I really don't find that einsum is less intuitive than reshape. Maybe they both take about the same time to learn the first time. And that's less time than it would take me to struggle through even a single function using reshape ops.
It does occur to me, though, that you are probably talking about the elementwise product, not the dot product. The dot product includes a reduce_sum step and outputs a scalar.
