{"id":11650,"date":"2026-04-22T07:03:19","date_gmt":"2026-04-22T06:03:19","guid":{"rendered":"https:\/\/izvestiyakbncran.ru\/?page_id=11650"},"modified":"2026-04-22T15:13:26","modified_gmt":"2026-04-22T14:13:26","slug":"28-2-1","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/28-2-1\/","title":{"rendered":"28.2.1"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-c5050dceb94609b208726b56690447e4\" style=\"font-size:22px\"><strong>\u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0434\u043b\u044f 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has-lora-font-family has-small-font-size wp-elements-d51d7754a92a648abb7d04ae8768dffa\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:0\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-24a27e19 wp-block-group-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<p class=\"has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-9f3c3253df43e3976d939c0040b8a252\" style=\"color:#5b1919;text-decoration:underline\"><strong>\u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-9151b400 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-15bf754d wp-block-buttons-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-small-font-size has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/04\/1-rozum-kuzneczov.pdf\" style=\"border-color:#5b1919;border-style:solid;border-width:2px;border-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40)\">PDF<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:0px;width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-273e683f\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-85bb8f89d48aebe0a418a5e48a80765a\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><strong><em>\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f<\/em><\/strong>. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0441 \u043f\u043e\u0437\u0438\u0446\u0438\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e 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\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0430 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 FSM-\u0430\u0433\u0435\u043d\u0442\u0430 \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b.<br><strong>\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f<\/strong> \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434\u044b \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430, \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0435 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0430 \u041c\u0443\u0440\u0430, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439.<br><strong>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b<\/strong>. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c FSM-\u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043b\u044f RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u044b; \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 FSM-RAG \u0441 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432; \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u0444 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439; \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u0430\u0437 \u0437\u043d\u0430\u043d\u0438\u0439 \u0441 \u043d\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438.<br><strong>\u0412\u044b\u0432\u043e\u0434\u044b<\/strong>. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0430 \u0432 \u0440\u043e\u043b\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u044b; \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u0443\u044e \u043c\u043d\u043e\u0433\u043e\u044d\u0442\u0430\u043f\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432; \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430; \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u043e\u0441\u043d\u043e\u0432\u0443 \u0434\u043b\u044f \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 RAG-\u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445.<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-59ab903d9219c8b417aebdd748d4813f\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><em><strong>\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/strong>: <\/em>\u043c\u0435\u0442\u043e\u0434 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432, \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439, \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434, \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-9cd8dfe3357e0cb8c50077e46b9e579b\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><strong>\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u0420\u043e\u0437\u0443\u043c \u0420. \u0421., \u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410. \u0421. \u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u0430\u0437 \u0437\u043d\u0430\u043d\u0438\u0439: \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2026. \u0422. 28. \u2116 2. \u0421. 11\u201324. DOI: 10.35330\/1991-6639-2026-28-2-11-24<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-bd6eca1a47b3243af54e60596eead5a3\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\">\u00a9&nbsp;&nbsp;\u0420\u043e\u0437\u0443\u043c \u0420. \u0421., \u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410. \u0421., 2026<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-28a18568 wp-block-group-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20);padding-top:0;padding-bottom:0\">\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"28\" src=\"https:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/03\/image.png\" alt=\"\" class=\"wp-image-7229\"\/><\/figure>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-1f1ff0e6e8a3dea326d9efac0b45796f\" style=\"margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:0;margin-left:0;font-size:12px;line-height:1.4\">\u041a\u043e\u043d\u0442\u0435\u043d\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439&nbsp;<a href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\" target=\"_blank\" rel=\"noreferrer noopener\">Creative Commons Attribution 4.0 License<\/a><\/p>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-0be144bc25b5891cb4ed66b412687dd0 is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0430\u0445<\/strong><\/summary>\n<p class=\"has-foreground-color has-text-color has-link-color wp-elements-0694982bbe4fe28710dc19b108acf4c9\"><strong>\u0420\u043e\u0437\u0443\u043c \u0420\u043e\u043c\u0430\u043d \u0421\u0435\u0440\u0433\u0435\u0435\u0432\u0438\u0447<\/strong>, \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438 \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0430, \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442;<br>129226, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0443\u043b. \u0412\u0438\u043b\u044c\u0433\u0435\u043b\u044c\u043c\u0430 \u041f\u0438\u043a\u0430, 4, c\u0442\u0440. 1;<br>romanrozum@yandex.ru, ORCID: https:\/\/orcid.org\/0000-0002-2276-842X, SPIN-\u043a\u043e\u0434: 2190-5760<br><strong>\u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410\u043d\u0434\u0440\u0435\u0439 \u0421\u0435\u0440\u0433\u0435\u0435\u0432\u0438\u0447<\/strong>, \u043a\u0430\u043d\u0434. \u0442\u0435\u0445. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442, \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438 \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0430, \u0437\u0430\u043c\u0435\u0441\u0442\u0438\u0442\u0435\u043b\u044c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043f\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0439 \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u043f\u043e\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442;<br>129226, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0443\u043b. \u0412\u0438\u043b\u044c\u0433\u0435\u043b\u044c\u043c\u0430 \u041f\u0438\u043a\u0430, 4, c\u0442\u0440. 1;<br>askgoogle@internet.ru, ORCID: https:\/\/orcid.org\/0000-0003-1569-4765, SPIN-\u043a\u043e\u0434: 8442-7210<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color wp-elements-6fd2a265d78d8e9d07d63a56a0895fa0\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-b8524283427c5704763c73fb3c58f436 is-layout-flow wp-container-core-details-is-layout-22223934 wp-block-details-is-layout-flow\" style=\"font-size:14px\"><summary><strong>\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n<ol class=\"wp-block-list\">\n<li class=\"has-foreground-color has-text-color has-link-color wp-elements-1cde2ad9de9d1d08af097bbc4154576d\"><em>\u041d\u0430\u043c\u0438\u043e\u0442 \u0414. \u0415., \u0418\u043b\u044c\u044e\u0448\u0438\u043d \u0415. \u0410.<\/em> \u041e \u043a\u0438\u0431\u0435\u0440\u0440\u0438\u0441\u043a\u0430\u0445 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0418\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \/\/ International Journal of Open Information Technologies. 2024. Vol. 12. No. 10. Pp. 109\u2013119. EDN: JZCUQS<\/li>\n\n\n\n<li><em>\u041d\u0430\u043c\u0438\u043e\u0442 \u0414. \u0415., \u0418\u043b\u044c\u044e\u0448\u0438\u043d \u0415. \u0410.<\/em> \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 LLM \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \/\/ International Journal of Open Information Technologies. 2025. \u0422. 13. \u2116 1. \u0421. 67\u201374. EDN: VIMKYB<\/li>\n\n\n\n<li>FSM Group Chat \u2013 User-specified agent transitions \u2013 https:\/\/microsoft.github.io\/ autogen\/0.2\/blog\/2024\/02\/11\/FSM-GroupChat (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 13.11.2025 \u0433.)<\/li>\n\n\n\n<li><em>\u041d\u0435\u0441\u0442\u0435\u0440\u043e\u0432 \u041b. \u0410.<\/em> \u041c\u0435\u0442\u043e\u0434\u044b \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432 \/\/ Resour. Technol. 2001. \u2116 3. URL: https:\/\/cyberleninka.ru\/article\/n\/metody-sinteza-i-analiza-diskretnyhkonechnyh-avtomatov (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 13.11.2025).<\/li>\n\n\n\n<li>Can large language models help developers with robotic finite state machine modification. https:\/\/arxiv.org\/html\/2412.05625v1 (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 13.11.2025 \u0433.)<\/li>\n\n\n\n<li><em>\u041a\u0443\u043f\u0440\u0438\u044f\u043d\u043e\u0432\u0441\u043a\u0438\u0439 \u0412. \u041f., \u0410\u043b\u0435\u043d\u044c\u043a\u043e\u0432 \u0412. \u0412., \u0421\u043e\u043a\u043e\u043b\u043e\u0432 \u0418. \u0410. \u0438 \u0434\u0440.<\/em> \u0423\u043c\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0430\u043a\u0442\u0438\u0432\u044b, Smart Cities, BIM, GIS \u0438 IoT \/\/ International Journal of Open Information Technologies. 2017. Vol. 5. No. 10. Pp. 55\u201386. EDN: ZISODV<\/li>\n\n\n\n<li><em>Youssef Maklad, Fares Wael, Wael Elsersy, Ali Hamdi.<\/em> Retrieval augmented generation based LLM evaluation for protocol state machine inference with chain-of-thought reasoning. https:\/\/arxiv.org\/abs\/2502.15727 (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 13.11.2025 \u0433.)<\/li>\n\n\n\n<li>MetaAgent: Automatically Constructing multi-agent systems based on Finite State Machines. https:\/\/arxiv.org\/abs\/2507.22606 (\u0434\u0430\u0442\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f: 13.11.2025 \u0433.)<\/li>\n\n\n\n<li>What OpenAI ChatGPT Pro Means for AI Agents and Agentic AI. https:\/\/www.teneo.ai\/blog\/ what-openai-chatgpt-pro-means-for-ai-agents-and-agentic-ai Retrieved: Dec, 2024<\/li>\n\n\n\n<li><em>\u0420\u043e\u0437\u0443\u043c \u0420. \u0421., \u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410. \u0421.<\/em> \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u043e\u0446\u0435\u043d\u043a\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0438\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0445 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0439 \/\/ \u0420\u0435\u0444\u043b\u0435\u043a\u0441\u0438\u044f. 2025. \u2116 2. \u0421. 87\u201391. EDN: XASNUX<\/li>\n\n\n\n<li><em>\u0420\u043e\u0437\u0443\u043c \u0420. \u0421., \u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410. \u0421<\/em>. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \/\/ \u0422\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u043d\u0430\u0443\u043a\u0438 \u0438 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f. 2024. \u2116 115\u201315. \u0421. 101\u2013107. DOI: 10.18411\/trnio-11-2024-709. EDN: DOSWGC<\/li>\n\n\n\n<li><em>\u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0410.\u2006\u0421.<\/em> \u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c: \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438: \u043c\u043e\u043d\u043e\u0433\u0440\u0430\u0444\u0438\u044f. \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433: \u0421\u0446\u0438\u0435\u043d\u0442\u0438\u0430, 2026. 106 \u0441. ISBN-13 (15) 978-5-907902-76-3<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-911b3fc35a8a6622067c7c42291d29be is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u0424\u0438\u043d\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong><\/summary>\n<p style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u0441\u043f\u043e\u043d\u0441\u043e\u0440\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438.<\/p>\n<\/details>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u0430\u0437 \u0437\u043d\u0430\u043d\u0438\u0439: \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0420. \u0421. \u0420\u043e\u0437\u0443\u043c, \u0410. \u0421. \u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432 \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0441 \u043f\u043e\u0437\u0438\u0446\u0438\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u0432 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0431\u0430\u0437\u0430\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u0439. \u041f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0434\u0430\u043d\u043d\u044b\u043c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-11650","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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