{"id":27378,"date":"2026-05-30T16:53:45","date_gmt":"2026-05-30T14:53:45","guid":{"rendered":"https:\/\/infopolicy.net\/?p=27378"},"modified":"2026-05-30T16:55:20","modified_gmt":"2026-05-30T14:55:20","slug":"","status":"publish","type":"post","link":"https:\/\/infopolicy.net\/en\/pyatiminutnyj-ekspress-kurs-po-rag\/","title":{"rendered":"","raw":""},"content":{"rendered":"","protected":false,"raw":""},"excerpt":{"rendered":"","protected":false,"raw":""},"author":1,"featured_media":27379,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ru_post_content":"\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u0446\u0435\u043b\u044c \u044d\u0442\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u2014 \u043f\u043e\u043c\u043e\u0447\u044c \u0432\u0430\u043c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 RAG \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 LLM \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438. \u0412\u044b \u0442\u0430\u043a\u0436\u0435 \u0443\u0437\u043d\u0430\u0435\u0442\u0435, \u0433\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f RAG \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d \u0441\u0442\u0430\u043b \u043e\u0434\u043d\u0438\u043c \u0438\u0437 \u043a\u0440\u0443\u043f\u043d\u0435\u0439\u0448\u0438\u0445 \u043d\u0430\u0443\u0447\u043d\u044b\u0445 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0439.\n\n\u041d\u0435 \u0441\u0442\u043e\u0438\u0442 \u0431\u0435\u0441\u043f\u043e\u043a\u043e\u0438\u0442\u044c\u0441\u044f, \u0435\u0441\u043b\u0438 \u0442\u0430\u043a\u0438\u0435 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u043a\u0430\u043a \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u0435 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445, \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438 \u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u044b \u043f\u043e\u0438\u0441\u043a\u0430, \u0437\u0432\u0443\u0447\u0430\u0442 \u0441\u043b\u043e\u0436\u043d\u043e. \u041f\u0440\u0438\u0448\u043b\u043e \u0432\u0440\u0435\u043c\u044f \u0447\u0435\u0442\u043a\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u0432\u0441\u0435 \u044d\u0442\u0438 \u0442\u0435\u0440\u043c\u0438\u043d\u044b.\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<p id=\"4909\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0440\u0443\u043f\u043d\u044b\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">GPT-4 \u0438\u043b\u0438 Claude,<\/span><\/em><span dir=\"auto\">\u00a0\u043e\u0431\u0443\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0433\u0440\u043e\u043c\u043d\u044b\u0445 \u043c\u0430\u0441\u0441\u0438\u0432\u0430\u0445 \u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0437 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430. \u042d\u0442\u043e \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u0438\u0437 \u0431\u043b\u043e\u0433\u043e\u0432, \u043a\u043d\u0438\u0433, \u043a\u043e\u0434\u0430, \u0412\u0438\u043a\u0438\u043f\u0435\u0434\u0438\u0438 \u0438 \u043c\u043d\u043e\u0433\u043e\u0433\u043e \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0442\u0430\u043a\u043e\u043c\u0443 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e, \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0430\u0448\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b.<\/span><\/strong><\/p>\n\n<figure class=\"oi oj ok ol om on of og paragraph-image\">\n<div class=\"oo op el oq be or\" tabindex=\"0\" role=\"button\"><span class=\"ep eq er aj es et eu ev ew speechify-ignore\"><\/span>\n<div class=\"of og oh\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*exEnpnYvmFTo1q15gQiNTw.png 1400w\" type=\"image\/webp\" sizes=\"auto, (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*exEnpnYvmFTo1q15gQiNTw.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*exEnpnYvmFTo1q15gQiNTw.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*exEnpnYvmFTo1q15gQiNTw.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*exEnpnYvmFTo1q15gQiNTw.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*exEnpnYvmFTo1q15gQiNTw.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*exEnpnYvmFTo1q15gQiNTw.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*exEnpnYvmFTo1q15gQiNTw.png 1400w\" sizes=\"auto, (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=\"be fo os i\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*exEnpnYvmFTo1q15gQiNTw.png\" alt=\"\" width=\"700\" height=\"467\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"ot ou ov of og ow ox bc b bd v ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043e\u043c<\/span><\/figcaption><\/figure>\n<p id=\"5f6f\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><em class=\"pr\"><span dir=\"auto\">\u041d\u043e \u0443 \u044d\u0442\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f. \u042f \u0431\u044b \u043d\u0430\u0437\u0432\u0430\u043b \u044d\u0442\u043e \u0434\u0430\u0442\u043e\u0439 \u043e\u0442\u0441\u0435\u0447\u0435\u043d\u0438\u044f.<\/span><\/em><span dir=\"auto\">\u00a0\u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043e\u0431\u0443\u0447\u0430\u043b\u0430\u0441\u044c \u043c\u043e\u0434\u0435\u043b\u044c LLM,\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0439 \u043c\u043e\u043c\u0435\u043d\u0442 \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/span><\/strong><span dir=\"auto\">\u00a0\u041f\u043e\u044d\u0442\u043e\u043c\u0443, \u0435\u0441\u043b\u0438 \u0432\u044b \u0441\u043f\u0440\u043e\u0441\u0438\u0442\u0435 \u043e \u0447\u0435\u043c-\u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u043b\u043e \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0439 \u0434\u0430\u0442\u044b,\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043c\u043e\u0434\u0435\u043b\u044c LLM \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u0434\u0430\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430,<\/span><\/strong><span dir=\"auto\">\u00a0\u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u044d\u0442\u043e \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u043e \u0432\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0432\u0430\u0448\u0438<\/span><\/em><span dir=\"auto\">\u00a0\u0434\u0430\u043d\u043d\u044b\u0435.<\/span><\/p>\n<p id=\"7562\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, LLM \u043d\u0435 \u0437\u043d\u0430\u0435\u0442\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0432\u0430\u0448\u0438\u0445 \u043b\u0438\u0447\u043d\u044b\u0445 \u0438\u043b\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0432\u0438\u0434\u0435\u043b.<\/span><\/em><span dir=\"auto\">\u00a0\u041f\u043e\u044d\u0442\u043e\u043c\u0443, \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u0441\u043f\u0440\u043e\u0441\u0438\u0442\u0435 \u0447\u0430\u0442-\u0431\u043e\u0442\u0430 \u0441 \u0418\u0418: \u00ab\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u041a\u0430\u043a\u043e\u0432\u0430 \u043d\u0430\u0448\u0430 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432?\u00bb<\/span><\/em><span dir=\"auto\">\u00a0, \u043e\u043d \u043d\u0435 \u0434\u0430\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430,\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0435 \u0431\u044b\u043b \u043e\u0431\u0443\u0447\u0435\u043d \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0432\u0430\u0448\u0435\u0439 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.<\/span><\/strong><span dir=\"auto\">\u00a0\u041e\u043d \u0441\u043a\u0430\u0436\u0435\u0442\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u00ab\u042f \u043d\u0435 \u0437\u043d\u0430\u044e\u00bb<\/span><\/em><span dir=\"auto\">\u00a0\u0438\u043b\u0438, \u0447\u0442\u043e \u0435\u0449\u0435 \u0445\u0443\u0436\u0435, \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e \u0434\u0430\u0441\u0442 \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. \u0418 \u044d\u0442\u0430 \u0447\u0430\u0441\u0442\u044c \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0445 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0435\u0439.<\/span><\/strong><span dir=\"auto\">\u00a0\u042d\u0442\u043e \u043e\u0434\u043d\u0430 \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0439 \u043c\u043e\u043c\u0435\u043d\u0442.<\/span><\/p>\n<p id=\"c772\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><em class=\"pr\"><span dir=\"auto\">\u042d\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0446\u0435\u043b\u044c \u043c\u043e\u0434\u0435\u043b\u0435\u0439 LLM \u2014 \u0431\u0435\u0433\u043b\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0430\u0448 \u0437\u0430\u043f\u0440\u043e\u0441.<\/span><\/em><span dir=\"auto\">\u00a0\u041c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0430 \u043d\u0435 \u0432\u0438\u0434\u0435\u043b\u0430 \u0432\u0430\u0448\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432, \u043e\u043d\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0432 \u0438\u0442\u043e\u0433\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442.<\/span><\/p>\n\n<blockquote class=\"ra\">\n<p id=\"0bb9\" class=\"rb rc ik bc rd re rf rg rh ri rj pq ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0420\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0445 \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f RAG.<\/span><\/p>\n<\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"ac08\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 RAG?<\/span><\/h2>\n<p id=\"7489\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">RAG \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">Retrieval-Augmented Generation (\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u043c \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435\u043c)<\/span><\/strong><span dir=\"auto\">\u00a0. \u041f\u043e\u0432\u0435\u0440\u044c\u0442\u0435, \u044d\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u0438\u0434\u0435\u044f.<\/span><\/p>\n<p id=\"08d2\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e \u0443\u0436\u0435 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e \u043c\u0430\u0433\u0438\u0441\u0442\u0440\u0443 \u043f\u0440\u0430\u0432\u0430, RAG\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e\u00a0<\/span><\/em><em class=\"pr\"><span dir=\"auto\">\u0438\u0437 \u0432\u0430\u0448\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0430 \u0437\u0430\u0442\u0435\u043c \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u044d\u0442\u0443 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043c\u0430\u0433\u0438\u0441\u0442\u0440\u0443 \u043f\u0440\u0430\u0432\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u0430\u0448\u0438\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c.<\/span><\/em><span dir=\"auto\">\u00a0\u042d\u0442\u043e \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u043c\u0430\u0433\u0438\u0441\u0442\u0440 \u043f\u0440\u0430\u0432\u0430 \u0438\u043c\u0435\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0435\u0439\u0441\u044f \u0432 \u0432\u0430\u0448\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445.<\/span><\/strong><\/p>\n\n<figure class=\"oi oj ok ol om on of og paragraph-image\">\n<div class=\"oo op el oq be or\" tabindex=\"0\" role=\"button\"><span class=\"ep eq er aj es et eu ev ew speechify-ignore\"><\/span>\n<div class=\"of og oh\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 1400w\" type=\"image\/webp\" sizes=\"auto, (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*BF3ZRoZB8kvEl8dtCLsOLg.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*BF3ZRoZB8kvEl8dtCLsOLg.png 1400w\" sizes=\"auto, (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=\"be fo os i\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*BF3ZRoZB8kvEl8dtCLsOLg.png\" alt=\"\" width=\"700\" height=\"467\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"ot ou ov of og ow ox bc b bd v ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043e\u043c<\/span><\/figcaption><\/figure>\n<p id=\"1c39\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><em class=\"pr\"><span dir=\"auto\">\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435.<\/span><\/em><span dir=\"auto\">\u00a0\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0432\u044b \u043d\u043e\u0432\u044b\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a, \u0438 \u0432\u0430\u043c \u0437\u0432\u043e\u043d\u0438\u0442 \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e \u043f\u043e\u0432\u043e\u0434\u0443 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u0442\u043e\u0432\u0430\u0440. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0432\u044b \u043d\u043e\u0432\u0438\u0447\u043e\u043a, \u0432\u044b \u043d\u0435 \u0437\u043d\u0430\u0435\u0442\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0442\u043e\u0432\u0430\u0440.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u044b \u0431\u044b\u0441\u0442\u0440\u043e \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0442\u043e\u0432\u0430\u0440, \u0447\u0438\u0442\u0430\u0435\u0442\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0440\u0430\u0437\u0434\u0435\u043b, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0443, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u043e \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u043e\u0435.<\/span><\/strong><\/p>\n<p id=\"caec\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0438\u043c \u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f RAG.<\/span><\/strong><span dir=\"auto\">\u00a0\u0421\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a \u2014 \u044d\u0442\u043e\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043c\u0430\u0433\u0438\u0441\u0442\u0440 \u043f\u0440\u0430\u0432\u0430.<\/span><\/strong><span dir=\"auto\">\u00a0\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u044d\u0442\u043e\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0431\u0430\u0437\u0430 \u0437\u043d\u0430\u043d\u0438\u0439.<\/span><\/strong><span dir=\"auto\">\u00a0\u0410 \u043f\u043e\u0438\u0441\u043a \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u044f \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0435\u0434 \u0442\u0435\u043c, \u043a\u0430\u043a \u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442.<\/span><\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"6dcc\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 RAG<\/span><\/h2>\n<figure class=\"oi oj ok ol om on of og paragraph-image\">\n<div class=\"oo op el oq be or\" tabindex=\"0\" role=\"button\"><span class=\"ep eq er aj es et eu ev ew speechify-ignore\"><\/span>\n<div class=\"of og oh\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*h6fIYilC8OlPebr626dK0w.png 1400w\" type=\"image\/webp\" sizes=\"auto, (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*h6fIYilC8OlPebr626dK0w.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*h6fIYilC8OlPebr626dK0w.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*h6fIYilC8OlPebr626dK0w.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*h6fIYilC8OlPebr626dK0w.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*h6fIYilC8OlPebr626dK0w.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*h6fIYilC8OlPebr626dK0w.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*h6fIYilC8OlPebr626dK0w.png 1400w\" sizes=\"auto, (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=\"be fo os i\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*h6fIYilC8OlPebr626dK0w.png\" alt=\"\" width=\"700\" height=\"467\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"ot ou ov of og ow ox bc b bd v ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043e\u043c<\/span><\/figcaption><\/figure>\n<h3 id=\"aca5\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">1. \u0420\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b.<\/span><\/strong><\/h3>\n<p id=\"71f2\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041c\u044b \u043d\u0435 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u0432 LLM, \u0442\u0430\u043a \u043a\u0430\u043a \u0438\u0445 \u0440\u0430\u0437\u043c\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043e\u0447\u0435\u043d\u044c \u0431\u043e\u043b\u044c\u0448\u0438\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u043e\u043c\u043d\u0438\u0442\u0435, \u0447\u0442\u043e \u0432 RAG\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u043f\u0435\u0440\u0432\u044b\u043c \u0448\u0430\u0433\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435 \u043c\u0435\u043b\u043a\u0438\u0435 \u0447\u0430\u0441\u0442\u0438.<\/span><\/strong><span dir=\"auto\">\u00a0\u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043d\u0438\u0445 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0442 300 \u0434\u043e 500 \u0441\u043b\u043e\u0432.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u042d\u0442\u043e\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439.<\/span><\/strong><span dir=\"auto\">\u00a0\u041c\u044b \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u043c \u0441 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u044d\u0442\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.<\/span><\/p>\n\n<h3 id=\"3442\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">2. \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438<\/span><\/strong><\/h3>\n<p id=\"78a9\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041d\u0430 \u044d\u0442\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u043a\u0430\u0436\u0434\u044b\u0439 \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 \u043d\u0430\u043c\u0438 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0441\u043f\u0438\u0441\u043e\u043a \u0447\u0438\u0441\u0435\u043b.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u042d\u0442\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c (embedding). \u041e\u043d\u043e \u043e\u0442\u0440\u0430\u0436\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b \u0442\u0435\u043a\u0441\u0442\u0430.<\/span><\/em><\/strong><span dir=\"auto\">\u00a0\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0441\u043b\u043e\u0432\u0430 \u0441\u043e \u0441\u0445\u043e\u0436\u0438\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0441\u0445\u043e\u0436\u0438\u0435 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. \u042d\u0442\u043e \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043f\u043e\u0438\u0441\u043a\u0435.<\/span><\/p>\n\n<h3 id=\"d676\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">3. \u0425\u0440\u0430\u043d\u0438\u0442\u044c \u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/strong><\/h3>\n<p id=\"2a32\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u0441\u043e\u0437\u0434\u0430\u043b\u0438 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0433\u0434\u0435-\u0442\u043e \u0438\u0445 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c. \u042d\u0442\u0438 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0432 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u043a\u0430\u043a\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/strong><span dir=\"auto\">\u00a0\u041a \u0447\u0438\u0441\u043b\u0443 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u0445 \u0431\u0430\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f:\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">Pinecone, Chroma \u0438 FAISS.<\/span><\/strong><\/p>\n\n<h3 id=\"d539\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">4. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0437\u0430\u0434\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441.<\/span><\/strong><\/h3>\n<p id=\"a9f6\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0448\u0430\u0433. \u0417\u0434\u0435\u0441\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043f\u0440\u043e\u0441\u0442\u043e \u0432\u0432\u043e\u0434\u0438\u0442 \u0441\u0432\u043e\u0439 \u0432\u043e\u043f\u0440\u043e\u0441.<\/span><\/p>\n\n<h3 id=\"d34d\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">5. \u041d\u0430\u0439\u0434\u0438\u0442\u0435 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b.<\/span><\/strong><\/h3>\n<p id=\"16a3\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u043f\u0440\u043e\u0441 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 (\u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433). \u0417\u0430\u0442\u0435\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0438\u0449\u0435\u0442 \u0432 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0435, \u0447\u044c\u0438 \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0431\u043b\u0438\u0437\u043a\u0438<\/span><\/em><span dir=\"auto\">\u00a0\u043a \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\u0430.\u00a0<\/span><strong class=\"pa il\"><em class=\"pr\"><span dir=\"auto\">\u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u043c\u044b \u043f\u044b\u0442\u0430\u0435\u043c\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u0430\u0448 \u0437\u0430\u043f\u0440\u043e\u0441.<\/span><\/em><\/strong><\/p>\n\n<h3 id=\"91fa\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">6. \u041e\u0442\u043f\u0440\u0430\u0432\u044c\u0442\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0432 LLM.<\/span><\/strong><\/h3>\n<p id=\"547b\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u043a \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u044b \u043d\u0430\u0445\u043e\u0434\u0438\u043c \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b, \u043c\u044b \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0438\u0445 \u0432 LLM \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. \u0417\u0430\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0432 LLM, \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0442\u0430\u043a:\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u00ab\u0412\u043e\u0442 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f: [\u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b]. \u0422\u0435\u043f\u0435\u0440\u044c \u043e\u0442\u0432\u0435\u0442\u044c\u0442\u0435 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441: [\u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f]\u00bb.<\/span><\/em><\/p>\n\n<h3 id=\"1fec\" class=\"rk qc ik bc qd ga rl gb gc gd rm ge gf gg rn gh gi gj ro gk gl gm rp gn go rq bh\" data-selectable-paragraph=\"\"><strong class=\"ai\"><span dir=\"auto\">7. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442<\/span><\/strong><\/h3>\n<p id=\"d972\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c \u0443 LLM \u0435\u0441\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e RAG \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435, \u0432\u044b\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u0422\u0435\u043f\u0435\u0440\u044c LLM \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0438 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u0434\u043e\u0433\u0430\u0434\u043e\u043a \u043d\u0435 \u0431\u0443\u0434\u0435\u0442.<\/span><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"ea1c\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u0440\u043e\u0441\u0442\u043e\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u043a\u043e\u0434\u0430<\/span><\/h2>\n<p id=\"77da\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 RAG \u0432 Python \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c LangChain. \u041d\u0435 \u0431\u0435\u0441\u043f\u043e\u043a\u043e\u0439\u0442\u0435\u0441\u044c \u043e \u043a\u043e\u0434\u0435. \u041f\u0440\u043e\u0441\u0442\u043e \u043f\u043e\u0439\u043c\u0438\u0442\u0435 \u043b\u043e\u0433\u0438\u043a\u0443.<\/span><\/p>\n\n<pre class=\"oi oj ok ol om rr rs rt bm ru ay bh\"><span id=\"a421\" class=\"rv qc ik rs b bd rw rx e ry rz\" data-selectable-paragraph=\"\"><span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.document_loaders <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> TextLoader <\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.text_splitter <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> RecursiveCharacterTextSplitter <\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.embeddings <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> OpenAIEmbeddings <\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.vectorstores <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> Chroma <\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.chains <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> RetrievalQA <\/span>\n<span class=\"hljs-keyword\"><span dir=\"auto\">from<\/span><\/span><span dir=\"auto\"> langchain.chat_models <\/span><span class=\"hljs-keyword\"><span dir=\"auto\">import<\/span><\/span><span dir=\"auto\"> ChatOpenAI <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\"># \u0428\u0430\u0433 1: \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430<\/span><\/span>\n<span dir=\"auto\"> loader = TextLoader( <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"company_policy.txt\"<\/span><\/span><span dir=\"auto\"> ) <\/span>\n<span dir=\"auto\">documents = loader.load() <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\"># \u0428\u0430\u0433 2: \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b<\/span><\/span>\n<span dir=\"auto\"> splitter = RecursiveCharacterTextSplitter(chunk_size= <\/span><span class=\"hljs-number\"><span dir=\"auto\">500<\/span><\/span><span dir=\"auto\"> , chunk_overlap= <\/span><span class=\"hljs-number\"><span dir=\"auto\">50<\/span><\/span><span dir=\"auto\"> ) <\/span>\n<span dir=\"auto\">chunks = splitter.split_documents(documents) <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\"># \u0428\u0430\u0433 3: \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u043e\u0432 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/span>\n<span dir=\"auto\"> embedding_model = OpenAIEmbeddings() <\/span>\n<span dir=\"auto\">vector_store = Chroma.from_documents(chunks, embedding_model) <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\"># \u0428\u0430\u0433 4: \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0438\u0441\u043a\u0430 + LLM<\/span><\/span>\n<span dir=\"auto\"> llm = ChatOpenAI(model= <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"gpt-4\"<\/span><\/span><span dir=\"auto\"> , temperature= <\/span><span class=\"hljs-number\"><span dir=\"auto\">0<\/span><\/span><span dir=\"auto\"> ) <\/span>\n<span dir=\"auto\">qa_chain = RetrievalQA.from_chain_type( <\/span>\n<span dir=\"auto\">    llm=llm, <\/span>\n<span dir=\"auto\">    retriever=vector_store.as_retriever() <\/span>\n<span dir=\"auto\">) <\/span>\n\n<span class=\"hljs-comment\"><span dir=\"auto\"># \u0428\u0430\u0433 5: \u0417\u0430\u0434\u0430\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441<\/span><\/span>\n<span dir=\"auto\"> answer = qa_chain.run( <\/span><span class=\"hljs-string\"><span dir=\"auto\">\"\u041a\u0430\u043a\u043e\u0432\u0430 \u043d\u0430\u0448\u0430 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b?\"<\/span><\/span><span dir=\"auto\"> ) <\/span>\n<span class=\"hljs-built_in\"><span dir=\"auto\">print<\/span><\/span><span dir=\"auto\"> (answer)<\/span><\/span><\/pre>\n<p id=\"8eca\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u042d\u0442\u043e \u0441\u0430\u043c\u044b\u0439 \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u043a\u043e\u0434 \u0434\u043b\u044f RAG, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u043a\u043e\u0433\u0434\u0430-\u043b\u0438\u0431\u043e \u043d\u0430\u0439\u0434\u0435\u0442\u0435.\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u041a\u0430\u043a \u043c\u044b \u0443\u0436\u0435 \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0438, \u0432\u044b \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0435 \u0441 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0444\u0430\u0439\u043b\u0430, \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0435\u0442\u0435 \u0435\u0433\u043e \u043d\u0430 \u0447\u0430\u0441\u0442\u0438, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0435 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u0435, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0435 \u0438\u0445 \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442\u0435.<\/span><\/em><span dir=\"auto\">\u00a0\u042d\u0442\u043e \u0432\u0435\u0441\u044c \u0432\u0430\u0448 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 RAG, \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u043d\u044b\u0439 \u0441\u0430\u043c\u044b\u043c \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c.<\/span><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"812f\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0413\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f RAG?<\/span><\/h2>\n<p id=\"714d\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">RAG \u0441\u0442\u0430\u043b \u043e\u0447\u0435\u043d\u044c \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u043c \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043e\u0441\u043d\u043e\u0432\u044b \u0432\u043e \u043c\u043d\u043e\u0433\u0438\u0445 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430. \u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u0433\u0434\u0435 RAG \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b:<\/span><\/p>\n\n<figure class=\"oi oj ok ol om on of og paragraph-image\">\n<div class=\"oo op el oq be or\" tabindex=\"0\" role=\"button\"><span class=\"ep eq er aj es et eu ev ew speechify-ignore\"><\/span>\n<div class=\"of og oh\"><picture><source srcset=\"https:\/\/miro.medium.com\/v2\/resize:fit:640\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/format:webp\/1*NpmgE8RgxSn5uACXDNTO4w.png 1400w\" type=\"image\/webp\" sizes=\"auto, (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*NpmgE8RgxSn5uACXDNTO4w.png 640w, https:\/\/miro.medium.com\/v2\/resize:fit:720\/1*NpmgE8RgxSn5uACXDNTO4w.png 720w, https:\/\/miro.medium.com\/v2\/resize:fit:750\/1*NpmgE8RgxSn5uACXDNTO4w.png 750w, https:\/\/miro.medium.com\/v2\/resize:fit:786\/1*NpmgE8RgxSn5uACXDNTO4w.png 786w, https:\/\/miro.medium.com\/v2\/resize:fit:828\/1*NpmgE8RgxSn5uACXDNTO4w.png 828w, https:\/\/miro.medium.com\/v2\/resize:fit:1100\/1*NpmgE8RgxSn5uACXDNTO4w.png 1100w, https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*NpmgE8RgxSn5uACXDNTO4w.png 1400w\" sizes=\"auto, (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=\"be fo os i\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:1400\/1*NpmgE8RgxSn5uACXDNTO4w.png\" alt=\"\" width=\"700\" height=\"467\" \/><\/picture><\/div>\n<\/div>\n<figcaption class=\"ot ou ov of og ow ox bc b bd v ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043e\u043c<\/span><\/figcaption><\/figure>\n<ul class=\"\">\n \t<li id=\"a30f\" class=\"oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0427\u0430\u0442-\u0431\u043e\u0442\u044b \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 PDF-\u0444\u0430\u0439\u043b\u0430\u043c\u0438<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u0435 \u043d\u0430\u0443\u0447\u043d\u0443\u044e \u0441\u0442\u0430\u0442\u044c\u044e \u0438\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u0437\u0430\u0434\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043f\u043e \u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044e.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">LLM \u043e\u0442\u0432\u0435\u0442\u0438\u0442,\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u044f\u0441\u044c \u043d\u0430 \u044d\u0442\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435<\/span><\/em><span dir=\"auto\">\u00a0, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0432\u043e\u0438\u0445 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/strong><\/li>\n \t<li id=\"bc54\" class=\"oy oz ik pa b je sd pc pd jh se pf pg gg sf pi pj gj sg pl pm gm sh po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0411\u043e\u0442\u044b \u0434\u043b\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a\u043e \u0432\u0441\u0435\u043c \u0441\u0432\u043e\u0438\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0435 RAG.\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">RAG \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438<\/span><\/strong><span dir=\"auto\">\u00a0\u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b LLM \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0432\u044b\u0434\u0430\u0435\u0442 \u043b\u043e\u0436\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.<\/span><\/li>\n \t<li id=\"693d\" class=\"oy oz ik pa b je sd pc pd jh se pf pg gg sf pi pj gj sg pl pm gm sh po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0412\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u044b \u043f\u043e \u043e\u0431\u043c\u0435\u043d\u0443 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u0438\u043c\u0435\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043e \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440:\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u00ab\u041a\u0430\u043a\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u0438 \u043d\u043e\u0432\u044b\u0445 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432?\u00bb.<\/span><\/em><span dir=\"auto\">\u00a0\u041e\u043d \u0432\u044b\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u0440\u043e\u043b\u0438 \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a\u0430 \u0432\u0430\u0448\u0435\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.<\/span><\/li>\n \t<li id=\"c3eb\" class=\"oy oz ik pa b je sd pc pd jh se pf pg gg sf pi pj gj sg pl pm gm sh po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u0430\u044f \u043a\u043e\u043c\u043c\u0435\u0440\u0446\u0438\u044f \u0438 \u043f\u043e\u0438\u0441\u043a \u0442\u043e\u0432\u0430\u0440\u043e\u0432<\/span><\/strong><span dir=\"auto\">\u00a0\u2014\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0420\u043e\u0437\u043d\u0438\u0447\u043d\u044b\u0435 \u043f\u0440\u043e\u0434\u0430\u0432\u0446\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 RAG, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043c\u043e\u0447\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u043d\u0430\u0439\u0442\u0438 \u043d\u0443\u0436\u043d\u044b\u0439 \u0442\u043e\u0432\u0430\u0440<\/span><\/em><span dir=\"auto\">\u00a0, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0441 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f\u043c\u0438 \u0442\u043e\u0432\u0430\u0440\u043e\u0432.<\/span><\/li>\n<\/ul>\n<p id=\"fc0a\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u044b \u0437\u0430\u043c\u0435\u0442\u0438\u043b\u0438 \u0437\u0434\u0435\u0441\u044c \u043e\u0431\u0449\u0443\u044e \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u044c?\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0414\u0430\u043d\u043d\u044b\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c\u0438, \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0438\u043b\u0438 \u0441\u0432\u0435\u0436\u0438\u043c\u0438. \u041d\u0438 \u043e\u0434\u0438\u043d \u043c\u0430\u0433\u0438\u0441\u0442\u0440 \u043f\u0440\u0430\u0432\u0430 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u043b \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0438\u043c.<\/span><\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"0e02\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041f\u043e\u0447\u0435\u043c\u0443 RAG \u0438\u043d\u043e\u0433\u0434\u0430 \u0432\u0441\u0451 \u0435\u0449\u0451 \u0442\u0435\u0440\u043f\u0438\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443<\/span><\/h2>\n<p id=\"41a6\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">RAG \u2014 \u043c\u043e\u0449\u043d\u0430\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f, \u043d\u043e \u044d\u0442\u043e \u043d\u0435 \u0441\u0432\u0435\u0440\u0445\u0434\u0435\u0440\u0436\u0430\u0432\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u043e\u0448\u0438\u0431\u0430\u0435\u0442\u0441\u044f.<\/span><\/p>\n<p id=\"a0ac\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435, \u0447\u0442\u043e \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0437\u043d\u0430\u0442\u044c:\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0435\u0441\u043b\u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u0441\u0442\u0441\u044f, \u0442\u043e \u0432\u0441\u0451 \u0440\u0443\u0445\u043d\u0435\u0442.<\/span><\/strong><\/p>\n<p id=\"a3bc\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">LLM \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442. \u0415\u0441\u043b\u0438 \u0438\u0437-\u0437\u0430 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u044e\u0442\u0441\u044f \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b,\u00a0<\/span><em class=\"pr\"><span dir=\"auto\">\u0442\u043e LLM \u0441 \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u044b\u0434\u0430\u0441\u0442 \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b.<\/span><\/em><\/p>\n<p id=\"f517\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0412\u043e\u0442 \u043f\u043e\u0447\u0435\u043c\u0443 \u043b\u044e\u0434\u0438, \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\u043c \u0441\u0438\u0441\u0442\u0435\u043c RAG, \u0442\u0440\u0430\u0442\u044f\u0442 \u043c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043d\u0430:<\/span><\/p>\n\n<ul class=\"\">\n \t<li id=\"b24a\" class=\"oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0420\u0430\u0437\u043c\u0435\u0440 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u0415\u0441\u043b\u0438 \u0440\u0430\u0437\u043c\u0435\u0440 \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u0432\u0435\u043b\u0438\u043a, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0435\u043d\u0443\u0436\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e. \u0415\u0441\u043b\u0438 \u0440\u0430\u0437\u043c\u0435\u0440 \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u043c\u0430\u043b, \u0432\u044b \u0442\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.<\/span><\/li>\n \t<li id=\"4a58\" class=\"oy oz ik pa b je sd pc pd jh se pf pg gg sf pi pj gj sg pl pm gm sh po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u044f<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0442\u0438\u043f\u0430\u0445 \u0442\u0435\u043a\u0441\u0442\u0430.<\/span><\/li>\n \t<li id=\"409e\" class=\"oy oz ik pa b je sd pc pd jh se pf pg gg sf pi pj gj sg pl pm gm sh po pp pq sa sb sc bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430<\/span><\/strong><span dir=\"auto\">\u00a0\u2014 \u0418\u043d\u043e\u0433\u0434\u0430 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u0443 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c. \u041e\u0434\u043d\u0430\u043a\u043e \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a (\u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0441\u043b\u043e\u0432 \u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f) \u0447\u0430\u0441\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043b\u0443\u0447\u0448\u0435.<\/span><\/li>\n<\/ul>\n<blockquote class=\"ra\">\n<p id=\"9771\" class=\"rb rc ik bc rd re si sj sk sl sm pq ec\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0421\u0440\u0435\u0434\u043d\u044f\u044f \u043c\u043e\u0434\u0435\u043b\u044c LLM \u0441 \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043f\u0440\u0435\u0432\u0437\u043e\u0439\u0434\u0435\u0442 \u043c\u043e\u0449\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c LLM \u0441 \u043f\u043b\u043e\u0445\u0438\u043c\u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u043f\u043e\u0438\u0441\u043a\u0430.<\/span><\/p>\n<\/blockquote>\n<blockquote class=\"ps pt pu\">\n<p id=\"5162\" class=\"oy oz pr pa b je sn pc pd jh so pf pg gg sp pi pj gj sq pl pm gm sr po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w cg ib pv pw px\" role=\"separator\"><\/div>\n<div class=\"hi hh if ig ih\">\n<div class=\"w cg\">\n<div class=\"cn be ho hp hq hr\">\n<h2 id=\"10ca\" class=\"qb qc ik bc qd qe qf jg gc qg qh jj gf qi qj qk ql qm qn qo qp qq qr qs qt qu bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434<\/span><\/h2>\n<p id=\"3486\" class=\"pw-post-body-paragraph oy oz ik pa b je qv pc pd jh qw pf pg gg qx pi pj gj qy pl pm gm qz po pp pq hi bh\" data-selectable-paragraph=\"\"><em class=\"pr\"><span dir=\"auto\">\u0422\u0435\u043f\u0435\u0440\u044c \u0432\u044b \u0437\u043d\u0430\u0435\u0442\u0435, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u0438 \u0418\u0418 \u0437\u0430\u0441\u0442\u044b\u043b\u0438 \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438.\u00a0<\/span><\/em><em class=\"pr\"><span dir=\"auto\">\u041e\u043d\u0438 \u043d\u0435 \u0437\u043d\u0430\u044e\u0442 \u0432\u0430\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0410 \u043a\u043e\u0433\u0434\u0430 \u0443 \u043d\u0438\u0445 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0441\u043e\u043c\u043d\u0435\u043d\u0438\u044f, \u043e\u043d\u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c.<\/span><\/em><\/p>\n<p id=\"0f8a\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f LLM \u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442. \u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, LLM \u0442\u0435\u043f\u0435\u0440\u044c \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d \u043e \u0432\u0430\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<p id=\"bd37\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><span dir=\"auto\">\u0418 \u044d\u0442\u043e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0442\u0430\u043a\u043e\u043c\u0443 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u0438\u0437\u0443\u0447\u0438\u043b\u0438 \u0440\u0430\u043d\u0435\u0435:\u00a0<\/span><strong class=\"pa il\"><span dir=\"auto\">\u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 \u043d\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b, \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u043d\u0438\u0435, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435, \u043e\u0442\u0432\u0435\u0442.<\/span><\/strong><\/p>\n<p id=\"dba8\" class=\"pw-post-body-paragraph oy oz ik pa b je pb pc pd jh pe pf pg gg ph pi pj gj pk pl pm gm pn po pp pq hi bh\" data-selectable-paragraph=\"\"><strong class=\"pa il\"><span dir=\"auto\">RAG \u2014 \u043e\u0434\u0438\u043d \u0438\u0437 \u043b\u0443\u0447\u0448\u0438\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0442\u0438\u0442\u044c \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0438 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0447\u0442\u043e LLM-\u044b \u0431\u0443\u0434\u0443\u0442 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0432\u0430\u0448\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.<\/span><\/strong><span dir=\"auto\">\u00a0\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0440\u0430\u0437, \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u0435 PDF-\u0444\u0430\u0439\u043b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0418\u0418, \u0438 \u043e\u043d \u0434\u0430\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442, \u0432\u044b \u0431\u0443\u0434\u0435\u0442\u0435 \u0442\u043e\u0447\u043d\u043e \u0437\u043d\u0430\u0442\u044c, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0437\u0430 \u043a\u0443\u043b\u0438\u0441\u0430\u043c\u0438.<\/span><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:\n<a href=\"https:\/\/pub.towardsai.net\/a-5-minute-crash-course-on-rag-9b3eb41eb4af\">https:\/\/pub.towardsai.net\/a-5-minute-crash-course-on-rag-9b3eb41eb4af<\/a>","_ru_post_name":"pyatiminutnyj-ekspress-kurs-po-rag","_ru_post_excerpt":"","_ru_post_title":"\u041f\u044f\u0442\u0438\u043c\u0438\u043d\u0443\u0442\u043d\u044b\u0439 \u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u043a\u0443\u0440\u0441 \u043f\u043e RAG","_en_post_content":"","_en_post_name":"","_en_post_excerpt":"","_en_post_title":"","edit_language":"en","_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},"jetpack_post_was_ever_published":false},"categories":[38],"tags":[],"class_list":["post-27378","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\/05\/RAG_cover.png","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pffTZ2-77A","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":26936,"url":"https:\/\/infopolicy.net\/en\/ot-tonkoj-nastrojki-do-intellektualnyh-podskazok-avtomatizatsiya-rutinnyh-novostnyh-soobshhenij-v-anka\/","url_meta":{"origin":27378,"position":0},"title":"\u041e\u0442 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