#shape-compatibility

NumPy Broadcasting: Trailing‑Axis Alignment Rules and Shape‑Safe Coding Practices

NumPy broadcasting aligns array dimensions from the trailing axis, enabling zero‑copy vectorized ops when shapes are compatible. This article explains the alignment rule, a (3,1) ⊕ (1,4) example, limitations with incompatible shapes, and operational checks you can add to your code.