该项目总结与Claude Code、OpenAI Codex等编程代理协作的工程模式，核心做法是明确代理工作原理，沉淀可复用经验，借助子代理、TDD、先跑测试和手动测试提升开发与验收效率，并通过线性讲解、交互式解释和提示词模板强化代码理解与生成质量，最终目标是避免反模式，让AI稳定产出更好的代码。

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<h2 class="archive-h2">Agentic Engineering Patterns</h2>

<p>Patterns for getting the best results out of coding agents like Claude Code and OpenAI Codex. See <a href="https://simonwillison.net/2026/Feb/23/agentic-engineering-patterns/">my introduction</a> for more on this project.</p>

<ol>
  
    
      <li>
        <strong>Principles</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/what-is-agentic-engineering/">What is agentic engineering?</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/code-is-cheap/">Writing code is cheap now</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/hoard-things-you-know-how-to-do/">Hoard things you know how to do</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/better-code/">AI should help us produce better code</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/anti-patterns/">Anti-patterns: things to avoid</a>
              
            </li>
          
        </ol>
      </li>
    
  
    
      <li>
        <strong>Working with coding agents</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/how-coding-agents-work/">How coding agents work</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/subagents/">Subagents</a>
              
            </li>
          
        </ol>
      </li>
    
  
    
      <li>
        <strong>Testing and QA</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/">Red/green TDD</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/first-run-the-tests/">First run the tests</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/agentic-manual-testing/">Agentic manual testing</a>
              
            </li>
          
        </ol>
      </li>
    
  
    
      <li>
        <strong>Understanding code</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/linear-walkthroughs/">Linear walkthroughs</a>
              
            </li>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/interactive-explanations/">Interactive explanations</a>
              
            </li>
          
        </ol>
      </li>
    
  
    
      <li>
        <strong>Annotated prompts</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/gif-optimization/">GIF optimization tool using WebAssembly and Gifsicle</a>
              
            </li>
          
        </ol>
      </li>
    
  
    
      <li>
        <strong>Appendix</strong>
        <ol>
          
            <li>
              <a href="https://simonwillison.net/guides/agentic-engineering-patterns/prompts/">Prompts I use</a>
              
            </li>
          
        </ol>
      </li>
    
  
</ol>



</div></div>

## Agentic Engineering Patterns

Patterns for getting the best results out of coding agents like Claude Code and OpenAI Codex. See [my introduction](https://simonwillison.net/2026/Feb/23/agentic-engineering-patterns/) for more on this project.

### Principles

- [What is agentic engineering?](https://simonwillison.net/guides/agentic-engineering-patterns/what-is-agentic-engineering/)
- [Writing code is cheap now](https://simonwillison.net/guides/agentic-engineering-patterns/code-is-cheap/)
- [Hoard things you know how to do](https://simonwillison.net/guides/agentic-engineering-patterns/hoard-things-you-know-how-to-do/)
- [AI should help us produce better code](https://simonwillison.net/guides/agentic-engineering-patterns/better-code/)
- [Anti-patterns: things to avoid](https://simonwillison.net/guides/agentic-engineering-patterns/anti-patterns/)

### Working with coding agents

- [How coding agents work](https://simonwillison.net/guides/agentic-engineering-patterns/how-coding-agents-work/)
- [Subagents](https://simonwillison.net/guides/agentic-engineering-patterns/subagents/)

### Testing and QA

- [Red/green TDD](https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/)
- [First run the tests](https://simonwillison.net/guides/agentic-engineering-patterns/first-run-the-tests/)
- [Agentic manual testing](https://simonwillison.net/guides/agentic-engineering-patterns/agentic-manual-testing/)

### Understanding code

- [Linear walkthroughs](https://simonwillison.net/guides/agentic-engineering-patterns/linear-walkthroughs/)
- [Interactive explanations](https://simonwillison.net/guides/agentic-engineering-patterns/interactive-explanations/)

### Annotated prompts

- [GIF optimization tool using WebAssembly and Gifsicle](https://simonwillison.net/guides/agentic-engineering-patterns/gif-optimization/)

### Appendix

- [Prompts I use](https://simonwillison.net/guides/agentic-engineering-patterns/prompts/)

## 代理工程模式

使用Claude Code和OpenAI Codex等编码代理获取最佳结果的模式。更多关于该项目的信息，请参见[我的介绍](https://simonwillison.net/2026/Feb/23/agentic-engineering-patterns/)。

### 原则

- [什么是代理工程？](https://simonwillison.net/guides/agentic-engineering-patterns/what-is-agentic-engineering/)
- [编写代码现在很廉价](https://simonwillison.net/guides/agentic-engineering-patterns/code-is-cheap/)
- [积累你所擅长的技能](https://simonwillison.net/guides/agentic-engineering-patterns/hoard-things-you-know-how-to-do/)
- [人工智能应帮助我们产出更好的代码](https://simonwillison.net/guides/agentic-engineering-patterns/better-code/)
- [反模式：应避免的事项](https://simonwillison.net/guides/agentic-engineering-patterns/anti-patterns/)

### 与编码代理协作

- [编码代理的工作原理](https://simonwillison.net/guides/agentic-engineering-patterns/how-coding-agents-work/)
- [子代理](https://simonwillison.net/guides/agentic-engineering-patterns/subagents/)

### 测试和质量保证

- [红/绿测试驱动开发（TDD）](https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/)
- [首先运行测试](https://simonwillison.net/guides/agentic-engineering-patterns/first-run-the-tests/)
- [代理手动测试](https://simonwillison.net/guides/agentic-engineering-patterns/agentic-manual-testing/)

### 理解代码

- [线性代码走读](https://simonwillison.net/guides/agentic-engineering-patterns/linear-walkthroughs/)
- [交互式代码解释](https://simonwillison.net/guides/agentic-engineering-patterns/interactive-explanations/)

### 带注释的提示

- [使用WebAssembly和Gifsicle的GIF优化工具](https://simonwillison.net/guides/agentic-engineering-patterns/gif-optimization/)

### 附录

- [我使用的提示](https://simonwillison.net/guides/agentic-engineering-patterns/prompts/)

智能体工程模式

内容

代理工程模式

原则

与编码代理协作

测试和质量保证

理解代码

带注释的提示

附录

评论

摘要