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 ...
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 ...
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级 AI 架构师。 Cursor最近越来越令人恼火了:经常出现过度优化Token消耗、整体规划不足,导致代码质量参 ...
在 AI 编程的进化史上,2025 年末至 2026 年初正成为一个微妙的“分水岭”。 过去两年,行业习惯于将 AI 视为集成开发环境(IDE)右下角的补全插件,但随着全球技术巨头的集体转身,某种关于软件工程的底层范式正在悄然重构,背后可能还涉及一场关于“程序 ...
Autonomous agents are compressing software delivery timelines from weeks to days. The enterprises that scale agents safely will be the ones that build using spec-driven development. There’s a moment ...
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 ...