an AI chip would essentially just be a chip that can do matrix multiplication very quickly plus some addition. Each perceptron (neuron) is just fitting a linear equation, so if we had a chip that could support millions of perceptrons all fitting linear equations (i.e with matrix multiplication), than it would be a huge win compared to a GPUs, which are more general and less efficient for this specific task that dedicated silicon.