传统编码是「想→写→想→写」的连续流，AI 编码变成了「想→写 Spec→等→审→改→想」的间歇流。你需要适应这种新节奏，也需要诚实地评估：对于你个人，哪些任务用 AI 确实更快，哪些还不如自己写。

AI 以超乎预期的速度席卷开发领域，AI 工程化也成为各业务团队优先探讨的命题。输入法团队从实际需求出发，在Kuikly跨端项目中逐步探索并沉淀出一套 AI 工程化方案，目前已有不少需求按此流程完成开发并上线。以此文与大家分享其中的实践经验与思考，希望 ...

当 Cursor 的“即兴编程”开始拖累项目质量，AWS 新晋 IDE Kiro 以 Spec 工作流打出“先规范后编码”的系统工程思维：需求-设计-任务三件套一次生成，文档与代码同步落地，复杂项目不再返工。更妙的是，这套流程还能完整移植到 Claude Code，让任何编辑器秒变专业 ...

Kiro’s structured, agentic workflow challenges the Copilot model, offering a spec-first IDE with hooks, task orchestration, and enterprise-grade design generation. AWS has previewed Kiro, a new ...

Spec-driven development (SDD) offers a structured approach to AI-assisted coding by prioritizing detailed specifications before any code is written. Unlike “vibe coding,” which relies on iterative ...

Amazon Web Services Inc. today launched a preview of a new development environment named Kiro, integrated with artificial intelligence agents for software engineers, which the company says will help ...

What if the biggest bottleneck in your software development process wasn’t your team’s skillset or tools, but the lack of a clear, structured roadmap? For years, developers have wrestled with the ...