本届AWE上，元点智能携全线产品亮相。全尺寸人形机器人Jupiter作为技术旗舰，搭载了专属训练环境Zeroth World，摆脱了对第三方环境地图的依赖，能依托过往经验与感知直觉深度学习现实世界的物理法则，在杂乱居家等复杂场景中自主适配、灵活作业。
These aren't contrived scenarios invented by test authors in total vacuum. They're consequences of the spec's design and reflect real world bugs.
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Intuitively, it’s not too difficult to understand why this is the case. Remember that error-diffusion works in response to the relationship between the input value and the quantised value. In other words, the colour palette is already factored in during the dithering process. On the other hand, ordered dithering is completely agnostic to the colour palette being used. Images are perturbed the same way every time, regardless of the given palette.
缺点：容易饱和（输入过大或过小时梯度接近0，导致梯度消失）
另一项新增的 MaxClaw 模式，能让我们一键打通 OpenClaw 生态，而且完全不需要自己配置 API，以及承担额外的 API 费用，解决了「不知道 OpenClaw 能做什么」和「怎么部署 OpenClaw」这两个问题。