展示HN：基于规范的人工智能开发 – 让AI生成的代码易于维护
我构建了一个系统来解决与AI辅助编码相关的最大问题：六个月后你无法维护代码，因为你已经失去了关于为什么要编写这些代码的所有上下文。
核心理念很简单：与其直接进入编码，不如先生成规范，然后在markdown文件中跟踪每一个规划决策和待办事项，这些文件会在不同的文件夹中流转（计划 → 进行中 → 已执行）。这个执行历史将永远伴随你的项目。
工具包包括：
- 规范生成器（根据需求生成架构和开发规范）
- 会话管理（跟踪编码会话中的进展）
- 执行历史跟踪（3个文件夹系统）
- Git工作流助手（分支、规范提交）
- Spring Boot测试生成
- 自动化代码审查代理（OWASP安全、SOLID原则、性能）
这个系统是为Claude Code构建的，但工作流概念适用于任何AI编码工具。
我用这个系统构建了一个完整的Spring Boot后端——原本预计需要45天的工作压缩到5天。几个月后，执行历史仍然清晰可读。
完整工具包售价49美元： [https://hathwar.gumroad.com/l/spec-driven-ai](https://hathwar.gumroad.com/l/spec-driven-ai)
详细信息的着陆页：[https://samhath03.github.io/spec-driven-ai/](https://samhath03.github.io/spec-driven-ai/)
欢迎随时询问关于工作流的问题。
查看原文
I built a system to solve the biggest problem with AI-assisted coding: you can't maintain the code 6 months later because you've lost all context about WHY it was written.<p>The core idea is simple: instead of jumping straight into code, you generate specifications first, then track every planning decision and todo in markdown files that move through folders (plans → in-progress → executed). This execution history stays with your project forever.<p>The toolkit includes:
- Spec generators (architect + development specs from requirements)
- Session management (track progress across coding sessions)
- Execution history tracking (the 3-folder system)
- Git workflow helpers (branches, conventional commits)
- Spring Boot test generation
- Automated code review agents (OWASP security, SOLID, performance)<p>It's built for Claude Code but the workflow concepts apply to any AI coding tool.<p>I used this to build a complete Spring Boot backend — 45-day estimate compressed to 5 days. The execution history is still readable months later.<p>$49 for the complete toolkit: <a href="https://hathwar.gumroad.com/l/spec-driven-ai" rel="nofollow">https://hathwar.gumroad.com/l/spec-driven-ai</a><p>Landing page with full details: <a href="https://samhath03.github.io/spec-driven-ai/" rel="nofollow">https://samhath03.github.io/spec-driven-ai/</a><p>Happy to answer questions about the workflow.