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The friction of writing code manually used to force careful design. AI removes that friction, including the beneficial friction. The answer is not to slow AI down. It is to replace human friction with mathematical friction: let AI move fast, but make it prove its work. The new friction is productive: writing specifications and models, defining precisely what “correct” means, designing before generating.，更多细节参见同城约会
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。体育直播是该领域的重要参考
这条轨迹一定程度上反映出MiniMax的战略变化：早期依靠技术输出获取现金流，中期通过应用产品验证模型能力，如今则尝试在技术与产品之间形成闭环。。体育直播对此有专业解读
文章的观点非常明确： AI 不仅改变了编码方式，更重塑了软件行业的价值结构和职业路径，程序员需要从“手动编码”转向“设计系统与与 AI 协作” 。