The document describes a natural sorting algorithm called Bead-Sort that is inspired by observing beads falling through a frame. Bead-Sort can sort positive integers and has a time complexity that ranges from O(1) if all beads are dropped together, O(n) if beads are dropped row by row, or O(S) if each bead is dropped individually, where S is the sum of the input integers. The document also discusses three possible implementations of Bead-Sort as an analog hardware system, cellular automaton, or digital hardware.