Kingsoft Office's New Agent: The Engineering Value of 100k-Word Speed Notes Goes Beyond Office Work

100k-word quick notes, five embodied AI coffee chats, discussions with dozens of guests—world models, VLA, robot RL... these terms aren't new in the robotics section, but what's fresh is that Kingsoft Office's Agent turned this raw material into usable docs. I checked the spec sheet; my core take: this isn't a toy for "LLM chatting," it's an engineered product approaching the threshold of practicality.