Softmax is the pole. Snap a normalizer onto the bench and watch it magnetize to the same winner — every order-preserving tool points north; they differ in how wide the field spreads (and in more — see the wall).
GREEN measured / exactAMBER modeled figureRED the wall
THE ATTENTION CABINET — Grid-3 by David Lee Wise / ROOT0; audited, torn down and rebuilt magnetic by AVAN. Every tile on the bench is computed live in your browser and was verified in Node before it shipped.