Goal Engineering

I burned 20 billion tokens overnight because my AI agent was smart enough to execute a goal I never properly defined. The real bottleneck in AI collaboration isn’t model capability — it’s human clarity. Here’s the framework I built to fix it, based on military Commander’s Intent and one counterintuitive principle: the most important part of any goal isn’t what you want done, but what you explicitly forbid.