The shape the proof needs, and the shapes the world has

Conceptual illustration, not measured data. The bell curve's tails vanish fast; the heavy-tailed distribution keeps extreme events alive far from the center; the two-regime distribution lives in two places at once. The proof's guarantee holds only for the first shape.