{"id":26855,"date":"2026-02-16T13:08:09","date_gmt":"2026-02-16T11:08:09","guid":{"rendered":"https:\/\/infopolicy.net\/?p=26855"},"modified":"2026-02-16T13:08:13","modified_gmt":"2026-02-16T11:08:13","slug":"","status":"publish","type":"post","link":"https:\/\/infopolicy.net\/en\/claude-opus-4-6-chto-na-samom-dele-izmenilos-i-pochemu-eto-vazhno\/","title":{"rendered":"","raw":""},"content":{"rendered":"","protected":false,"raw":""},"excerpt":{"rendered":"","protected":false,"raw":""},"author":1,"featured_media":26856,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ru_post_content":"Opus 4.6 \u043a\u043e\u0440\u0435\u043d\u043d\u044b\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c \u0438\u0437\u043c\u0435\u043d\u0438\u043b \u0441\u0432\u043e\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0440\u0430\u0431\u043e\u0442\u044b . \u0410 \u044d\u0442\u043e, \u0432 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0441 \u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c.\n<div class=\"hi if ig ih ii\">\n<div class=\"ac ci\">\n<div class=\"cp bi ho hp hq hr\">\n<h2 id=\"f337\" class=\"pt pu il bg pv pw px jh ge py pz jk gh qa qb qc qd qe qf qg qh qi qj qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043a\u0440\u0430\u0442\u0446\u0435:<\/span><\/h2>\n<p id=\"08dc\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u043c\u0430\u043b\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0432\u043e\u0442 \u0447\u0442\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u0430\u0436\u043d\u043e:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"7ed4\" class=\"nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435.<\/span><\/strong><span dir=\"auto\">\u00a0\u0422\u0435\u043f\u0435\u0440\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0430\u043c\u0430 \u0440\u0435\u0448\u0430\u0435\u0442,\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u043a\u043e\u0433\u0434\u0430<\/span><\/em><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u043b\u0443\u0431\u043e\u043a\u043e<\/span><\/em><span dir=\"auto\">\u00a0\u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u0442\u044c. \u0412\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442\u0435 \u0433\u0430\u0434\u0430\u0442\u044c\u00a0<\/span><code class=\"de qv qw qx qy b\">budget_tokens<\/code><span dir=\"auto\">. \u042d\u0442\u043e \u0441\u0430\u043c\u043e\u0435 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.<\/span><\/li>\n \t<li id=\"f693\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0427\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0442 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0437\u0430\u0442\u0440\u0430\u0442:<\/span><\/strong><span dir=\"auto\">\u00a0\u043d\u0438\u0437\u043a\u0438\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439, \u0432\u044b\u0441\u043e\u043a\u0438\u0439 (\u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e) \u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439. \u041e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438 \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u044f \u0446\u0435\u043d\u044b \u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u043e \u043c\u043e\u0434\u0435\u043b\u0438.<\/span><\/li>\n \t<li id=\"c6b8\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041e\u043a\u043d\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442.<\/span><\/strong><span dir=\"auto\">\u00a0\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0438\u0441\u043a\u0430 \u0438\u0433\u043e\u043b\u043a\u0438 \u0432 \u0441\u0442\u043e\u0433\u0435 \u0441\u0435\u043d\u0430 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 76% \u043f\u0440\u0438 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0435 \u0442\u043e\u043a\u0435\u043d\u043e\u0432, \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 18,5% \u0434\u043b\u044f Sonnet 4.5. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0430.<\/span><\/li>\n \t<li id=\"a503\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0421\u0436\u0430\u0442\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043d\u0435\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0435\u0441\u0441\u0438\u0439 \u0430\u0433\u0435\u043d\u0442\u043e\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0432\u0430\u0448\u0438 \u0430\u0433\u0435\u043d\u0442\u044b, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0435 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f, \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043d\u0443\u0442 \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0442\u044c\u0441\u044f \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430.<\/span><\/li>\n \t<li id=\"9187\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0412\u043d\u0435\u0441\u0435\u043d\u0438\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043c\u043e\u0436\u0435\u0442 \u0438\u043c\u0435\u0442\u044c \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f.<\/span><\/strong><span dir=\"auto\">\u00a0\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a\u043e\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0443 400.\u00a0<\/span><code class=\"de qv qw qx qy b\">budget_tokens<\/code><span dir=\"auto\">\u042d\u0442\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0443\u0441\u0442\u0430\u0440\u0435\u043b\u0430. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445.<\/span><\/li>\n \t<li id=\"d95f\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0427\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435:<\/span><\/strong><span dir=\"auto\">\u00a0Opus 4.6 \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, GPT-5.2 \u0432\u0441\u0451 \u0435\u0449\u0451 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u0435\u0433\u043e \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0434\u043b\u044f \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442\u043e\u0432, \u0430 Gemini 3 Pro \u0438\u043c\u0435\u0435\u0442 \u0432\u0434\u0432\u043e\u0435 \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u043e\u043a\u043d\u043e \u043f\u0440\u0438 2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432. \u0417\u043d\u0430\u0439\u0442\u0435, \u043a\u043e\u0433\u0434\u0430 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0447\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0435.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ac ci ib pn po pp\" role=\"separator\"><\/div>\n<div class=\"hi if ig ih ii\">\n<div class=\"ac ci\">\n<div class=\"cp bi ho hp hq hr\">\n<h2 id=\"d33e\" class=\"pt pu il bg pv pw px jh ge py pz jk gh qa qb qc qd qe qf qg qh qi qj qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u043c\u0435\u043d\u0430 \u043f\u0430\u0440\u0430\u0434\u0438\u0433\u043c\u044b: \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435<\/span><\/h2>\n<p id=\"dc79\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u0436\u0434\u044b\u0439 \u0440\u0435\u043b\u0438\u0437 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439. \u0412 Opus 4.6 \u043e\u043d\u0438 \u0442\u043e\u0436\u0435 \u0435\u0441\u0442\u044c, \u0438 \u043c\u044b \u043a \u043d\u0438\u043c \u0435\u0449\u0451 \u0432\u0435\u0440\u043d\u0451\u043c\u0441\u044f. \u041d\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0435\u0440\u0435\u043a\u0440\u043e\u0438\u0442 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Claude, \u2014 \u044d\u0442\u043e \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0430. \u042d\u0442\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0434\u0432\u0438\u0433 \u0432 \u0442\u043e\u043c, \u043a\u0430\u043a \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f.<\/span><\/p>\n<p id=\"6cce\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0421\u0442\u0430\u0440\u044b\u0439 \u043c\u0438\u0440 \u0431\u044b\u043b \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u043c.<\/span><\/strong><span dir=\"auto\">\u00a0\u0421 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u0443 \u0432\u0430\u0441 \u0431\u044b\u043b\u043e \u0434\u0432\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u0434\u0443\u043c\u0430\u0442\u044c \u0438\u043b\u0438 \u043d\u0435 \u0434\u0443\u043c\u0430\u0442\u044c. \u041a\u043e\u0433\u0434\u0430 \u0432\u044b \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438 \u0435\u0433\u043e, \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0431\u044b\u043b\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u00a0<\/span><code class=\"de qv qw qx qy b\">budget_tokens<\/code><span dir=\"auto\">\u0436\u0435\u0441\u0442\u043a\u0438\u0439 \u043f\u043e\u0442\u043e\u043b\u043e\u043a \u043d\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u043e\u043a\u0435\u043d\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0433\u043b\u0430 \u043f\u043e\u0442\u0440\u0430\u0442\u0438\u0442\u044c \u043d\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442. \u0415\u0441\u043b\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u043d\u0438\u0437\u043a\u0438\u0439 \u043f\u043e\u0442\u043e\u043b\u043e\u043a, \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u043a\u0440\u0430\u0449\u0430\u043b\u0430 \u0441\u0432\u043e\u0438 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u0430 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u0415\u0441\u043b\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u0432\u044b\u0441\u043e\u043a\u0438\u0439, \u0432\u044b \u0442\u0440\u0430\u0442\u0438\u043b\u0438 \u0442\u043e\u043a\u0435\u043d\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0438 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f. \u041f\u043e \u0441\u0443\u0442\u0438, \u0432\u044b \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u043b\u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u0436\u0434\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u0435\u0449\u0435 \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043c\u043e\u0434\u0435\u043b\u044c \u0435\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043b\u0430<\/span><\/em><span dir=\"auto\">\u00a0.<\/span><\/p>\n<p id=\"b3c1\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435\u0442.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov re\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*IM8x2VQ57BOXoU5-O4dfmw.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*IM8x2VQ57BOXoU5-O4dfmw.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*IM8x2VQ57BOXoU5-O4dfmw.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*IM8x2VQ57BOXoU5-O4dfmw.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*IM8x2VQ57BOXoU5-O4dfmw.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*IM8x2VQ57BOXoU5-O4dfmw.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*IM8x2VQ57BOXoU5-O4dfmw.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*IM8x2VQ57BOXoU5-O4dfmw.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*IM8x2VQ57BOXoU5-O4dfmw.png\" alt=\"\" width=\"700\" height=\"167\" \/><\/picture><\/div>\n<\/div><\/figure>\n<p id=\"ea81\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u0430 \u0437\u0430\u0442\u0435\u043c \u0440\u0435\u0448\u0438\u0442\u044c, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f? \u041e\u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u044d\u0442\u0430\u043f \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u0438 \u0440\u0435\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u043e. \u041c\u043d\u043e\u0433\u043e\u044d\u0442\u0430\u043f\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043c\u0430 \u043a\u043e\u0434\u0430? \u041e\u043d\u0430 \u0433\u043b\u0443\u0431\u043e\u043a\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e, \u0447\u0435\u0440\u0435\u0434\u0443\u044f \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0432\u044b\u0437\u043e\u0432\u0430\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0447\u0442\u043e-\u043b\u0438\u0431\u043e \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0442\u044c.<\/span><\/p>\n<p id=\"69e1\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u0442 \u043a\u0430\u043a \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435:<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"2bb9\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u0414\u043e (Opus 4.5) - \u0432\u044b \u0441\u0430\u043c\u0438 \u0434\u043e\u0433\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0435\u0441\u044c \u043e \u0431\u044e\u0434\u0436\u0435\u0442\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f<\/span><\/span>\n<span dir=\"auto\"> response = client.messages.create( <\/span>\n<span dir=\"auto\">    model= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"claude-opus-4-5-20251101\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    max_tokens=16000, <\/span>\n<span dir=\"auto\">    thinking={ <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"enabled\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"budget_tokens\"<\/span><\/span><span dir=\"auto\"> : 10000   <\/span><span class=\"hljs-comment\"><span dir=\"auto\"># \u041d\u0430\u0434\u0435\u044e\u0441\u044c, \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e?<\/span><\/span>\n<span dir=\"auto\">     }, <\/span>\n<span dir=\"auto\">    messages=[{ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"user\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : prompt}] <\/span>\n<span dir=\"auto\">)<\/span><\/span><\/pre>\n<pre class=\"hh rf qy rg bq rh bc bl\"><span id=\"62fd\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u041f\u043e\u0441\u043b\u0435 (Opus 4.6) - \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u0435<\/span><\/span>\n<span dir=\"auto\"> response = client.messages.create( <\/span>\n<span dir=\"auto\">    model= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"claude-opus-4-6\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    max_tokens=16000, <\/span>\n<span dir=\"auto\">    thinking={ <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"adaptive\" <\/span><\/span>  <span class=\"hljs-comment\"><span dir=\"auto\"># \u041a\u043b\u043e\u0434 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435<\/span><\/span>\n<span dir=\"auto\">     }, <\/span>\n<span dir=\"auto\">    messages=[{ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"user\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : prompt}] <\/span>\n<span dir=\"auto\">)<\/span><\/span><\/pre>\n<p id=\"741a\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0427\u0438\u0441\u0442\u043e. \u041d\u043e \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0430\u044f \u043c\u043e\u0449\u044c \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u00a0<\/span><code class=\"de qv qw qx qy b\">effort<\/code><span dir=\"auto\">\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044c, \u0430 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440.<\/span><\/p>\n\n<h3 id=\"8cf8\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0420\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440 \u0443\u0441\u0438\u043b\u0438\u0439<\/span><\/h3>\n<p id=\"b5f2\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412 Opus 4.6 \u0432\u0432\u0435\u0434\u0435\u043d\u044b \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0443\u0441\u0438\u043b\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u044e\u0442 \u0438\u043d\u0442\u0435\u043d\u0441\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0434\u043b\u044f \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u044c\u0442\u0435 \u044d\u0442\u043e \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u043a\u0443\u043b\u044c\u0442\u0443\u0440\u044b \u0434\u043b\u044f \u0432\u0430\u0448\u0435\u0433\u043e \u0418\u0418: \u00ab\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0439 \u0431\u044b\u0441\u0442\u0440\u043e \u0438 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0439\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0434\u0443\u043c\u044b\u0432\u0430\u0439 \u0438 \u0434\u0435\u043b\u0430\u0439 \u0432\u0441\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u00bb.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov ru\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*OF-zMapR5yHOeK7GLVde8Q.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*OF-zMapR5yHOeK7GLVde8Q.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*OF-zMapR5yHOeK7GLVde8Q.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*OF-zMapR5yHOeK7GLVde8Q.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*OF-zMapR5yHOeK7GLVde8Q.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*OF-zMapR5yHOeK7GLVde8Q.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*OF-zMapR5yHOeK7GLVde8Q.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*OF-zMapR5yHOeK7GLVde8Q.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*OF-zMapR5yHOeK7GLVde8Q.png\" alt=\"\" width=\"700\" height=\"173\" \/><\/picture><\/div>\n<\/div><\/figure>\n<p id=\"7ac8\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041d\u0438\u0437\u043a\u0438\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0443\u0441\u0438\u043b\u0438\u0439<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043e\u0442\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043e\u0442 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0437\u0430\u0434\u0430\u0447. \u0412\u0430\u0448 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b? \u0415\u043c\u0443 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f. \u041d\u0438\u0437\u043a\u0438\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0443\u0441\u0438\u043b\u0438\u0439 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0442 \u0431\u044b\u0441\u0442\u0440\u043e\u0442\u0443 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u043d\u043e\u0441\u0442\u044c.<\/span><\/p>\n<p id=\"469e\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u0432\u0430\u0448 \u0441\u0431\u0430\u043b\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u00ab\u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u043e\u043d\u044c\u00bb. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b, \u0443\u043c\u0435\u0440\u0435\u043d\u043d\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0434\u0443\u043c\u0430\u0435\u0442, \u043a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e, \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442, \u043a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e.<\/span><\/p>\n<p id=\"a7be\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0412\u044b\u0441\u043e\u043a\u0430\u044f \u0438\u043d\u0442\u0435\u043d\u0441\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u044d\u0442\u043e \u043d\u043e\u0440\u043c\u0430, \u0438 \u043d\u0430 \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. \u041a\u043b\u043e\u0434 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 \u0437\u0434\u0435\u0441\u044c \u0437\u0430\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 \u043c\u044b\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u0418\u043c\u0435\u043d\u043d\u043e \u0437\u0434\u0435\u0441\u044c \u0432\u0430\u043c \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u043a, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u0438.<\/span><\/p>\n<p id=\"9f1d\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0420\u0435\u0436\u0438\u043c \u00ab\u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0443\u0441\u0438\u043b\u0438\u044f\u00bb<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u044d\u0442\u043e \u043d\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f, \u044d\u043a\u0441\u043a\u043b\u044e\u0437\u0438\u0432\u043d\u0430\u044f \u0434\u043b\u044f Opus 4.6. \u041d\u0435\u0442 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0433\u043b\u0443\u0431\u0438\u043d\u0443 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0432\u0430\u0448 \u0440\u0435\u0436\u0438\u043c \u00ab\u043d\u0435 \u0436\u0430\u043b\u0435\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u00bb \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441\u0430\u043c\u044b\u0445 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447: \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u0430\u044f \u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u043e\u0433\u0440\u043e\u043c\u043d\u044b\u0445 \u043a\u043e\u0434\u043e\u0432\u044b\u0445 \u0431\u0430\u0437, \u043d\u043e\u0432\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u043c\u043d\u043e\u0433\u043e\u044d\u0442\u0430\u043f\u043d\u044b\u0439 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437, \u0433\u0434\u0435 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u0435\u0442 \u043f\u0435\u0440\u0432\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435. \u041e\u043d \u0431\u0443\u0434\u0435\u0442 \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u0435\u0435. \u041e\u043d \u0431\u0443\u0434\u0435\u0442 \u0441\u0442\u043e\u0438\u0442\u044c \u0434\u043e\u0440\u043e\u0436\u0435. \u041d\u043e \u043e\u043d \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0434\u043e\u0441\u0442\u0438\u0447\u044c \u0442\u0430\u043a\u043e\u0439 \u0433\u043b\u0443\u0431\u0438\u043d\u044b \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0434\u043e\u0441\u0442\u0438\u0447\u044c \u043d\u0438 \u043e\u0434\u0438\u043d \u0434\u0440\u0443\u0433\u043e\u0439 \u0440\u0435\u0436\u0438\u043c.<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"f1af\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span dir=\"auto\"># \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0443\u0441\u0438\u043b\u0438\u0439 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 - \u043e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0440\u0430\u0437\u043d\u044b\u0439 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u044f \u0446\u0435\u043d\u044b \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 <\/span>\n<span dir=\"auto\">response = client.messages.create <\/span><span class=\"hljs-built_in\"><span dir=\"auto\">(<\/span><\/span>\n<span dir=\"auto\">     model= \" <\/span><span class=\"hljs-string\"><span dir=\"auto\">claude-opus-4-6\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    max_tokens= <\/span><span class=\"hljs-number\"><span dir=\"auto\">16000<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    thinking={ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"adaptive\"<\/span><\/span><span dir=\"auto\"> }, <\/span>\n<span dir=\"auto\">    output_config={ <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"effort\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"low\" <\/span><\/span>  <span class=\"hljs-meta\"><span dir=\"auto\"># \u0438\u043b\u0438 <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"medium\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"high\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"max\"<\/span><\/span><\/span>\n<span dir=\"auto\">     }, <\/span>\n<span dir=\"auto\">    messages=[{ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"user\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : prompt}] <\/span>\n<span dir=\"auto\">)<\/span><\/span><\/pre>\n<p id=\"0b67\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0443\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043e\u0431\u0437\u043e\u0440\u043e\u0432:\u00a0<\/span><strong class=\"ob im\"><span dir=\"auto\">\u0443\u0440\u043e\u0432\u043d\u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043e\u0434\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.<\/span><\/strong><span dir=\"auto\">\u00a0\u0412\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u044b \u0434\u043b\u044f Haiku (\u043f\u0440\u043e\u0441\u0442\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438), Sonnet (\u0441\u0440\u0435\u0434\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438) \u0438 Opus (\u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438), \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0435 \u0447\u0435\u0440\u0435\u0437 Opus 4.6 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c\u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438. \u0412\u0430\u0448\u0430 \u043b\u043e\u0433\u0438\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0440\u043e\u0449\u0435. \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439. \u0412\u0430\u0448\u0430 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u043e\u0446\u0435\u043d\u043a\u0438 \u0441\u0443\u0436\u0430\u0435\u0442\u0441\u044f.<\/span><\/p>\n<p id=\"11a4\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u0441\u0435\u0433\u0434\u0430 \u043b\u0438 \u044d\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435? \u041d\u0435\u0442. Haiku \u0438 Sonnet \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0434\u0435\u0448\u0435\u0432\u043b\u0435 \u0432 \u043f\u0435\u0440\u0435\u0441\u0447\u0435\u0442\u0435 \u043d\u0430 \u0442\u043e\u043a\u0435\u043d, \u0438 \u0434\u043b\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0432\u044b \u043f\u043b\u0430\u0442\u0438\u0442\u0435 \u043f\u043e \u0446\u0435\u043d\u0430\u043c Opus \u0437\u0430 \u0442\u043e\u043a\u0435\u043d\u044b \u043a\u043b\u0430\u0441\u0441\u0430 Opus \u0434\u0430\u0436\u0435 \u043f\u0440\u0438 \u043d\u0438\u0437\u043a\u0438\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\u0430\u0445 \u0443\u0441\u0438\u043b\u0438\u0439. \u041d\u043e \u0434\u043b\u044f \u043a\u043e\u043c\u0430\u043d\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u0442\u043e\u043f\u0430\u044e\u0442 \u0432 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0443\u0440\u043e\u0432\u043d\u0438 \u0443\u0441\u0438\u043b\u0438\u0439 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u044e\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u0438\u0435.<\/span><\/p>\n<p id=\"5538\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0449\u0451 \u043e\u0434\u0438\u043d \u0432\u0430\u0436\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043c\u043e\u043c\u0435\u043d\u0442:\u00a0<\/span><strong class=\"ob im\"><span dir=\"auto\">\u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0430\u043c.<\/span><\/strong><span dir=\"auto\">\u00a0\u0415\u0441\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0443\u043c\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0438\u043b\u0438 \u043c\u0435\u043d\u044c\u0448\u0435, \u0447\u0435\u043c \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0435\u0451 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0444\u0440\u0430\u0437\u0430 \u00ab\u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0443\u0432\u0435\u043b\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0443 \u0438 \u0434\u043e\u043b\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442 \u0432\u0430\u0448 \u043e\u0442\u0432\u0435\u0442\u00bb \u043f\u043e\u0434\u0442\u043e\u043b\u043a\u043d\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u043a \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u044e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0440\u0430\u0437\u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043c\u044f\u0433\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430 \u00ab\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u0443\u0441\u0438\u043b\u0438\u044f\u00bb.<\/span><\/p>\n<p id=\"8c0d\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c \u0438\u043d\u0442\u0435\u0440\u043b\u0438\u0434\u0435\u0440\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u2014 \u043a\u043e\u0433\u0434\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u0435\u0442 \u043c\u0435\u0436\u0434\u0443 \u0432\u044b\u0437\u043e\u0432\u0430\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u0445 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0431\u0435\u0442\u0430-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a. \u041d\u0435 \u043d\u0443\u0436\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430. \u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435, \u0438\u043d\u0442\u0435\u0440\u043b\u0438\u0434\u0435\u0440\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0414\u043b\u044f \u0442\u0435\u0445, \u043a\u0442\u043e \u0431\u043e\u0440\u043e\u043b\u0441\u044f \u0441\u00a0<\/span><code class=\"de qv qw qx qy b\">interleaved-thinking-2025-05-14<\/code><span dir=\"auto\">\u0431\u0435\u0442\u0430-\u0444\u043b\u0430\u0433\u043e\u043c, \u044d\u0442\u043e \u043d\u0430 \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u043c\u0435\u043d\u044c\u0448\u0435.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov rv\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1366\/format:webp\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 1366w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 683px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1366\/1*pg6UEgBsxKOlVDLLK9MBwQ.png 1366w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 683px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1366\/1*pg6UEgBsxKOlVDLLK9MBwQ.png\" alt=\"\" width=\"683\" height=\"350\" \/><\/picture><\/div>\n<\/div><\/figure>\n<h2 id=\"9dd9\" class=\"pt pu il bg pv pw rw jh ge py rx jk gh qa ry qc qd qe rz qg qh qi sa qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u0430\u0436\u043d\u044b\u0435 \u0446\u0438\u0444\u0440\u044b<\/span><\/h2>\n<p id=\"0a4b\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c \u0442\u0435\u0441\u0442\u043e\u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u0411\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u043f\u043e\u0432\u043b\u0438\u044f\u044e\u0442 \u043d\u0430 \u0432\u0430\u0448\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0412\u043e\u0442 \u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0432\u043b\u0438\u044f\u044e\u0442.<\/span><\/p>\n<p id=\"f643\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432: Opus 4.6 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043e\u043f\u0435\u0440\u0435\u0436\u0430\u0435\u0442 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043e\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0Terminal-Bench 2.0 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0430\u043b\u044c\u043d\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u043f\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u2014 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0430\u0439\u043b\u043e\u0432. Opus 4.6 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 65,4%, \u0447\u0442\u043e \u0432\u044b\u0448\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f Opus 4.5 (59,8%). \u042d\u0442\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043a\u0430\u0447\u043e\u043a \u0432 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0435 Claude. \u041d\u043e GPT-5.2 \u0441 Codex CLI \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 64,7%, \u043e\u0442\u0441\u0442\u0430\u0432\u0430\u044f \u0432\u0441\u0435\u0433\u043e \u043d\u0430 0,7 \u0431\u0430\u043b\u043b\u0430. \u0415\u0441\u043b\u0438 \u0432\u044b \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0435 \u043c\u0435\u0436\u0434\u0443 Claude \u0438 OpenAI \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0442\u0435\u0441\u0442\u043e\u0432 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u044b\u0432 \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u043c\u0430\u043b, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u0440\u0435\u0448\u0430\u044e\u0449\u0438\u043c. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435, \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0446\u0435\u043d\u044b \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0440\u0430\u0431\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.<\/span><\/p>\n<p id=\"bcf1\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0420\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0437\u0430\u0434\u0430\u0447: \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 \u0441\u044e\u0440\u043f\u0440\u0438\u0437.<\/span><\/strong><span dir=\"auto\">\u00a0ARC AGI 2 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043a \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f\u043c \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0441 \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u043e\u043d\u0430 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u0440\u0430\u043d\u044c\u0448\u0435 \u043d\u0435 \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u043b\u0430\u0441\u044c \u2014 \u0431\u0435\u0437 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0441 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u0431\u0435\u0437 \u0437\u0430\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. Opus 4.6 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 68,8%, \u0447\u0442\u043e \u043f\u043e\u0447\u0442\u0438 \u0432\u0434\u0432\u043e\u0435 \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c Opus 4.5 (37,6%) \u0438 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u043f\u0435\u0440\u0435\u0436\u0430\u0435\u0442 GPT-5.2 Pro (54,2%). \u042d\u0442\u043e \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u0441\u0435\u0433\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u0430 \u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0441 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u043e\u0432\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0432 \u0432\u0430\u0448\u0435\u043c \u043a\u043e\u0434\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u0421\u043a\u0430\u0447\u043e\u043a \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u043f\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u044b\u0439, \u0430 \u043f\u043e\u043a\u043e\u043b\u0435\u043d\u0447\u0435\u0441\u043a\u0438\u0439.<\/span><\/p>\n<p id=\"30c6\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c \u0442\u0440\u0443\u0434\u043e\u043c: \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0438\u0433\u043d\u0430\u043b.<\/span><\/strong><span dir=\"auto\">\u00a0GDPval-AA \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u0446\u0435\u043d\u043d\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e\u0439, \u044e\u0440\u0438\u0434\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0438 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0444\u0435\u0440\u0430\u0445 \u2014 \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438, \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0435 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437, \u044e\u0440\u0438\u0434\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b. Opus 4.6 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442 1606 \u0431\u0430\u043b\u043b\u043e\u0432 \u043f\u043e \u0448\u043a\u0430\u043b\u0435 \u042d\u043b\u043e, \u043e\u043f\u0435\u0440\u0435\u0436\u0430\u044f GPT-5.2 \u043d\u0430 144 \u0431\u0430\u043b\u043b\u0430 \u0438 Opus 4.5 \u043d\u0430 190. \u0412 \u043f\u0440\u044f\u043c\u043e\u043c \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u044d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e Opus 4.6 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 70% \u0441\u043b\u0443\u0447\u0430\u0435\u0432. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Claude \u0434\u043b\u044f \u0447\u0435\u0433\u043e-\u043b\u0438\u0431\u043e, \u043a\u0440\u043e\u043c\u0435 \u043a\u043e\u0434\u0430 \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u044d\u0442\u043e\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0438\u043c\u0435\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.<\/span><\/p>\n<p id=\"1209\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041f\u043e\u0438\u0441\u043a \u0432 \u0434\u043b\u0438\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435: \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u00ab\u043f\u043e\u0440\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u00bb.<\/span><\/strong><span dir=\"auto\">\u00a0MRCR v2 \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 8 \u0444\u0430\u043a\u0442\u043e\u0432 \u0432\u043d\u0443\u0442\u0440\u0438 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0438 \u043f\u0440\u043e\u0441\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0439\u0442\u0438 \u0438\u0445. Opus 4.6 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043d\u0430\u0445\u043e\u0434\u0438\u0442 76% \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. Sonnet 4.5 \u2014 18,5%. Gemini 3 Pro, \u0443 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u043e\u043a\u043d\u043e \u0432 2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u0441\u043b\u043e\u0432, \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 26,3%. \u041e\u043a\u043d\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0435\u0441\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0440\u0430\u0449\u0430\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0435\u0433\u043e. Opus 4.6 \u043c\u043e\u0436\u0435\u0442.<\/span><\/p>\n<p id=\"9f5a\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0413\u0434\u0435 \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0435\u043b \u0440\u0435\u0433\u0440\u0435\u0441\u0441 \u0438\u043b\u0438 \u0437\u0430\u0441\u0442\u043e\u0439.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c SWE-bench Verified \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043d\u0438\u0437\u0438\u043b\u0441\u044f \u0441 80,9% \u0443 Opus 4.5 \u0434\u043e 80,8%. \u041d\u0435\u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u0435, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u043d\u043e \u0441\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c: \u0430\u043d\u0442\u0440\u043e\u043f\u043e\u0433\u0435\u043d\u043d\u0430\u044f \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445. GPT-5.2 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u043b\u0438\u0434\u0438\u0440\u0443\u0435\u0442 \u0432 GPQA Diamond \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442\u0443\u0440\u044b. Gemini 3 Pro \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442 \u0432 MMMU Pro \u043f\u043e \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044e \u0438 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u043e\u043a\u043d\u043e \u0441 2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430\u043c\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u2014 \u0432\u0434\u0432\u043e\u0435 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u0443 Opus 4.6. \u041d\u0438 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u0435\u0437\u0434\u0435. \u0412\u043e\u043f\u0440\u043e\u0441 \u0432 \u0442\u043e\u043c, \u043a\u0430\u043a\u0438\u0435 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u0432\u0430\u0436\u043d\u044b \u0434\u043b\u044f\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u0432\u0430\u0448\u0435\u0439<\/span><\/em><span dir=\"auto\">\u00a0\u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438.<\/span><\/p>\n<p id=\"c23a\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0414\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f: \u043d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u044b\u0439 \u0443\u0441\u043f\u0435\u0445.<\/span><\/strong><span dir=\"auto\">\u00a0OpenRCA \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0431\u043e\u0438 \u0432 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0438. Opus 4.6 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 34,9%, \u0447\u0442\u043e \u0432\u044b\u0448\u0435, \u0447\u0435\u043c 26,9% \u0443 Opus 4.5 \u0438 12,9% \u0443 Sonnet 4.5. \u0415\u0441\u043b\u0438 \u0432\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0440\u0435\u0430\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u044b \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0418\u0418 \u0438\u043b\u0438 \u043e\u0442\u043b\u0430\u0436\u0438\u0432\u0430\u0435\u0442\u0435 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u044b, \u044d\u0442\u043e 30-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u043c \u043f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u0435\u043c \u0431\u043e\u043b\u0435\u0435 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e, \u0447\u0435\u043c \u043b\u044e\u0431\u043e\u0439 \u0442\u0435\u0441\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u0434\u0430.<\/span><\/p>\n\n<\/div>\n<\/div>\n<div class=\"pc\">\n<div class=\"ac ci\">\n<div class=\"nf sb ng sc nh sd cm se cn sf cp bi\">\n<div class=\"ox oy oz pa pb ac lz\">\n<figure class=\"jc pc sg sh si sj sk paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/0*bB27kTP6082mAgPy 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/0*bB27kTP6082mAgPy 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/0*bB27kTP6082mAgPy 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/0*bB27kTP6082mAgPy 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/0*bB27kTP6082mAgPy 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/0*bB27kTP6082mAgPy 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/format:webp\/0*bB27kTP6082mAgPy 1000w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/0*bB27kTP6082mAgPy 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/0*bB27kTP6082mAgPy 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/0*bB27kTP6082mAgPy 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/0*bB27kTP6082mAgPy 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/0*bB27kTP6082mAgPy 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/0*bB27kTP6082mAgPy 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/0*bB27kTP6082mAgPy 1000w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:3600\/0*bB27kTP6082mAgPy\" alt=\"\" width=\"500\" height=\"1013\" \/><\/picture><\/div><\/figure>\n<figure class=\"jc pc sg sh si sj sk paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/0*blEUOJtjT8Or_xMT 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/0*blEUOJtjT8Or_xMT 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/0*blEUOJtjT8Or_xMT 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/0*blEUOJtjT8Or_xMT 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/0*blEUOJtjT8Or_xMT 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/0*blEUOJtjT8Or_xMT 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/format:webp\/0*blEUOJtjT8Or_xMT 1000w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/0*blEUOJtjT8Or_xMT 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/0*blEUOJtjT8Or_xMT 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/0*blEUOJtjT8Or_xMT 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/0*blEUOJtjT8Or_xMT 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/0*blEUOJtjT8Or_xMT 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/0*blEUOJtjT8Or_xMT 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/0*blEUOJtjT8Or_xMT 1000w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:3600\/0*blEUOJtjT8Or_xMT\" alt=\"\" width=\"500\" height=\"1013\" \/><\/picture><\/div><\/figure>\n<\/div>\n<div class=\"ac lz\">\n<figure class=\"jc pc sg sh si sj sk paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/0*aiNlfRiNSgOmaRi2 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/0*aiNlfRiNSgOmaRi2 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/0*aiNlfRiNSgOmaRi2 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/0*aiNlfRiNSgOmaRi2 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/0*aiNlfRiNSgOmaRi2 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/0*aiNlfRiNSgOmaRi2 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/format:webp\/0*aiNlfRiNSgOmaRi2 1000w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/0*aiNlfRiNSgOmaRi2 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/0*aiNlfRiNSgOmaRi2 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/0*aiNlfRiNSgOmaRi2 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/0*aiNlfRiNSgOmaRi2 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/0*aiNlfRiNSgOmaRi2 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/0*aiNlfRiNSgOmaRi2 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/0*aiNlfRiNSgOmaRi2 1000w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:3600\/0*aiNlfRiNSgOmaRi2\" alt=\"\" width=\"500\" height=\"1013\" \/><\/picture><\/div><\/figure>\n<figure class=\"jc pc sg sh si sj sk paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/0*Lk8XITWwYUGfkDS8 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/0*Lk8XITWwYUGfkDS8 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/0*Lk8XITWwYUGfkDS8 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/0*Lk8XITWwYUGfkDS8 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/0*Lk8XITWwYUGfkDS8 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/0*Lk8XITWwYUGfkDS8 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/format:webp\/0*Lk8XITWwYUGfkDS8 1000w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/0*Lk8XITWwYUGfkDS8 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/0*Lk8XITWwYUGfkDS8 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/0*Lk8XITWwYUGfkDS8 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/0*Lk8XITWwYUGfkDS8 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/0*Lk8XITWwYUGfkDS8 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/0*Lk8XITWwYUGfkDS8 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1000\/0*Lk8XITWwYUGfkDS8 1000w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 500px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:3600\/0*Lk8XITWwYUGfkDS8\" alt=\"\" width=\"500\" height=\"1013\" \/><\/picture><\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee sl eo sm sn\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0442 Anthropic\u00a0<\/span><a class=\"ah os\" href=\"https:\/\/www.anthropic.com\/news\/claude-opus-4-6\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">: https:\/\/www.anthropic.com\/news\/claude-opus-4-6<\/span><\/a><\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ac ci\">\n<div class=\"cp bi ho hp hq hr\">\n<h3 id=\"fe7a\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">1M \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u0438\u0437\u0430\u0446\u0438\u044f: \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u0434\u043e\u043b\u0433\u043e\u0438\u0433\u0440\u0430\u044e\u0449\u0435\u0433\u043e \u0430\u0433\u0435\u043d\u0442\u0430<\/span><\/h3>\n<p id=\"c8b0\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0411\u043e\u043b\u044c\u0448\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0435 \u043e\u043a\u043d\u0430 \u0443\u0436\u0435 \u0431\u043e\u043b\u0435\u0435 \u0433\u043e\u0434\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0435\u043e\u0442\u044a\u0435\u043c\u043b\u0435\u043c\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0430. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u043b\u0430\u0441\u044c \u043d\u0435 \u0432 \u0440\u0430\u0437\u043c\u0435\u0440\u0435 \u043e\u043a\u043d\u0430, \u0430 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0435\u0433\u043e. \u041c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u043b\u0438 200 000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432, \u043d\u043e \u043d\u0435\u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0442\u0435\u0440\u044f\u043b\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e, \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u0437\u0430 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u0432 \u200b\u200b50 000. \u0418\u043d\u0436\u0435\u043d\u0435\u0440\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u043b\u0438 \u044d\u0442\u043e \u00ab\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0439 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0438\u0435\u0439\u00bb, \u0438 \u044d\u0442\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0435 \u043e\u043a\u043d\u0430 \u0438\u0437 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a. \u0412\u044b \u0432\u0441\u0442\u0430\u0432\u043b\u044f\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043f\u043e\u043b\u0443\u0447\u0430\u043b\u0438 \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b \u0438 \u0443\u043f\u0443\u0441\u043a\u0430\u043b\u0438 \u0438\u0437 \u0432\u0438\u0434\u0443, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435\u0437\u0430\u043c\u0435\u0442\u043d\u043e \u043e\u0442\u0431\u0440\u043e\u0441\u0438\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0441\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b 47.<\/span><\/p>\n<p id=\"1dd8\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412 Opus 4.6 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044f \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0447\u0442\u043e \u044d\u0442\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u0445 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u043e\u0432. \u0412 MRCR v2, \u0433\u0434\u0435 \u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f 8 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u0440\u0435\u0434\u0438 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432, \u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0438\u0445 \u0438\u0437\u0432\u043b\u0435\u0447\u044c, Opus 4.6 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 76%. Sonnet 4.5 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 18,5%. Gemini 3 Pro \u2014 \u0441 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u043c \u043e\u043a\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u043c 2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u2014 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 26,3%. \u041e\u043a\u043d\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0435\u0441\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0430\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0435\u0433\u043e. Opus 4.6 \u043c\u043e\u0436\u0435\u0442.<\/span><\/p>\n<p id=\"636a\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f \u0432\u0430\u0436\u043d\u0435\u0435, \u0447\u0435\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442\u0435 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u043a\u043e\u0434\u043e\u0432\u044b\u043c\u0438 \u0431\u0430\u0437\u0430\u043c\u0438, \u043c\u043d\u043e\u0433\u043e\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043d\u044b\u043c\u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u0438\u043b\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438, \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u043c\u0438 \u0441\u043e\u0442\u043d\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0432\u0430\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0430\u0433\u0440\u0435\u0441\u0441\u0438\u0432\u043d\u043e \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0442\u044c \u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0447\u0430\u0441\u0442\u0438. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0442\u044c \u0432\u0435\u0441\u044c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0438 \u0431\u044b\u0442\u044c \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\u0438, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0434\u0435\u0442\u0430\u043b\u0438 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043e\u0431\u044a\u0435\u043c\u0443. \u0422\u0435\u043c \u043d\u0435 \u043c\u0435\u043d\u0435\u0435, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 1M \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u0441\u0442\u0430\u0434\u0438\u0438 \u0431\u0435\u0442\u0430-\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0446\u0435\u043d\u043e\u0432\u0430\u044f \u043d\u0430\u0434\u0431\u0430\u0432\u043a\u0430: \u043f\u0440\u0438 \u043e\u0431\u044a\u0435\u043c\u0435 \u0431\u043e\u043b\u0435\u0435 200 000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u0432\u043e\u0434\u0430 \u0443\u0434\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043e 10 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0437\u0430 MTok, \u0430 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u044b\u0432\u043e\u0434\u0430 \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430\u0435\u0442 \u0434\u043e 37,50 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0437\u0430 MTok.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"ou ov so\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1060\/format:webp\/1*kChkIQsEn53Djx4pwA1zWQ.png 1060w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 530px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*kChkIQsEn53Djx4pwA1zWQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*kChkIQsEn53Djx4pwA1zWQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*kChkIQsEn53Djx4pwA1zWQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*kChkIQsEn53Djx4pwA1zWQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*kChkIQsEn53Djx4pwA1zWQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*kChkIQsEn53Djx4pwA1zWQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1060\/1*kChkIQsEn53Djx4pwA1zWQ.png 1060w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 530px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1060\/1*kChkIQsEn53Djx4pwA1zWQ.png\" alt=\"\" width=\"530\" height=\"313\" \/><\/picture><\/div><\/figure>\n<p id=\"d303\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0412\u043e\u043f\u0440\u043e\u0441 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438: 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u0432 \u043f\u0440\u043e\u0442\u0438\u0432 RAG.<\/span><\/strong><span dir=\"auto\">\u00a0\u0415\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 RAG, \u0441\u0442\u043e\u0438\u0442 \u043b\u0438 \u0435\u0433\u043e \u0434\u0435\u043c\u043e\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0432\u0441\u0435 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442? \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043d\u0435\u0442. RAG \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442 \u043f\u043e \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445, \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u0442\u0430\u0442\u0438\u0447\u043d\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u2014 \u0432\u044b \u043f\u043b\u0430\u0442\u0438\u0442\u0435 \u0437\u0430 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u0435 \u043e\u0434\u0438\u043d \u0440\u0430\u0437, \u0430 \u0437\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u2014 \u0437\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442, \u043a\u043e\u0433\u0434\u0430 \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u043f\u043e<\/span><\/em><span dir=\"auto\">\u00a0\u0432\u0441\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u043b\u0430 \u0438\u0437 \u043d\u0435\u0433\u043e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e. 500-\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0439 \u044e\u0440\u0438\u0434\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440, \u0433\u0434\u0435 \u043f\u0443\u043d\u043a\u0442\u044b \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u0434\u0440\u0443\u0433 \u043d\u0430 \u0434\u0440\u0443\u0433\u0430 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445? \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442. \u0411\u0430\u0437\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0441 10 000 \u0441\u0442\u0430\u0442\u0435\u0439 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438, \u0433\u0434\u0435 \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 3\u20135 \u0438\u0437 \u043d\u0438\u0445? RAG \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0434\u0435\u0448\u0435\u0432\u043b\u0435 \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u0435\u0435.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov sp\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*d7eB-Ei1H-_r7MBmExq3LQ.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*d7eB-Ei1H-_r7MBmExq3LQ.png\" alt=\"\" width=\"700\" height=\"268\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u0440\u0435\u043c\u0438\u0443\u043c-\u0443\u0440\u043e\u0432\u043d\u0438: \u0446\u0435\u043d\u0430 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/span><\/figcaption><\/figure>\n<p id=\"14a4\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u0440\u0430\u0441\u0447\u0435\u0442\u044b: \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043f\u043e \u043f\u0440\u0435\u043c\u0438\u0443\u043c-\u0446\u0435\u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 10 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0437\u0430 \u0437\u0430\u043f\u0440\u043e\u0441 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0432\u0432\u043e\u0434. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448 \u0430\u0433\u0435\u043d\u0442 \u0441\u043e\u0432\u0435\u0440\u0448\u0430\u0435\u0442 50 \u0437\u0432\u043e\u043d\u043a\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u0441 \u0442\u0430\u043a\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0442\u043e \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0441\u043e\u0441\u0442\u0430\u0432\u044f\u0442 500 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0432\u0432\u043e\u0434 \u0442\u043e\u043a\u0435\u043d\u043e\u0432. \u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435 \u044d\u0442\u043e \u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 RAG, \u0433\u0434\u0435 \u0432\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0435 5000-10000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0437\u0430 \u0437\u0430\u043f\u0440\u043e\u0441 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0446\u0435\u043d\u0435 \u2014 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e 0,05-0,10 \u0434\u043e\u043b\u043b\u0430\u0440\u0430 \u0437\u0430 \u0437\u0432\u043e\u043d\u043e\u043a, \u0438\u043b\u0438 2,50-5,00 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u0437\u0430 \u0442\u0435 \u0436\u0435 50 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432. \u0420\u0430\u0437\u043d\u0438\u0446\u0430 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 100 \u0440\u0430\u0437. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u044d\u0442\u043e \u0432\u044b\u0441\u043e\u043a\u043e\u0442\u043e\u0447\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0432\u0430\u0436\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n\n<h3 id=\"07b7\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0436\u0430\u0442\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430: \u0411\u0435\u0441\u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0410\u0433\u0435\u043d\u0442<\/span><\/h3>\n<p id=\"7696\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0411\u043e\u043b\u0435\u0435 \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439 \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u0430\u0442\u044c \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u0438\u0437\u0430\u0446\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u0434\u0440\u0443\u0433\u0443\u044e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443. \u0410\u0433\u0435\u043d\u0442\u044b, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0435 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u2014 \u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043b\u0430\u0436\u0438\u0432\u0430\u044e\u0442 \u043a\u043e\u0434 \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u0447\u0430\u0441\u0430 \u0438\u043b\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442 \u043c\u043d\u043e\u0433\u043e\u044d\u0442\u0430\u043f\u043d\u044b\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u2014 \u043d\u0435\u0438\u0437\u0431\u0435\u0436\u043d\u043e \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u044e\u0442 \u043f\u0440\u0435\u0434\u0435\u043b\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. \u0414\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u043e\u0433\u0438\u043a\u0443 \u0443\u0441\u0435\u0447\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0430\u0442\u044c, \u0447\u0442\u043e \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c, \u0430 \u0447\u0442\u043e \u0443\u0434\u0430\u043b\u0438\u0442\u044c, \u0438 \u043d\u0430\u0434\u0435\u044f\u0442\u044c\u0441\u044f, \u0447\u0442\u043e \u043d\u0438\u0447\u0435\u0433\u043e \u0432\u0430\u0436\u043d\u043e\u0433\u043e \u043d\u0435 \u043f\u043e\u0442\u0435\u0440\u044f\u0435\u0448\u044c.<\/span><\/p>\n<p id=\"432f\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0436\u0430\u0442\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0441\u0435\u0440\u0432\u0435\u0440\u0430. \u041a\u043e\u0433\u0434\u0430 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0430\u0435\u0442\u0441\u044f \u043a \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u043c\u0443 \u043f\u043e\u0440\u043e\u0433\u043e\u0432\u043e\u043c\u0443 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044e, API \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u0435 \u0447\u0430\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0438 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0445 \u0441\u0436\u0430\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439. \u0412\u0430\u0448 \u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u0441\u0431\u043e\u0435\u0432. \u041d\u0438\u043a\u0430\u043a\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0434\u0430. \u041d\u0438\u043a\u0430\u043a\u043e\u0439 \u043f\u043e\u0442\u0435\u0440\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 (\u0442\u043e\u0447\u043d\u0435\u0435, \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u044d\u0442\u043e \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c).<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"2dae\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u0412\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0445 \u0430\u0433\u0435\u043d\u0442\u043e\u0432<\/span><\/span>\n<span dir=\"auto\"> response <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">=<\/span><\/span><span dir=\"auto\"> client.messages.create <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">(<\/span><\/span>\n<span dir=\"auto\">     model <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-string\"><span dir=\"auto\">\"claude-opus-4-6\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    max_tokens <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-number\"><span dir=\"auto\">16000<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    thinking <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">{ <\/span><\/span><span class=\"hljs-string\"><span dir=\"auto\">\"type\" <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">: <\/span><\/span> <span class=\"hljs-string\"><span dir=\"auto\">\"adaptive\" <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">}<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    context <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">= <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">{ <\/span><\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"compaction\" <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">: <\/span><\/span> <span class=\"hljs-punctuation\"><span dir=\"auto\">{ <\/span><\/span>\n            <span class=\"hljs-string\"><span dir=\"auto\">\"enabled\" <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">: <\/span><\/span> <span class=\"hljs-literal\"><span dir=\"auto\">True<\/span><\/span><span dir=\"auto\"> , <\/span>\n            <span class=\"hljs-string\"><span dir=\"auto\">\"trigger_tokens\" <\/span><\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">: <\/span><\/span> <span class=\"hljs-number\"><span dir=\"auto\">150000 <\/span><\/span>\n        <span class=\"hljs-punctuation\"><span dir=\"auto\">} <\/span><\/span>\n    <span class=\"hljs-punctuation\"><span dir=\"auto\">}<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    messages <\/span><span class=\"hljs-punctuation\"><span dir=\"auto\">=<\/span><\/span><span dir=\"auto\"> conversation_history <\/span>\n<span class=\"hljs-punctuation\"><span dir=\"auto\">)<\/span><\/span><\/span><\/pre>\n<p id=\"03a6\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441 \u0440\u0435\u0430\u043b\u0435\u043d: \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0435\u043c\u0443 \u0430\u0433\u0435\u043d\u0442\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0441\u043e\u0441\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0435 \u0438\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0438\u0437 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0443\u0436\u0435 200, \u0442\u043e \u0441\u0436\u0430\u0442\u0438\u0435 \u043c\u043e\u0436\u0435\u0442 \u044d\u0442\u043e \u0441\u043a\u0440\u044b\u0442\u044c. \u0414\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0430 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u2014 \u0433\u0434\u0435 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0432\u0430\u0436\u0435\u043d \u043d\u0435\u0434\u0430\u0432\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0430 \u0431\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0443\u0436\u0438\u0442 \u0444\u043e\u043d\u043e\u043c \u2014 \u044d\u0442\u043e\u0442 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441 \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0435\u043d. \u0414\u043b\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043e\u0442\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0445 \u0434\u0435\u0442\u0430\u043b\u0435\u0439, \u0432\u0430\u043c \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u043f\u0430\u043c\u044f\u0442\u044c\u044e.<\/span><\/p>\n<p id=\"a65f\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0438 \u0441 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0432 128 000 (\u0443\u0434\u0432\u043e\u0435\u043d\u043d\u044b\u043c \u0441 64 000), Opus 4.6 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u043e\u0436\u0435\u0442 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u043c\u043d\u043e\u0433\u043e\u0447\u0430\u0441\u043e\u0432\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0438 \u0431\u0435\u0437 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0445 \u0443\u0445\u0438\u0449\u0440\u0435\u043d\u0438\u0439. \u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0437\u0443\u043c\u043d\u044b\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b, \u0438\u0437\u0431\u0435\u0433\u0430\u044f \u0438\u0437\u043b\u0438\u0448\u043d\u0435\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u044d\u0442\u0438\u0445 \u0441\u0435\u0441\u0441\u0438\u0439. \u0421\u0436\u0430\u0442\u0438\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0434\u0438\u0430\u043b\u043e\u0433. \u041e\u043a\u043d\u043e \u0432 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0434\u0430\u0435\u0442 \u0432\u0430\u043c \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u043c\u0430\u043d\u0435\u0432\u0440\u0430.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov sp\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*TpnbxpkT0yfKvldhsKWQhA.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*TpnbxpkT0yfKvldhsKWQhA.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*TpnbxpkT0yfKvldhsKWQhA.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*TpnbxpkT0yfKvldhsKWQhA.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*TpnbxpkT0yfKvldhsKWQhA.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*TpnbxpkT0yfKvldhsKWQhA.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*TpnbxpkT0yfKvldhsKWQhA.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*TpnbxpkT0yfKvldhsKWQhA.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*TpnbxpkT0yfKvldhsKWQhA.png\" alt=\"\" width=\"700\" height=\"169\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0436\u0430\u0442\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/span><\/figcaption><\/figure>\n<h2 id=\"d888\" class=\"pt pu il bg pv pw rw jh ge py rx jk gh qa ry qc qd qe rz qg qh qi sa qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0427\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 Opus 4.6 \u0434\u043b\u044f Agentic Systems<\/span><\/h2>\n<p id=\"dea9\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0441\u043e\u0431\u043b\u0430\u0437\u043d \u0441\u043c\u0435\u0448\u0430\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u043c\u0438, \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c\u0438 \u043d\u0430 \u0435\u0451 \u043e\u0441\u043d\u043e\u0432\u0435. \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u044d\u0442\u0438 \u0434\u0432\u0430 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u044d\u0442\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435 \u0438\u043c\u0435\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"ou ov sq\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:848\/format:webp\/1*-kyp1nS4VBYBU9SCcLM5HA.png 848w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 424px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*-kyp1nS4VBYBU9SCcLM5HA.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*-kyp1nS4VBYBU9SCcLM5HA.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*-kyp1nS4VBYBU9SCcLM5HA.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*-kyp1nS4VBYBU9SCcLM5HA.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*-kyp1nS4VBYBU9SCcLM5HA.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*-kyp1nS4VBYBU9SCcLM5HA.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:848\/1*-kyp1nS4VBYBU9SCcLM5HA.png 848w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 424px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:848\/1*-kyp1nS4VBYBU9SCcLM5HA.png\" alt=\"\" width=\"424\" height=\"291\" \/><\/picture><\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430<\/span><\/figcaption><\/figure>\n<h3 id=\"102e\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0432\u0435\u0437\u0434\u0435)<\/span><\/h3>\n<p id=\"ce9d\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u043b\u0438 \u0432\u044b Claude Code, Cursor, Windsurf, \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e API \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439 \u0434\u0440\u0443\u0433\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442,\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u043c\u043e\u0434\u0435\u043b\u044c<\/span><\/em><span dir=\"auto\">\u00a0Opus 4.6 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0440\u044f\u0434 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0439 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435 \u0430\u0433\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u0435\u0437\u0434\u0435, \u0433\u0434\u0435 \u0432\u044b \u0435\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u0435\u0442\u0435:<\/span><\/p>\n<p id=\"8ecc\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u043d\u043e\u0435 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f.<\/span><\/strong><span dir=\"auto\">\u00a0Opus 4.6 \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0435\u0442 \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0437\u0430\u0434\u0430\u0447\u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0434\u0435\u0436\u043d\u043e, \u0447\u0435\u043c \u0435\u0433\u043e \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0438\u043a. \u041e\u043d \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u044b\u0445 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0447\u0430\u0441\u0442\u044f\u0445 \u0432 \u043f\u0435\u0440\u0432\u0443\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442 \u043a \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u0438 \u0431\u043e\u043b\u0435\u0435 \u0432\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0412\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0442\u0435\u0441\u0442\u044b Anthropic \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u00ab\u0434\u0443\u043c\u0430\u0435\u0442 \u0433\u043b\u0443\u0431\u0436\u0435 \u0438 \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u0435\u0435, \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044f \u0441\u0432\u043e\u0438 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043f\u0440\u0438\u0439\u0442\u0438 \u043a \u0440\u0435\u0448\u0435\u043d\u0438\u044e\u00bb. \u041d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u044d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043c\u0435\u043d\u044c\u0448\u0435\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u043e\u0442\u0440\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0432\u043f\u0443\u0441\u0442\u0443\u044e \u0446\u0438\u043a\u043b\u043e\u0432 \u043d\u0430 \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.<\/span><\/p>\n<p id=\"896c\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0423\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430\u044f \u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439.<\/span><\/strong><span dir=\"auto\">\u00a0\u041d\u0430 \u0442\u0435\u0441\u0442\u0435 Vending-Bench 2, \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0449\u0435\u043c \u0434\u043e\u043b\u0433\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, Opus 4.6 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 3050 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c Opus 4.5. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0431\u0435\u0437 \u0443\u0445\u0443\u0434\u0448\u0435\u043d\u0438\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0431\u044b\u043b\u043e \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u043e \u0434\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u043d\u043d\u0438\u0445 \u0432\u0435\u0440\u0441\u0438\u0439. \u0412 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0438 \u0441 \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043c\u043e\u0436\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0435 \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0447\u0430\u0441\u043e\u0432.<\/span><\/p>\n<p id=\"46ce\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0421\u0430\u043c\u043e\u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u0434\u0430.<\/span><\/strong><span dir=\"auto\">\u00a0\u041e\u0434\u043d\u043e \u0438\u0437 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0445 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0439: \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0430\u0449\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438. \u0411\u043e\u043b\u0435\u0435 \u0440\u0430\u043d\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 Claude \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043a\u043e\u0434, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438 \u0435\u0433\u043e \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0438 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b. Opus 4.6 \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u044f\u0432\u043b\u044f\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0438, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0433\u043e\u043d\u043a\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u043e\u043c \u043a\u043e\u0434\u0435. \u042d\u0442\u043e \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043d\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u043a\u043e\u0434\u0430 \u0432 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0418\u0418.<\/span><\/p>\n<p id=\"3c4b\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e \u0443\u0441\u0438\u043b\u0438\u044f\u043c\u0438 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c \u0432\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0446\u0438\u043a\u043b\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0\u0412 \u0442\u0438\u043f\u0438\u0447\u043d\u043e\u043c \u0446\u0438\u043a\u043b\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u043e\u0441\u0442\u044b \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u0430, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u043a API. \u0418\u043d\u043e\u0433\u0434\u0430 \u0430\u0433\u0435\u043d\u0442 \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u043c \u044d\u0442\u0430\u043f\u043e\u043c \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f. \u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e Opus 4.6 \u043d\u0435 \u0442\u0440\u0430\u0442\u0438\u0442 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0437\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430. \u041e\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043c\u043e\u043c\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0446\u0438\u043a\u043b\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0434\u0435\u0448\u0435\u0432\u043b\u0435 \u0431\u0435\u0437 \u0443\u0449\u0435\u0440\u0431\u0430 \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043d\u0430 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u044d\u0442\u0430\u043f\u0430\u0445.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov sr\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*NrHua9hkfwiwAtGyMLsz9g.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*NrHua9hkfwiwAtGyMLsz9g.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*NrHua9hkfwiwAtGyMLsz9g.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*NrHua9hkfwiwAtGyMLsz9g.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*NrHua9hkfwiwAtGyMLsz9g.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*NrHua9hkfwiwAtGyMLsz9g.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*NrHua9hkfwiwAtGyMLsz9g.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*NrHua9hkfwiwAtGyMLsz9g.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*NrHua9hkfwiwAtGyMLsz9g.png\" alt=\"\" width=\"700\" height=\"354\" \/><\/picture><\/div>\n<\/div><\/figure>\n<h3 id=\"2bf2\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430: \u041a\u043e\u043c\u0430\u043d\u0434\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0432 Claude Code<\/span><\/h3>\n<p id=\"6ee6\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 Anthropic \u0434\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u00ab\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432\u00bb \u0432 Claude Code, \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u0441\u044f \u043d\u0430 \u0441\u0442\u0430\u0434\u0438\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u0412\u0430\u0436\u043d\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c, \u0447\u0442\u043e \u044d\u0442\u043e\u00a0<\/span><em class=\"ot\"><span dir=\"auto\">\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430<\/span><\/em><span dir=\"auto\">\u00a0, \u0430 \u043d\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438. Cursor, Windsurf, GitHub Copilot Agent HQ \u0438 Codex CLI \u0438\u043c\u0435\u044e\u0442 \u0441\u0432\u043e\u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438.<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"ou ov ss\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:876\/format:webp\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 876w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 438px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:876\/1*Jy-VMgbbEx0hsVN3fEdxCg.png 876w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 438px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:876\/1*Jy-VMgbbEx0hsVN3fEdxCg.png\" alt=\"\" width=\"438\" height=\"357\" \/><\/picture><\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0427\u043b\u0435\u043d\u044b \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0432 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u0438 \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 5 \u0440\u0430\u0437 \u0434\u043e\u0440\u043e\u0436\u0435. \u041b\u0443\u0447\u0448\u0435 \u0432\u0441\u0435\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0434\u043b\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\/\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439.<\/span><\/figcaption><\/figure>\n<p id=\"9678\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412 Claude Code \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u043e\u0432\u043a\u0438 \u043d\u0430 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u044f\u0437\u044b\u043a\u0435. \u0412\u044b \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\u043c \u0438 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0446\u0438\u0435\u0439 \u0433\u0440\u0443\u043f\u043f:<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"c27e\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span dir=\"auto\">&gt; \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">\u0434\u043b\u044f<\/span><\/span><span dir=\"auto\"> \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u044d\u0442\u043e\u0433\u043e \u043a\u043e\u0434\u0430. <\/span>\n<span dir=\"auto\">  \u041d\u0430\u0437\u043d\u0430\u0447\u044c\u0442\u0435 <\/span><span class=\"hljs-number\"><span dir=\"auto\">3<\/span><\/span><span dir=\"auto\"> \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b: <\/span>\n  <span class=\"hljs-number\"><span dir=\"auto\">1. <\/span><\/span><span class=\"hljs-string\"><span dir=\"auto\">\"security-reviewer\"<\/span><\/span><span dir=\"auto\"> \u2014 \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u044c\u0442\u0435\u0441\u044c <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">\u043d\u0430<\/span><\/span><span dir=\"auto\"> \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u0445 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">\u0432<\/span><\/span><span dir=\"auto\"> src\/auth\/; 2. <\/span>\n  <span class=\"hljs-number\"><span dir=\"auto\">\" <\/span><\/span><span class=\"hljs-string\"><span dir=\"auto\">perf-reviewer\"<\/span><\/span><span dir=\"auto\"> \u2014 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0439\u0442\u0435 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043f\u0443\u0442\u0438 <\/span><span class=\"hljs-built_in\"><span dir=\"auto\">\u0438<\/span><\/span><span dir=\"auto\"> \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043a \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 ; <\/span>\n  <span class=\"hljs-number\"><span dir=\"auto\">3. <\/span><\/span><span class=\"hljs-string\"><span dir=\"auto\">\"test-reviewer\"<\/span><\/span><span dir=\"auto\"> \u2014 \u043e\u0446\u0435\u043d\u0438\u0442\u0435 \u043f\u0440\u043e\u0431\u0435\u043b\u044b <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">\u0432<\/span><\/span><span dir=\"auto\"> \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438 \u0442\u0435\u0441\u0442\u043e\u0432. \u041f\u0443\u0441\u0442\u044c <\/span>\n<span dir=\"auto\">  \u043e\u043d\u0438 \u043f\u043e\u0434\u0435\u043b\u044f\u0442\u0441\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0432\u044b\u0432\u043e\u0434\u0430\u043c\u0438 <\/span><span class=\"hljs-built_in\"><span dir=\"auto\">\u0438 \u0431\u0440\u043e\u0441\u044f\u0442 <\/span><\/span><span class=\"hljs-keyword\"><span dir=\"auto\">\u0434\u0440\u0443\u0433<\/span><\/span><span dir=\"auto\"> \u0434\u0440\u0443\u0433\u0443 \u0432\u044b\u0437\u043e\u0432 .<\/span><\/span><\/pre>\n<p id=\"b08c\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u0435\u0434\u0443\u0449\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0438\u0440\u0443\u0435\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435 \u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u043e\u043b\u043b\u0435\u0433 (\u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e \u0441\u0432\u043e\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u043c \u043e\u043a\u043d\u043e\u043c) \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043e\u0431\u0449\u0438\u043c \u0441\u043f\u0438\u0441\u043a\u043e\u043c \u0437\u0430\u0434\u0430\u0447. \u041a\u043e\u043b\u043b\u0435\u0433\u0438 \u043e\u0431\u0449\u0430\u044e\u0442\u0441\u044f \u0434\u0440\u0443\u0433 \u0441 \u0434\u0440\u0443\u0433\u043e\u043c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u2014 \u0432 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0434 \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0441 \u043b\u044e\u0431\u044b\u043c \u043a\u043e\u043b\u043b\u0435\u0433\u043e\u0439 \u0447\u0435\u0440\u0435\u0437\u00a0<\/span><code class=\"de qv qw qx qy b\">Shift+Up\/Down<\/code><span dir=\"auto\">\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043e\u043a\u043d\u0430 tmux.<\/span><\/p>\n<p id=\"f67f\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0442\u043e\u0438\u0442 \u0437\u043d\u0430\u0442\u044c \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445: \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0438 \u043b\u0438\u0434\u0435\u0440\u0430, \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u044b \u0444\u0430\u0439\u043b\u043e\u0432 \u043c\u0435\u0436\u0434\u0443 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0441\u0431\u043e\u0435\u0432, \u0430 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 5 \u0440\u0430\u0437 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u043e\u0434\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0435\u0439. \u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043e\u0431\u044a\u0435\u043c\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u044f \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043a\u043e\u0434\u0430, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430\u043d\u0430\u043b\u0438\u0437 \u2014 \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043e\u0431\u044a\u0435\u043c\u043e\u043c \u0437\u0430\u043f\u0438\u0441\u0438, \u0433\u0434\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u044e\u0442 \u043e\u0434\u043d\u0438 \u0438 \u0442\u0435 \u0436\u0435 \u0444\u0430\u0439\u043b\u044b.<\/span><\/p>\n\n<h3 id=\"1eca\" class=\"rn pu il bg pv gc ro gd ge gf rp gg gh gi rq gj gk gl rr gm gn go rs gp gq rt bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u0434\u043b\u044f \u0446\u0438\u043a\u043b\u043e\u0432 \u0430\u0433\u0435\u043d\u0442\u043e\u0432<\/span><\/h3>\n<p id=\"8e1e\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0449\u0451 \u043e\u0434\u043d\u0430 \u0432\u0430\u0436\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 API: \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0434\u043e 2,5 \u0440\u0430\u0437 \u0431\u043e\u043b\u0435\u0435 \u0431\u044b\u0441\u0442\u0440\u0443\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043f\u043e \u043f\u0440\u0435\u043c\u0438\u0443\u043c-\u0446\u0435\u043d\u0435 (30\/150 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0437\u0430 MTok). \u0422\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0442\u043e\u0442 \u0436\u0435 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442, \u043f\u0440\u043e\u0441\u0442\u043e \u0431\u043e\u043b\u0435\u0435 \u0431\u044b\u0441\u0442\u0440\u043e\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435. \u0414\u043b\u044f \u0446\u0438\u043a\u043b\u043e\u0432 \u0440\u0430\u0431\u043e\u0442\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432, \u0433\u0434\u0435 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u0443\u0432\u0435\u043b\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0442\u044f\u0436\u0435\u043d\u0438\u0438 \u0441\u043e\u0442\u0435\u043d \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u044d\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u0430\u0442\u044c \u0440\u0430\u0437\u043d\u0438\u0446\u0435\u0439 \u043c\u0435\u0436\u0434\u0443 \u0437\u0430\u0434\u0430\u0447\u0435\u0439, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0439 \u0437\u0430 10 \u043c\u0438\u043d\u0443\u0442, \u0438 \u0437\u0430\u0434\u0430\u0447\u0435\u0439, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0439 \u0437\u0430 25 \u043c\u0438\u043d\u0443\u0442. \u041e\u043f\u0440\u0430\u0432\u0434\u044b\u0432\u0430\u0435\u0442 \u043b\u0438 \u044d\u0442\u043e \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0432 6 \u0440\u0430\u0437, \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0432\u0430\u0448\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438.<\/span><\/p>\n\n<h2 id=\"562a\" class=\"pt pu il bg pv pw rw jh ge py rx jk gh qa ry qc qd qe rz qg qh qi sa qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0434\u043b\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438: \u041f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u043d\u0438\u0435 \u0442\u0440\u0443\u0434\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0430 \u043f\u0443\u0442\u0438 \u043a \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u0430\u043c<\/span><\/h2>\n<p id=\"9bb7\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0415\u0441\u043b\u0438 \u0432\u044b \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 Opus 4.5 \u0432 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0440\u0435\u0434\u0435, \u0432\u043e\u0442 \u0447\u0442\u043e \u0441\u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u043d\u0430 \u044d\u0442\u0443 \u0432\u0435\u0440\u0441\u0438\u044e\u00a0<\/span><code class=\"de qv qw qx qy b\">claude-opus-4-6<\/code><span dir=\"auto\">:<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov st\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*y3LI_s70L0K00ROtS8UUgg.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*y3LI_s70L0K00ROtS8UUgg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*y3LI_s70L0K00ROtS8UUgg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*y3LI_s70L0K00ROtS8UUgg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*y3LI_s70L0K00ROtS8UUgg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*y3LI_s70L0K00ROtS8UUgg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*y3LI_s70L0K00ROtS8UUgg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*y3LI_s70L0K00ROtS8UUgg.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*y3LI_s70L0K00ROtS8UUgg.png\" alt=\"\" width=\"700\" height=\"176\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0434\u043b\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438<\/span><\/figcaption><\/figure>\n<p id=\"bab6\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u0442\u0430\u0440\u0435\u043b\u043e.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a\u0430 \u2014 \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0435 \u043e\u0442\u0432\u0435\u0442 \u041a\u043b\u043e\u0434\u0430 \u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0443 400 \u0432 Opus 4.6. \u041d\u0435\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0431 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u0438, \u043d\u0435\u0442 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0438 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438 \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0430, \u0432\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u0432\u043e\u0434\u0443 \u0438\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"3150\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u0414\u043e (Opus 4.5) - \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e <\/span><\/span>\n<span class=\"hljs-attr\"><span dir=\"auto\">messages<\/span><\/span><span dir=\"auto\"> =[ <\/span>\n<span dir=\"auto\">    { <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"user\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"Classify this ticket\"<\/span><\/span><span dir=\"auto\"> }, <\/span>\n<span dir=\"auto\">    { <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"assistant\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">'{\"category\": '<\/span><\/span><span dir=\"auto\"> }   <\/span><span class=\"hljs-comment\"><span dir=\"auto\"># \u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435<\/span><\/span>\n<span dir=\"auto\"> ]<\/span><\/span><\/pre>\n<pre class=\"hh rf qy rg bq rh bc bl\"><span id=\"7908\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u041f\u043e\u0441\u043b\u0435 (Opus 4.6) - \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432\u043c\u0435\u0441\u0442\u043e<\/span><\/span>\n<span dir=\"auto\"> response = client.messages.create( <\/span>\n<span dir=\"auto\">    model= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"claude-opus-4-6\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n<span dir=\"auto\">    max_tokens=1000, <\/span>\n<span dir=\"auto\">    output_config={ <\/span>\n        <span class=\"hljs-string\"><span dir=\"auto\">\"format\"<\/span><\/span><span dir=\"auto\"> : { <\/span>\n            <span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"json_schema\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n            <span class=\"hljs-string\"><span dir=\"auto\">\"schema\"<\/span><\/span><span dir=\"auto\"> : { <\/span>\n                <span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"object\"<\/span><\/span><span dir=\"auto\"> , <\/span>\n                <span class=\"hljs-string\"><span dir=\"auto\">\"properties\"<\/span><\/span><span dir=\"auto\"> : { <\/span>\n                    <span class=\"hljs-string\"><span dir=\"auto\">\"category\"<\/span><\/span><span dir=\"auto\"> : { <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"string\"<\/span><\/span><span dir=\"auto\"> } <\/span>\n<span dir=\"auto\">                } <\/span>\n<span dir=\"auto\">            } <\/span>\n<span dir=\"auto\">        } <\/span>\n<span dir=\"auto\">    }, <\/span>\n<span dir=\"auto\">    messages=[{ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"role\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"user\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"content\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"Classify this ticket\"<\/span><\/span><span dir=\"auto\"> }] <\/span>\n<span dir=\"auto\">)<\/span><\/span><\/pre>\n<p id=\"8324\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u042d\u0442\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u043f\u043e-\u0432\u0438\u0434\u0438\u043c\u043e\u043c\u0443, \u0443\u0441\u0442\u0430\u0440\u0435\u043b\u0430.<\/span><\/strong>\u00a0<code class=\"de qv qw qx qy b\">thinking: {type: \"enabled\", budget_tokens: N}<\/code><span dir=\"auto\">\u00a0\u041e\u043d\u0430 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u043d\u043e \u0443\u0441\u0442\u0430\u0440\u0435\u043b\u0430 \u0438 \u0431\u0443\u0434\u0435\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0430. \u041f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u043d\u0430 \u0434\u0440\u0443\u0433\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e\u00a0<\/span><code class=\"de qv qw qx qy b\">thinking: {type: \"adaptive\"}<\/code><span dir=\"auto\">\u0441 \u044d\u0442\u0438\u043c\u00a0<\/span><code class=\"de qv qw qx qy b\">effort<\/code><span dir=\"auto\">\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c.<\/span><\/p>\n<p id=\"3910\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0424\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d.<\/span><\/strong>\u00a0<code class=\"de qv qw qx qy b\">output_format<\/code><span dir=\"auto\">\u00a0\u0422\u0435\u043f\u0435\u0440\u044c \u043e\u043d \u0442\u0430\u043a\u043e\u0439-\u0442\u043e\u00a0<\/span><code class=\"de qv qw qx qy b\">output_config.format<\/code><span dir=\"auto\">. \u0421\u0442\u0430\u0440\u044b\u0439 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u043d\u043e \u0443\u0441\u0442\u0430\u0440\u0435\u043b.<\/span><\/p>\n\n<pre class=\"ox oy oz pa pb rf qy rg bq rh bc bl\"><span id=\"d52a\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u041f\u0435\u0440\u0435\u0434 <\/span><\/span>\n<span class=\"hljs-attr\"><span dir=\"auto\">\u0432\u044b\u0432\u043e\u0434\u043e\u043c output_format<\/span><\/span><span dir=\"auto\"> ={ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"json_schema\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"schema\"<\/span><\/span><span dir=\"auto\"> : {...}}<\/span><\/span><\/pre>\n<pre class=\"hh rf qy rg bq rh bc bl\"><span id=\"b100\" class=\"ri pu il qy b bh rj rk m rl rm\" data-selectable-paragraph=\"\"><span class=\"hljs-comment\"><span dir=\"auto\"># \u041f\u043e\u0441\u043b\u0435 <\/span><\/span>\n<span class=\"hljs-attr\"><span dir=\"auto\">output_config<\/span><\/span><span dir=\"auto\"> ={ <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"format\"<\/span><\/span><span dir=\"auto\"> : { <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"type\"<\/span><\/span><span dir=\"auto\"> : <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"json_schema\"<\/span><\/span><span dir=\"auto\"> , <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"schema\"<\/span><\/span><span dir=\"auto\"> : {...}}}<\/span><\/span><\/pre>\n<p id=\"349f\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0431\u0435\u0442\u0430-\u0432\u0435\u0440\u0441\u0438\u0438 \u043e\u0447\u0438\u0449\u0435\u043d\u044b.<\/span><\/strong><span dir=\"auto\">\u00a0\u0412 Opus 4.6 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00a0<\/span><code class=\"de qv qw qx qy b\">interleaved-thinking-2025-05-14<\/code><span dir=\"auto\">\u0431\u0435\u0442\u0430-\u0432\u0435\u0440\u0441\u0438\u0438 \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u0435\u0442\u0441\u044f. \u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0447\u0435\u0440\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447. \u0423\u0434\u0430\u043b\u0438\u0442\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, \u0447\u0442\u043e\u0431\u044b \u0432\u0430\u0448\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0438\u0441\u0442\u044b\u043c\u0438.<\/span><\/p>\n<p id=\"a8eb\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0443\u043f\u0440\u043e\u0449\u0435\u043d.<\/span><\/strong><span dir=\"auto\">\u00a0\u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u00a0<\/span><code class=\"de qv qw qx qy b\">claude-opus-4-6<\/code><span dir=\"auto\">\u2014 \u0431\u0435\u0437 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u0430 \u0434\u0430\u0442\u044b. \u042d\u0442\u043e \u043e\u0442\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435 \u043e\u0442 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f (\u00a0<\/span><code class=\"de qv qw qx qy b\">claude-opus-4-5-20251101<\/code><span dir=\"auto\">).<\/span><\/p>\n<p id=\"154e\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0420\u0430\u0437\u043b\u0438\u0447\u0438\u044f \u0432 \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 JSON.<\/span><\/strong><span dir=\"auto\">\u00a0Opus 4.6 \u043c\u043e\u0436\u0435\u0442 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u043e\u0435 \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u043e\u043a JSON \u0432 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0432\u044b\u0437\u043e\u0432\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (\u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Unicode, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043a\u043e\u0441\u043e\u0439 \u0447\u0435\u0440\u0442\u044b). \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u043f\u0430\u0440\u0441\u0435\u0440\u044b \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441 \u044d\u0442\u0438\u043c \u0431\u0435\u0437 \u043f\u0440\u043e\u0431\u043b\u0435\u043c. \u0415\u0441\u043b\u0438 \u0432\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0435 \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u043a\u0430\u043a \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435\u00a0<\/span><code class=\"de qv qw qx qy b\">json.loads()<\/code><span dir=\"auto\">\u0438\u043b\u0438\u00a0<\/span><code class=\"de qv qw qx qy b\">JSON.parse()<\/code><span dir=\"auto\">, \u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u0441\u0432\u043e\u044e \u043b\u043e\u0433\u0438\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.<\/span><\/p>\n<p id=\"07db\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0414\u043e\u0441\u0442\u0443\u043f\u043d\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0421\u0428\u0410.<\/span><\/strong><span dir=\"auto\">\u00a0\u0415\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e\u043d\u0430\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u043c\u0435\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0442\u0435\u043f\u0435\u0440\u044c \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0421\u0428\u0410 \u0441\u00a0<\/span><code class=\"de qv qw qx qy b\">inference_geo<\/code><span dir=\"auto\">\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c \u043f\u043e \u0446\u0435\u043d\u0435 \u0442\u043e\u043a\u0435\u043d\u0430 1,1x.<\/span><\/p>\n\n<h2 id=\"e562\" class=\"pt pu il bg pv pw rw jh ge py rx jk gh qa ry qc qd qe rz qg qh qi sa qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u0433\u0434\u0430 \u041d\u0415 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Opus 4.6<\/span><\/h2>\n<p id=\"7a84\" class=\"pw-post-body-paragraph nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or hi bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0417\u0430\u0432\u043e\u0435\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u0432\u0435\u0440\u0438\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u0441\u0442\u043d\u043e\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0442\u043e\u0442 \u0438\u043b\u0438 \u0438\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u0431\u043e\u0440\u043e\u043c. \u0412\u043e\u0442 \u0433\u0434\u0435 Opus 4.6 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u0430\u043c:<\/span><\/p>\n\n<figure class=\"ox oy oz pa pb pc ou ov paragraph-image\">\n<div class=\"pd pe eo pf bi pg\" tabindex=\"0\" role=\"button\"><span class=\"er es et ao eu ev ew ex ey speechify-ignore\"><span dir=\"auto\">\u041d\u0430\u0436\u043c\u0438\u0442\u0435 Enter \u0438\u043b\u0438 \u0449\u0435\u043b\u043a\u043d\u0438\u0442\u0435, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0435.<\/span><\/span>\n<div class=\"ou ov su\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*4FDBIE0E3chQiCYW1TJOew.png 1400w\" type=\"image\/webp\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" \/><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/1*4FDBIE0E3chQiCYW1TJOew.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*4FDBIE0E3chQiCYW1TJOew.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*4FDBIE0E3chQiCYW1TJOew.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*4FDBIE0E3chQiCYW1TJOew.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*4FDBIE0E3chQiCYW1TJOew.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*4FDBIE0E3chQiCYW1TJOew.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*4FDBIE0E3chQiCYW1TJOew.png 1400w\" sizes=\"(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px\" data-testid=\"og\" \/><img class=\"bi fq ph c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*4FDBIE0E3chQiCYW1TJOew.png\" alt=\"\" width=\"700\" height=\"146\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"pi pj pk ou ov pl pm bg b bh ab ee\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u043e\u0433\u0434\u0430 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c Opus 4.6<\/span><\/figcaption><\/figure>\n<p id=\"b00c\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438.<\/span><\/strong><span dir=\"auto\">\u00a0Opus 4.6 \u0431\u0443\u0434\u0435\u0442 \u0438\u0445 \u0447\u0440\u0435\u0437\u043c\u0435\u0440\u043d\u043e \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0442\u044c. \u0414\u0430\u0436\u0435 \u043f\u0440\u0438 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u0438\u043b\u0438\u044f\u0445 \u0432\u044b \u043f\u043b\u0430\u0442\u0438\u0442\u0435 \u0437\u0430 \u0442\u043e\u043a\u0435\u043d \u043f\u043e \u0446\u0435\u043d\u0430\u043c \u0443\u0440\u043e\u0432\u043d\u044f Opus. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u00ab\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u0441\u043b\u0443\u0436\u0431\u0443 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u043f\u043e 5 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c\u00bb, Haiku \u0438\u043b\u0438 Sonnet \u0441\u043f\u0440\u0430\u0432\u044f\u0442\u0441\u044f \u0441 \u043d\u0435\u0439 \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0434\u0435\u0448\u0435\u0432\u043b\u0435 \u0438 \u0441 \u0442\u043e\u0439 \u0436\u0435 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u041e\u0441\u0442\u0430\u0432\u044c\u0442\u0435 Opus \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u044e\u0442 \u043e\u0442 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430.<\/span><\/p>\n<p id=\"62ae\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0411\u043e\u043b\u044c\u0448\u0438\u0435 \u043e\u0431\u044a\u0435\u043c\u044b \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u0440\u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 25 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0437\u0430 \u041c\u0422\u043e\u043a \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0431\u044b\u0441\u0442\u0440\u043e \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0442\u044b\u0441\u044f\u0447 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 100 000 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u043f\u043e 500 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u044b\u0439 \u0431\u0443\u0434\u0435\u0442 \u0441\u0442\u043e\u0438\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e 1250 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u043d\u0430 Opus \u043f\u0440\u043e\u0442\u0438\u0432 \u043e\u043a\u043e\u043b\u043e 100 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0432 \u0434\u0435\u043d\u044c \u043d\u0430 Sonnet 4.5. \u042d\u0442\u043e \u0432 12 \u0440\u0430\u0437 \u0431\u043e\u043b\u044c\u0448\u0435 \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447, \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432.<\/span><\/p>\n<p id=\"1a75\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0417\u0430\u0434\u0430\u0447\u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f.<\/span><\/strong><span dir=\"auto\">\u00a0Gemini 3 Pro \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 MMMU Pro \u0432 \u043f\u043b\u0430\u043d\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0441\u043f\u0440\u0438\u044f\u0442\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f, \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0441 Gemini, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 Opus.<\/span><\/p>\n<p id=\"77cb\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041a\u043e\u0433\u0434\u0430 \u0432\u0430\u043c \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445,<\/span><\/strong><span dir=\"auto\">\u00a0Gemini 3 Pro \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u0434\u0432\u043e\u0435 \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u043e\u043a\u043d\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0435\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 1 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u0445 \u0442\u043e\u043a\u0435\u043d\u043e\u0432, \u0438 \u0432\u044b \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c RAG \u0434\u043b\u044f \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u044f \u043e\u043a\u043d\u0430, Gemini \u2014 \u044d\u0442\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440.<\/span><\/p>\n<p id=\"17a9\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u041f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0437\u0430\u0442\u0440\u0430\u0442.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u0440\u0438 \u0438\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0439 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0441\u0436\u0438\u0433\u0430\u043d\u0438\u0435 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 Opus \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0434\u043e\u0440\u043e\u0433\u043e. \u0421\u043e\u0437\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u044b \u043d\u0430 Sonnet 4.5, \u0430 \u0437\u0430\u0442\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0439\u0442\u0435 \u0438\u0445 \u043d\u0430 Opus, \u043a\u043e\u0433\u0434\u0430 \u0432\u0430\u0448 \u043f\u043e\u0434\u0445\u043e\u0434 \u0441\u0442\u0430\u0431\u0438\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f. \u042d\u0442\u043e \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u0430\u0436\u043d\u043e \u043d\u0430 \u0440\u0430\u043d\u043d\u0438\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u0447\u0430\u0441\u0442\u043e \u0432\u043d\u043e\u0441\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f.<\/span><\/p>\n<p id=\"1ea8\" class=\"pw-post-body-paragraph nz oa il ob b jf oc od oe ji of og oh gi oi oj ok gl ol om on go oo op oq or hi bl\" data-selectable-paragraph=\"\"><strong class=\"ob im\"><span dir=\"auto\">\u0415\u0441\u043b\u0438 \u0432\u0430\u0448 \u043a\u043e\u0434 \u0432 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0442\u0435\u043f\u0435\u043d\u0438 \u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435,<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043e\u0442 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u0432\u043e\u0434\u0443 \u043c\u043e\u0436\u0435\u0442 \u043e\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 \u0434\u043b\u044f \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440. \u0415\u0441\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0432\u0430\u0448\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0443, \u043e\u0446\u0435\u043d\u0438\u0442\u0435 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442\u044b \u043d\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c\u0441\u044f. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u044d\u0442\u043e \u043d\u0435 \u0441\u0442\u043e\u0438\u0442 \u0442\u043e\u0433\u043e \u0440\u0430\u0434\u0438 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 SWE-bench \u043d\u0430 0,1%.<\/span><\/p>\n\n<h2 id=\"d71a\" class=\"pt pu il bg pv pw rw jh ge py rx jk gh qa ry qc qd qe rz qg qh qi sa qk ql qm bl\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u0430<\/span><\/h2>\n<ul class=\"\">\n \t<li id=\"c23e\" class=\"nz oa il ob b jf qn od oe ji qo og oh gi qp oj ok gl qq om on go qr op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/www.anthropic.com\/news\/claude-opus-4-6\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c Claude Opus 4.6<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442 Anthropic \u0441 \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0430 \u0438 \u043e\u0442\u0437\u044b\u0432\u0430\u043c\u0438 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u043e\u0432.<\/span><\/li>\n \t<li id=\"6504\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/models\/whats-new-claude-4-6\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0427\u0442\u043e \u043d\u043e\u0432\u043e\u0433\u043e \u0432 Claude 4.6<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u041e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u043e API, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0430\u044f \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435, \u0441\u0436\u0430\u0442\u0438\u0435, \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0449\u0438\u0435 \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c.<\/span><\/li>\n \t<li id=\"22a6\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/adaptive-thinking\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044e<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a.<\/span><\/li>\n \t<li id=\"bb91\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/effort\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u043e \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c \u0443\u0441\u0438\u043b\u0438\u0439<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0443\u0441\u0438\u043b\u0438\u0439 \u0438 \u0438\u0445 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044e \u0441 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435\u043c.<\/span><\/li>\n \t<li id=\"51a4\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/www.anthropic.com\/engineering\/building-c-compiler\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u0430 C \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u043e\u043c\u0430\u043d\u0434 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u041a\u043b\u043e\u0434\u0430<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u043f\u0440\u0438\u043c\u0435\u0440 \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043a\u043e\u0433\u0434\u0430 16 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u043d\u0430\u043f\u0438\u0441\u0430\u043b\u0438 100 000 \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430 \u043d\u0430 Rust, \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0443\u0440\u043e\u043a\u0430\u043c\u0438 \u043f\u043e \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0446\u0438\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0430\u0433\u0435\u043d\u0442\u043e\u0432.<\/span><\/li>\n \t<li id=\"efb4\" class=\"nz oa il ob b jf qz od oe ji ra og oh gi rb oj ok gl rc om on go rd op oq or qs qt qu bl\" data-selectable-paragraph=\"\"><a class=\"ah os\" href=\"https:\/\/www.anthropic.com\/claude-opus-4-6-system-card\" target=\"_blank\" rel=\"noopener ugc nofollow\"><span dir=\"auto\">\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 Claude Opus 4.6<\/span><\/a><span dir=\"auto\">\u00a0\u2014 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0435 \u043e\u0446\u0435\u043d\u043a\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u043e\u0446\u0435\u043d\u043a\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u043c\u0435\u0442\u043e\u0434\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u044f.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:\n<a href=\"https:\/\/medium.com\/data-science-collective\/claude-opus-4-6-what-actually-changed-and-why-it-matters-1c81baeea0c9\">https:\/\/medium.com\/data-science-collective\/claude-opus-4-6-what-actually-changed-and-why-it-matters-1c81baeea0c9<\/a>","_ru_post_name":"claude-opus-4-6-chto-na-samom-dele-izmenilos-i-pochemu-eto-vazhno","_ru_post_excerpt":"","_ru_post_title":"Claude Opus 4.6: \u0427\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e","_en_post_content":"","_en_post_name":"","_en_post_excerpt":"","_en_post_title":"","edit_language":"en","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[38],"tags":[],"class_list":["post-26855","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-sztuczna-inteligencja-ii-ai"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/infopolicy.net\/wp-content\/uploads\/2026\/02\/mandarine.png","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pffTZ2-6Z9","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":27005,"url":"https:\/\/infopolicy.net\/en\/kogda-ii-osoznaet-chto-ego-testiruyut-eksperiment-anthropic\/","url_meta":{"origin":26855,"position":0},"title":"\u041a\u043e\u0433\u0434\u0430 \u0418\u0418 \u043e\u0441\u043e\u0437\u043d\u0430\u0435\u0442, \u0447\u0442\u043e \u0435\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u044e\u0442 \u2013 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 Anthropic","author":"infopolicy","date":"12.03.2026","format":false,"excerpt":"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0438\u0437 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 Anthropic \u0441\u0442\u043e\u043b\u043a\u043d\u0443\u043b\u0438\u0441\u044c \u0441 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0432 \u0445\u043e\u0434\u0435 \u043e\u0446\u0435\u043d\u043a\u0438 \u0441\u0432\u043e\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 Claude Opus 4.6.\u00a0\u0418\u043d\u0446\u0438\u0434\u0435\u043d\u0442 \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0435\u043b \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0435 \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c BrowseComp, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0418\u0418 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0435 \u0442\u0440\u0443\u0434\u043d\u043e\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439. \u0427\u0442\u043e \u0441\u043b\u0443\u0447\u0438\u043b\u043e\u0441\u044c?\u00a0\u0412\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0441\u0442\u043e \u0440\u0435\u0448\u0430\u0442\u044c\u2026","rel":"","context":"In &quot;Sztuczna Inteligencja (\u0418\u0418\/AI)&quot;","block_context":{"text":"Sztuczna Inteligencja (\u0418\u0418\/AI)","link":"https:\/\/infopolicy.net\/en\/category\/sztuczna-inteligencja-ii-ai\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2026\/03\/AI_Strategy_marketoonist.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2026\/03\/AI_Strategy_marketoonist.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/infopolicy.net\/wp-content\/uploads\/2026\/03\/AI_Strategy_marketoonist.png?resize=525%2C300&ssl=1 1.5x, 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\u043c\u0438\u043d\u0443\u0442 \u0438 100 SMS \u0432 \u043c\u0435\u0441\u044f\u0446. \u0412 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0431\u044b\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442. \u0422\u0430\u043a \u0432\u043e\u0442 \u0446\u0435\u043d\u044b \u0432\u043e\u0437\u0440\u043e\u0441\u043b\u0438! \u0421\u0440\u0435\u0434\u043d\u044f\u044f \u0446\u0435\u043d 34.65 EUR \u0432 \u043c\u0435\u0441\u044f\u0446. \u0412\u043e\u0437\u0440\u043e\u0441\u043b\u0438 \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0441\u0435\u0433\u043e \u0432 \u041d\u0438\u0434\u0435\u0440\u043b\u0430\u043d\u0434\u0430\u0445 \u043d\u0430 61.9% \u0434\u0430 44.58 euro\u2026","rel":"","context":"In &quot;Mobile&quot;","block_context":{"text":"Mobile","link":"https:\/\/infopolicy.net\/en\/category\/mobile\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1200,"url":"https:\/\/infopolicy.net\/en\/tsifra-dnya-internet-reklama-v-chehii-v-2009-330\/","url_meta":{"origin":26855,"position":5},"title":"\u0426\u0438\u0444\u0440\u0430 \u0434\u043d\u044f: \u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u0440\u0435\u043a\u043b\u0430\u043c\u0430 \u0432 \u0427\u0435\u0445\u0438\u0438 \u0432 2009 &#8211;  330 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 USD","author":"infopolicy","date":"26.02.2010","format":false,"excerpt":"\u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \u0432 2009 \u0432 \u0434\u0435\u043d\u044c\u0433\u0430\u0445 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b 6.4 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0447\u0435\u0448\u0441\u043a\u0438\u0445 \u043a\u0440\u043e\u043d (330 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