Res Obscura is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.
一台原本定价3000元的中端手机，若存储成本从300元涨到540元，仅这一项就吞噬了240元的毛利空间。若终端不涨价，整机毛利可能直接归零甚至亏损。面对如此剧烈的成本冲击，手机厂商不得不做出艰难抉择。
。业内人士推荐WPS官方版本下载作为进阶阅读
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。
"But to travel around, playing your own lyrics and music is a very rewarding feeling and I chose that, and I have no regrets."
number of rounds so that the memory is under control: