One of the aims in the AI research, is to understand the principles and mechanisms of intelligence in the human brain. Definitely the brain is a neurocontroller, a collection of neurons which learn to output the right actions or decisions over time. This paper describes recent neurocontrol designs which are considered the state-of-the-art for intelligent control and their plausibility as models of the human brain.