An immediate step is to treat human attention as a first-class cost. Agents should be required to log every human query: who was asked, what was asked and what was done with the answer. These logs should be auditable, just as financial records are. Sensing budgets would operationalize this. An agent could be capped at a fixed number of human queries per hour, forcing it to modulate its demands on human attention. Rate-limiting is already standard practice for software APIs. There is no reason a Human API should be exempt.
昨天，xAI 12 位联合创始人之一的 Toby Pohlen 发文宣布离职。
。关于这个话题，使用 WeChat 網頁版提供了深入分析
《解放軍報》稱此次清洗將「推動人民軍隊換羽重生」。
“父亲从来不是提要求你们要怎样做，他就是把事情做对，让你看在眼里，也就学会了。”高铭暄的儿子高晓东在接受媒体采访时曾分享，小时候住的家属院里，各家都在楼道里码放蜂窝煤，自家的煤永远比别人家码得高一点窄一点，父亲觉得这样可以给过路人留下更宽的路。
AI-RAN的野心，就是想打通这最后一公里。但需要厘清的是，AI与RAN的关系其实是双向的。业界通常用两个词来定义这种关系：一个是“AI for RAN”，即用AI来优化无线接入网的性能——信道估计、波束管理、负载均衡，这些都是AI赋能网络的典型场景；另一个是“RAN for AI”，即把基站本身变成AI算力的提供者，让遍布各地的站点成为分布式推理的基础设施。英伟达的逻辑很简单：与其让AI在基站外面转悠，不如直接把它请进去，让基站自己变聪明。