主动工程：人工智能时代可持续发展的框架
我一直在思考人工智能如何改变我们的工程文化——特别是对于那些过早被转入“仅限审查”角色的初级开发者所面临的“技能债务”风险。
我整理了一个名为“主动工程”的框架，提出了一些战术方法，以确保人类仍然掌握主导权：
1. 硬逻辑防火墙：定义哪些部分必须手动操作，以保持系统的所有权。
2. 规范/测试优先：将人工智能作为人类定义逻辑的“编译器”，而不是作为真相的来源。
3. 主管问题：为什么实施“飞行小时”仍然是建立可信权威的唯一途径。
我希望能听听你对这些观点的看法，看看它们是否与你对团队未来的思考相一致。
https://fragrant-rugby-7eb.notion.site/Active-Engineering-A-Framework-for-Sustainable-Development-in-the-AI-Era-3271cc5def6880cd804deda803a2bbf3
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I’ve been thinking about how AI is changing our engineering culture—specifically the risk of 'skills debt' in junior developers who are being moved into 'review-only' roles too early.<p>I put together a framework called Active Engineering that proposes a few tactical ways to keep humans in the driver's seat:<p>The Hard Logic Firewall: Defining which parts of the stack must be manual to preserve system ownership.<p>Specs/Tests First: Using AI as a 'compiler' for human-defined logic rather than a source of truth.<p>The Director Problem: Why implementation 'flight hours' are still the only way to build credible authority.<p>I’d love to get your perspective on whether this aligns with how you're thinking about the future of your team.<p>https://fragrant-rugby-7eb.notion.site/Active-Engineering-A-Framework-for-Sustainable-Development-in-the-AI-Era-3271cc5def6880cd804deda803a2bbf3