有时候，模型还会顺手改掉或删掉一些它们不喜欢或不理解的注释和代码，即使这些跟当前任务毫无关系。而且这些问题在 CLAUDE.md 里写了明确的指令要求也解决不了。 具体做法包括：让它先写测试，再通过测试；把它和浏览器 MCP 放在同一个循环里；先写一个很可能正确但很朴素的算法，再让它在保持正确性的前提下优化；把你的方法从命令式 转为声明式，可以让 Agent 循环得更久、杠杆更大。 Claude ...

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Katanforoosh感叹道，最近唯一让我看到编程能力有阶跃式提升的模型，就是Claude Opus 4.5。