📄 中文摘要
AI 编程工具已经普遍存在，但大多数团队仍将其视为自动补全工具，导致代码生成速度加快的同时，技术债务也随之增加。到 2026 年，几乎每位开发者都将在其 IDE 中使用 AI 工具。开发者输入函数名后，AI 助手自信地生成 40 行代码，因项目截止日期紧迫，开发者往往选择接受这些代码。然而，问题并不在于 AI 本身，而在于围绕 AI 的工作流程。那些获得显著生产力提升的团队并不是简单使用 AI 工具，而是围绕 AI 工程化工作流程。
停止将 AI 当作自动补全 — 设计以 AI 为先的开发工作流程
📄 English Summary
Stop Treating AI Like Autocomplete — Design an AI-First Developer Workflow Instead
AI coding tools are ubiquitous, yet most teams treat them merely as autocomplete features, leading to faster code generation but also increased technical debt. By 2026, nearly every developer will be using AI tools within their IDEs. Developers type a function name, and the AI assistant confidently generates 40 lines of code, which they accept due to tight deadlines. However, the issue lies not with AI itself but with the workflow surrounding it. Teams that achieve significant productivity gains are not merely using AI tools; they are engineering workflows that integrate AI effectively.