Forward-forward algorithm is more like the brain. As I understand, backpropagation transformers require storing data, doing calculations on that aggregate, and sending it back through, which no neural structures can do anything like.

https://medium.com/@Mosbeh_Barhoumi/forward-forward-algorith...