There are actually two different directions in the study of neural information analysis and artificial intelligence simulation; one is electroneurographic signal decoding and artificial neural network experimentation, which uses mainstream methods of contemporary neural science, and the other is brain deep-structure analysis and its artificial simulation, which arises from adaptational biology and deep-structure theory. The former has met with an analysis and experimental dilemma because of the connotation-meaning black hole and information explosion. The latter can possibly overcome these two major obstacles and bring new hope and a breakthrough for brain science and super computer research.