notes about neuroscience

How much of brain structure is coded for in the genome? For example, the hippocampus is generally thought to be responsible for consolidating long-term memories. Is the specialization of this region an epigenetic phenomenon due to optimization in the environment, or is it coded more directly? Will we eventually see these structures emerge in artificial networks with sufficient scale and good optimization, or will we need to code it more directly?