We give a brief overview of the main characteristics of diagrammatic reasoning, analyze a case of human reasoning in a mastermind game, and explain why hybrid representation systems (HRS) are particularly attractive and promising for AGI and Computer Science in general. Keywords. Diagrammatic representation. Iconic representation, Analogical representation. Hybrid representation systems. Cognitive modeling and reasoning.