You’re just making things up. A single neuron is about as complicated as an 8 layer neural network: https://www.sciencedirect.com/science/article/pii/S089662732...
Frontier LLMs are many orders of magnitude more complex. I don’t understand what it is about AI that just makes skeptics fabricate facts wholesale. There are plenty of factual arguments you could use.