Conceptual issues of artificial intelligence modeling and development on their basis of the subculture of designing mental knowledge organization of intelligence are considered. The need to build a multi-level knowledge management system with mechanisms for level development is justified: processes of knowledge of objective reality; monitoring information perception and transformation (intelligence training); identifying the causes of emerging anomalies in the perception and transformation of information and establishing their patterns (self-organization of intelligence).