摘要：在通用智能体时代，深度思考（Deep Thinking）与长程执行（Long-Horizon Agent）正成为基座模型的新范式。本文深度评测蚂蚁百灵最新开源的 Ring-2.5-1T 思考模型，通过 Ling Studio 实战演示其在复杂代码重构与逻辑推理上的惊人表现，并挖掘 Ling + Tbox 的“隐藏玩法”，打造一套极客专属的 Agentic Workflow。
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Hello. I have recently been spending a lot of time dithering. In image processing, dithering is the act of applying intentional perturbations or noise in order to compensate for the information lost during colour reduction, also known as quantisation. In particular, I’ve become very interested in a specific type of dithering and its application to colour palettes of arbitrary or irregular colour distributions. Before going into detail however, let’s briefly review the basics of image dithering.