#Evaluation.

AI isn't Skynet (yet). It's a powerful tool, and the real danger is who's using it. Why the way we talk about AI has us afraid of the wrong thing.

I went looking for how to do evals better and found an argument about whether they work at all. What I've read, what I've heard, and why the most important discipline in AI product management has quietly turned into a performance.

Why evaluation is the biggest genuine gap most product managers have. Teams ship AI features without knowing whether they work, discover regressions from customer complaints, and can't measure impact. This is Layer 2 of the AI Fluency framework.