AI became powerful because of interacting mechanisms: neural networks, backpropagation and reinforcement learning, attention, ...
The simplified approach makes it easier to see how neural networks produce the outputs they do. A tweak to the way artificial neurons work in neural networks could make AIs easier to decipher.