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在当今迅速发展的科技领域，人工智能（AI）已不再是一个新鲜话题，然而，MiniMax最新发布的M2.1模型却为AI编程带来了令人瞩目的突破。这款新模型在编程领域的全方位能力提升，不仅在前端3D交互和移动应用开发中展现出卓越的代码生成能力，更在后端服务开发上表现得尤为出色。其在VIBE基准测试中获得的88.6分，标志着AI正在从单一功能演示迈向复杂工程实践的新时代。

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首先是物理手感。一般的大模型写重力感应，往往就是简单的把传感器数值赋给位置，导致操作起来生硬得很，要不就是移动的非常慢，要不就是移动不顺畅，要不手抖一下飞机就乱跳。

理解 AI coding 智能体的设计，可以帮助开发者更好地使用 AI coding 工具，实现开发提效。了解用户提示词预处理，帮助我们写出高效的用户提示词。例如：为什么在提示词中使用 @字符引入文件、目录作为上下文，可以减少会话轮次？如何自定义命令 ...