据了解,何泳澔的研究重心与技术兴趣偏向工业场景落地。当前,人形机器人仍处在 Demo 验证阶段,落地周期漫长。相比之下,工业场景环境结构化程度更高,垂类具身模型更容易完成商业化闭环。此前何泳澔在公开分享中也曾提及,相较于面向家庭的 VLA 大模型,轻量化 VA 模型更加适配工业作业场景,可以降低模型推理开销与数据训练难度,但工业落地同样需要完整工程体系做支撑,这或许是何泳澔选择加入新公司的重要考量。
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