Attention is a weather report.

Every token sends a query; every token offers a key. The score is their dot product scaled by 1/√d, softmaxed into weights. Before the reveal — predict where the highlighted token's strongest arc lands. Position pulls toward neighbours; meaning pulls toward kin.