← GraphNote · chunks-not-items

Working memory holds about four chunks, not four items — expertise enlarges what fits in a slot rather than adding slots.

Chase and Simon’s chess masters recalled 90% of a real board and dropped to novice level on a random one. Pattern knowledge is capacity, which is why domain expertise cannot be shortcut.