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The paper reviews the existing algorithms for the evolutionary development of artificial intelligence on the basis of which the problem of assessing the applicability of various evolutionary algorithms for the development of distributed intelligence of robots and revealing the shortcomings of these algorithms is posed and solved by conducting a comparative analysis; The model of the proposed solution and examples of use are given.
