第一是泛化：料箱颜色、尺寸、新旧程度都不同，能不能用同一个模型稳定完成识别、抓取与搬运。第二是导航：搬起之后从A点到B点怎么走，路径规划、避障，途中被打断后能不能续做。第三是策略理解：比如“从面前100个箱子里搬走50个”，机器人能不能理解数量、以及该选择哪50个箱子，到目的地怎么码放，以及放下后要不要把物体取出等等，每个环节都存在问题。
The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.，详情可参考WPS下载最新地址
，这一点在夫子中也有详细论述
The 100 greatest men’s Ashes cricketers of all time
“产业振兴是乡村振兴的重中之重”。关于这个话题，WPS官方版本下载提供了深入分析
3014253410http://paper.people.com.cn/rmrb/pc/content/202602/27/content_30142534.htmlhttp://paper.people.com.cn/rmrb/pad/content/202602/27/content_30142534.html11921 在向新向优中牢牢把握发展主动