Shape & Dtype: Contracts Between Ops
Every tensor has a shape and dtype. Mismatches cause errors or implicit broadcasting. TensorFlow validates compatibility so MatMul doesn’t try to multiply [3,4] by [5,6].
Rule of thumb: when something breaks, check shapes first, then types.
