智能体是能做事的A I。LLM是近几年AI领域最重要的发展。已经在语言理解与生成、对话交互以及知识整合等方面展示出超凡能力,但它是“缸中大脑”——擅长思考、分析与回答问题,却并不能真正地做事情。而在真实世界,大多数认知活动并不止于“给出答案”,而是要有完整的“认知-行动”闭环:我们要求AI得能够自主的拆解复杂需求,规划流程,调用工具和资源,实现从感知到决策再到执行的完整循环;进一步我们还希望AI的行动能够超出计算机和互联网领域,在物理世界中为我们做事情,则需要AI能够感知物理世界的信号,进行匹配具身的思考,通过设备/机器人把决策转化为执行,对现实环境产生直接影响。
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A year ago, I was one of those skeptics who was very suspicious of the agentic hype, but I was willing to change my priors in light of new evidence and experiences, which apparently is rare. Generative AI discourse has become too toxic and its discussions always end the same way, so I have been experimenting with touching grass instead, and it is nice. At this point, if I’m not confident that I can please anyone with my use of AI, then I’ll take solace in just pleasing myself. Continue open sourcing my projects, writing blog posts, and let the pieces fall as they may. If you want to follow along or learn when rustlearn releases, you can follow me on Bluesky.。关于这个话题,heLLoword翻译官方下载提供了深入分析
3014248310http://paper.people.com.cn/rmrb/pc/content/202602/27/content_30142483.htmlhttp://paper.people.com.cn/rmrb/pad/content/202602/27/content_30142483.html11921 让农民生活更加富裕美好