The Concept of the Cognitive Cycle in tasks of General Artificial Intelligence

One of the main problems underlying research programs in the field of general artificial intelligence is the problem of the insufficiency of particular approaches and mathematical models. The paper proposes the concept of creating a hybrid artificial intelligence system for solving practical problems of extracting the meaning of a text that implements the principles of the hermeneutical circle. The concept offers a syncretic-sequential combination of connectionist, symbolic approaches, as well as methods of cluster analysis. The concept is based on the idea of creating hybrid, primarily human-machine systems.