How does NumPy handle internal broadcasting edge-case failures?

Broadcasting fails when dimensions are incompatible under right-to-left shape alignment rules.

NumPy compares shapes from the trailing axis and applies broadcasting only when dimensions match or are 1. Any mismatch that violates this rule triggers a ValueError. Internally, NumPy constructs a broadcasted shape and validates compatibility before execution.