared at a wall full of half-finished jobs and felt something click. Sign-making was treated like a commodity — orders in, banners out — but as thousands of signs came through his shop, he couldn’t help but notice the difference between the good ones and the bad ones. He could see that every sign that left his shop was either helping a business get noticed, or letting it disappear in plain sight.
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2026年2月，我与对象驱车实地考察了另一家机构。这家也在朝阳区，只是位置更偏僻。乍一看，机构装潢还算不错，卫生也还整洁，价格也是两百多元一天。然而，又是因为生意火爆，正经的狗房间已经没有空位了，如要订房，狗就只能屈尊到用围栏围起来的空间住着，还没有实时监控可看，不管是生病了，还是走丢了，我们都无法第一时间得知。
再次，学术界和产业界都有大量的人才、资源投入到智能体领域，以ACL（国际计算语言学协会年会）2025为例，有超过230篇论文和智能体相关，为历年最高，涵盖规划、工具使用、多智能体协作与评估等多个方向。
The 2984 was a huge step forward. Unlike the token-based machines of the 1960s,