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The converse is also worth asking — whether simulating artificial environments (for instance a 3d representation of a Youtube video) might have unintended negative consequences. Fei-Fei Li’s startup World Labs, which aims to make the leading “world model” — an alternative to language models based on tokenizing physical space rather than words — recently raised a substantial amount of money. As consumer-facing robots become more plausible, the business case for such a model is obvious. But what physical spaces are “world” models actually being trained on? The contemporary physical environment, sound-proofed, plastic-coated, and artificially-colored, is radically different from the environment that Homo sapiens evolved to excel in.

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In short: if you can swap in a different set of weights and use the exact same inference code for a different task, your setup is legitimate. If the inference code is inseparable from the algorithm, it's not.

《乡愁》是日记中浓墨重彩的一笔,也是塔可夫斯基人生的重要转折点。拍摄期间是勃列日涅夫执政后期,苏联的改革趋于保守,经济发展陷于停滞,文化政策一再缩紧,艺术被视作服务于政治的宣传工具。莫斯科电影制片厂的体制化管理和官僚化做派,让塔可夫斯基的创作空间被不断挤压。他在1973年10月的日记中写下的压抑和不甘,成为那段岁月的写照:“在我们国家,人们沉默不语。就好像我不存在,是个空白……做一个无用之人太难受了。我不想碌碌无为。我想完全填满生活,让生命完整。可我觉得局促,灵魂在身体里憋得慌,我需要一个容身之地。”在日记中,他多次记录与制片厂领导层的尖锐矛盾,尤其是与苏联国家电影委员会主席菲利普・叶尔马什的对立——叶尔马什梦想打造“苏维埃好莱坞”,偏爱擅长宏大叙事、创作立场鲜明的导演,而追求艺术本真、不向政治妥协的塔可夫斯基从未入他的眼。

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