{"id":31661,"date":"2023-10-23T19:46:09","date_gmt":"2023-10-23T19:46:09","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%d9%85%d8%a7-%d9%87%d9%88-%d8%a5%d8%b7%d8%a7%d8%b1-%d8%b9%d9%85%d9%84-%d9%88%d8%a7%d8%ac%d9%87%d8%a9-%d8%a8%d8%b1%d9%85%d8%ac%d8%a9-%d8%a7%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa-%d9%84%d9%84\/"},"modified":"2024-06-10T10:44:14","modified_gmt":"2024-06-10T10:44:14","slug":"%d9%85%d8%a7-%d9%87%d9%88-%d8%a5%d8%b7%d8%a7%d8%b1-%d8%b9%d9%85%d9%84-%d9%88%d8%a7%d8%ac%d9%87%d8%a9-%d8%a8%d8%b1%d9%85%d8%ac%d8%a9-%d8%a7%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa-%d9%84%d9%84","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ar\/blog\/%d9%85%d8%a7-%d9%87%d9%88-%d8%a5%d8%b7%d8%a7%d8%b1-%d8%b9%d9%85%d9%84-%d9%88%d8%a7%d8%ac%d9%87%d8%a9-%d8%a8%d8%b1%d9%85%d8%ac%d8%a9-%d8%a7%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa-%d9%84%d9%84\/","title":{"rendered":"\u0645\u0627 \u0647\u064a RAG API \u0648\u0643\u064a\u0641 \u062a\u0639\u0645\u0644\u061f"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629 \u0628\u0645\u062b\u0627\u0628\u0629 \u062a\u063a\u064a\u064a\u0631 \u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u0639\u0628\u0629 \u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0630\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0628\u0634\u0643\u0644 \u0645\u0643\u062b\u0641.  <\/span><span style=\"font-weight: 400;\">\u062f\u0639\u0648\u0646\u0627 \u0646\u0633\u062a\u0643\u0634\u0641 \u0643\u064a\u0641 \u062a\u0639\u064a\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u062a\u0639\u0631\u064a\u0641 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062c\u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0628\u062a\u0643\u0631 \u0628\u064a\u0646 \u0628\u0631\u0627\u0639\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.  <\/span><\/p>\n<h2>\u0645\u0627 \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs)\u061f<\/h2>\n<p>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0647\u064a \u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u0639\u0645\u0644 \u0643\u0623\u0633\u0627\u0633 \u0644\u062c\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (RAG). LLMs \u060c \u0645\u062b\u0644 GPT (\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627) \u060c \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0644\u063a\u0629. \u0644\u0642\u062f \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0645 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u064a\u0645\u0643\u0646\u0647\u0645 \u0641\u0647\u0645 \u0648\u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u0634\u0628\u064a\u0647 \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/p>\n<p><iframe loading=\"lazy\" title=\"How Large Language Models Work\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/5sLYAQS9sWQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<p>\u0648\u0641\u064a \u0633\u064a\u0627\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u062a\u0624\u062f\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0639\u0627\u062a \u062f\u0648\u0631\u0627 \u0645\u062d\u0648\u0631\u064a\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p><em>\u062f\u0639\u0646\u0627 \u0646\u0628\u0633\u0637 \u0645\u0641\u0647\u0648\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0645\u0646 \u0623\u062c\u0644\u0643.<\/em><\/p>\n<h2><b>\u0645\u0627 \u0647\u0648 RAG\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">RAG\u060c \u0623\u0648 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0647\u0648 \u0625\u0637\u0627\u0631 \u0645\u0635\u0645\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629. \u0647\u062f\u0641\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633\u062a \u0645\u062d\u062f\u062b\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0645\u0648\u062c\u0647 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0641\u062d\u0633\u0628 \u060c \u0628\u0644 \u062f\u0642\u064a\u0642\u0629 \u0623\u064a\u0636\u0627. \u0648\u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 \u062c\u0627\u0646\u0628\u0627 \u0631\u0626\u064a\u0633\u064a\u0627 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629. \u0625\u0646\u0647\u0627 \u0637\u0631\u064a\u0642\u0629 \u0631\u0627\u0626\u062f\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0631\u0627\u0645\u062c \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u062a\u0633\u0645\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u060c \u0645\u062b\u0644 GPT.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"What is Retrieval-Augmented Generation (RAG)?\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/T-D1OfcDW1M?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0628\u0647 \u0647\u0630\u0647 LLMs \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062c\u0645\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0628\u0642\u0647\u0627. \u0644\u0642\u062f \u062a\u0639\u0644\u0645\u0648\u0627 \u0645\u0646 \u0623\u0637\u0646\u0627\u0646 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u060c \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646\u0648\u0627 \u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0628\u062f\u0648 \u0625\u0646\u0633\u0627\u0646\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.  <\/span><span style=\"font-weight: 400;\">\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 RAG\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u062e\u0635\u0635\u0629. \u0625\u0646\u0647 \u0645\u062b\u0644 \u0648\u062c\u0648\u062f \u0635\u062f\u064a\u0642 \u0630\u0643\u064a \u062d\u0642\u0627 \u064a\u0639\u0631\u0641 \u0643\u0644 \u0634\u064a\u0621 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f\u0643!<\/span><\/p>\n<p>\u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a\u060c \u062a\u0642\u0648\u0645 RAG \u0628\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0631\u062c\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0625\u062c\u0631\u0627\u0624\u0647 \u0625\u0644\u0649 LLM \u0644\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u064a\u0647\u0627. \u0633\u0646\u062a\u0639\u0645\u0642 \u0623\u0643\u062b\u0631 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37173 size-large\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Screenshot-2024-06-10-at-4.05.47%E2%80%AFPM-1024x556.png\" alt=\"\u0639\u0645\u0644\u064a\u0629 RAG API\" width=\"1024\" height=\"556\"><\/p>\n<p>\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 RAG \u0628\u0639\u0645\u0642\u060c \u0631\u0627\u062c\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0645\u0646 <a href=\"https:\/\/docs.cohere.com\/docs\/retrieval-augmented-generation-rag\">Cohere<\/a><\/p>\n<h2><b>RAG \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646\u0647\u0645\u0627\u061f<\/b><\/h2>\n<table>\n<thead>\n<tr>\n<th bgcolor=\"black\"><b>\u0627\u0644\u062c\u0627\u0646\u0628<\/b><\/th>\n<th bgcolor=\"black\"><b>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG<\/b><\/th>\n<th bgcolor=\"black\"><b>\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><b>\u0623\u0642\u0628\u0644<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u0639\u0632\u0632 LLMs \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u062e\u0635\u0635 \u0641\u064a LLM \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0642\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0646\u0627\u0633\u0628 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u063a\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u0646\u0645\u0648\u0630\u062c \u062d\u064a\u0627\u062f\u064a; \u064a\u0645\u0643\u0646 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0646\u0645\u0648\u0630\u062c \u062e\u0627\u0635 \u061b \u0639\u0627\u062f\u0629 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u0645\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0644\u062a\u0628\u062f\u064a\u0644 LLMs<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u062c\u0627\u0644<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u062d\u064a\u0627\u062f\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u060c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u0627\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0629<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0629 \u062f\u0648\u0646 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062b\u0627\u0644\u064a \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 (QA) \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u060c \u0625\u0644\u062e.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><b>\u062f\u0648\u0631 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062f \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u062d\u0648\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs). \u0625\u0646\u0647\u0627 \u0628\u0645\u062b\u0627\u0628\u0629 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0644\u0644\u062f\u0648\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0644\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a:<\/span><\/p>\n<h3><b>\u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0642\u064a\u0648\u062f \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u063a\u0627\u0644\u0628\u0627 \u0645\u0627 \u062a\u0642\u0635\u0631 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0646\u0638\u0631\u0627 \u0644\u0637\u0628\u064a\u0639\u062a\u0647\u0627 \u0627\u0644\u062c\u0627\u0645\u062f\u0629 \u0648\u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u0627. \u0625\u0646\u0647\u0645 \u064a\u0643\u0627\u0641\u062d\u0648\u0646 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0631\u0646\u0629 \u0648\u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629 \u0625\u0644\u0649 LLMs. \u062a\u062a\u062f\u062e\u0644 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0627 \u0627\u0644\u0642\u064a\u062f.<\/span><\/p>\n<h3><b>\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0634\u0643\u0644 \u0645\u062a\u062c\u0647<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0641\u0648\u0642 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0641\u064a \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u062f\u0627\u0631\u062a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629. \u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0628\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u064a\u0645\u0643\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/p>\n<h3><b>\u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u062f\u0627\u0626\u0647\u0627<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0627\u0644\u0646\u0641\u0627\u0630 \u0628\u0633\u0631\u0639\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0633\u062e\u064a\u0631 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0641\u0639\u0627\u0644 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062a\u0648\u0644\u064a\u062f LLMs.<\/span><\/p>\n<h3><b>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0648\u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0644\u0627 \u062a\u0642\u062f\u0631 \u0628\u062b\u0645\u0646 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a 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\u0627\u0644\u062f\u0644\u0627\u0644\u064a \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs). \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629 \u0641\u064a \u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u060c \u0645\u0645\u0627 \u0623\u062d\u062f\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0641\u0647\u0645\u0647\u0627.  <\/span><\/p>\n<h3><b>\u0645\u0627 \u0648\u0631\u0627\u0621 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0642\u064a\u0648\u062f \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u0627 \u0645\u0627 \u062a\u0643\u0627\u0641\u062d \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0648\u0627\u0644\u0645\u0631\u0646\u0629. \u0628\u062f\u0644\u0627 \u0645\u0646 \u0630\u0644\u0643 \u060c \u0641\u0625\u0646\u0647 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u0627 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0646\u062c\u0627\u062d RAG \u0648 LLMs.<\/span><\/p>\n<h3><b>\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0647\u064a \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0634\u0643\u0644 \u0645\u062a\u062c\u0647\u0627\u062a \u0631\u0642\u0645\u064a\u0629. \u064a\u0639\u0632\u0632 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0641\u0647\u0645 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0623\u0643\u062b\u0631 \u062a\u0645\u0627\u0633\u0643\u0627 \u0648\u0648\u0639\u064a\u0627 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/span><\/p>\n<h3><b>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629. \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLMs. \u0625\u0646\u0647 \u062d\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u064a\u0645\u0643\u0646 \u062a\u0643\u064a\u064a\u0641\u0647 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u060c \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0637\u0628\u064a \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u0645 \u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<h2>\u0645\u0627 \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u061f<\/h2>\n<p>\u0627\u0639\u062a\u0628\u0631 RAG API \u0628\u0645\u062b\u0627\u0628\u0629 <strong>RAG \u0643\u062e\u062f\u0645\u0629<\/strong>. \u0641\u0647\u0648 \u064a\u062c\u0645\u0639 \u0643\u0644 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0646\u0638\u0627\u0645 RAG \u0641\u064a \u062d\u0632\u0645\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0645\u0644\u0627\u0626\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0638\u0627\u0645 RAG \u0641\u064a \u0645\u0624\u0633\u0633\u062a\u0643. \u062a\u0633\u0645\u062d \u0644\u0643 RAG API \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0646\u0638\u0627\u0645 RAG \u0648\u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u0627\u0642\u064a.<\/p>\n<h3><b>\u0645\u0627 \u0647\u064a \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644 3 \u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u061f<\/b><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-31649 size-large\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-1024x574.webp\" alt=\"\u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 RAG \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0639\u0646\u0627\u0635\u0631 \u062d\u0627\u0633\u0645\u0629: \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u062f\u0648\u0631 \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0648\u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0644\u0628\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u0648\u064a\u0624\u062f\u064a \u0643\u0644 \u0645\u0646\u0647\u0627 \u062f\u0648\u0631\u0627 \u062d\u064a\u0648\u064a\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.  \" width=\"1024\" height=\"574\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-1024x574.webp 1024w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-300x168.webp 300w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-768x430.webp 768w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-1536x861.webp 1536w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-2048x1148.webp 2048w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/10\/Elements-RAG-API-Cody-1156x648.webp 1156w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u0639\u0646\u062f\u0645\u0627 \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u060c \u0646\u062c\u062f \u0623\u0646\u0647 \u064a\u0645\u0643\u0646 \u062a\u0634\u0631\u064a\u062d \u0627\u0633\u062a\u0639\u0644\u0627\u0645 RAG \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0639\u0646\u0627\u0635\u0631 \u062d\u0627\u0633\u0645\u0629:  <\/span><b>\u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u062f\u0648\u0631 \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/b><span style=\"font-weight: 400;\">  \u0648\u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0644\u0628\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u0648\u064a\u0624\u062f\u064a \u0643\u0644 \u0645\u0646\u0647\u0627 \u062f\u0648\u0631\u0627 \u062d\u064a\u0648\u064a\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0633\u064a\u0627\u0642 <\/span><b><\/b><span style=\"font-weight: 400;\">  \u0623\u0633\u0627\u0633 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0639\u0645\u0644 \u0643\u0645\u0633\u062a\u0648\u062f\u0639 \u0644\u0644\u0645\u0639\u0627\u0631\u0641 \u062d\u064a\u062b \u062a\u0648\u062c\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u062a\u0633\u0645\u062d \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0631\u0641 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0628\u0633\u064a\u0627\u0642 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0630\u064a \u0635\u0644\u0629 \u0628\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062f\u0648\u0631 <\/span><b><\/b><span style=\"font-weight: 400;\">  \u0627\u0644\u063a\u0631\u0636 \u0645\u0646 \u0646\u0638\u0627\u0645 RAG \u0648\u062a\u0648\u062c\u064a\u0647\u0647 \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629. \u064a\u0648\u062c\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0645\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u0627 \u0644\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u060c \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u062a\u0641\u0633\u064a\u0631\u0627\u062a \u060c \u0623\u0648 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u060c \u0623\u0648 \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0639\u0644\u0627\u0645 <\/span><b>\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645<\/b><span style=\"font-weight: 400;\">  \u0647\u0648 \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0639\u0645\u0644\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0628\u062f\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629. \u0625\u0646\u0647 \u064a\u0645\u062b\u0644 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u0642\u0644 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0647 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u062a\u0635\u0628\u062d \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a. \u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0641\u0647\u0645\u0646\u0627 \u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642. \u0648\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062a\u0634\u0631\u064a\u062d \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u064a\u0645\u0643\u0646\u0646\u0627 \u0645\u0646 \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0641\u0639\u0627\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/span><\/p>\n<h2><b>\u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0635\u0644\u0629 \u0645\u0639 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0623\u0645\u0631\u0627 \u0645\u062d\u0648\u0631\u064a\u0627 \u0641\u064a \u062a\u0648\u062c\u064a\u0647 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u062f\u0627\u062e\u0644 RAG \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0644\u0645\u062c\u0627\u0644 \u0645\u0639\u064a\u0646.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0647\u064a \u0642\u062f\u0631\u0629 \u0647\u0627\u0626\u0644\u0629 \u060c \u0641\u0625\u0646 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u062d\u062f\u0647 \u0644\u0627 \u064a\u0643\u0641\u064a \u062f\u0627\u0626\u0645\u0627 \u0644\u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u062f\u062e\u0644 \u0641\u064a\u0647 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062c\u064a\u062f\u0627 \u0643\u062e\u0631\u064a\u0637\u0629 \u0637\u0631\u064a\u0642 \u0644 LLM \u060c \u0648\u062a\u0648\u062c\u0647\u0647\u0627 \u0646\u062d\u0648 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629. \u064a\u062a\u0636\u0645\u0646 \u0639\u0627\u062f\u0629 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<h3><b>\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0644\u0635\u0644\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062f \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0628\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642. \u063a\u064a\u0631 \u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062c\u0631\u062f \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 \u0643\u0627\u0641\u064a\u0627 \u0644\u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u062a\u0648\u062c\u064a\u0647 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u062f\u0627\u062e\u0644 RAG \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/span><\/p>\n<h3><b>\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0644\u0628\u0646\u0627\u0621 \u062f\u0648\u0631 \u0631\u0648\u0628\u0648\u062a \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u062c\u064a\u062f\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0643\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u060c \u062d\u064a\u062b \u062a\u0648\u062c\u0647 LLMs \u0646\u062d\u0648 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629. \u064a\u062a\u0643\u0648\u0646 \u0639\u0627\u062f\u0629 \u0645\u0646 \u0639\u0646\u0627\u0635\u0631 \u0645\u062e\u062a\u0644\u0641\u0629:<\/span><\/p>\n<h4><b>\u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u0648\u062a<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u0630\u0643\u0631 \u0627\u0633\u0645 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u060c \u0641\u0625\u0646\u0643 \u062a\u062d\u062f\u062f \u0647\u0648\u064a\u062a\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0643\u062b\u0631 \u0634\u062e\u0635\u064a\u0629.<\/span><\/p>\n<h4><b>\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u0647\u0645\u0629<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0645\u0629 \u0623\u0648 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0624\u062f\u064a\u0647\u0627 LLM \u0628\u0648\u0636\u0648\u062d \u064a\u0636\u0645\u0646 \u0623\u0646\u0647\u0627 \u062a\u0644\u0628\u064a \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0623\u0648 \u0623\u064a \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629 \u0623\u062e\u0631\u0649.<\/span><\/p>\n<h4><b>\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0646\u063a\u0645\u0629<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u064a\u062d\u062f\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u063a\u0645\u0629 \u0623\u0648 \u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u0632\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0631\u0633\u0645\u064a\u0629 \u0623\u0648 \u0648\u062f\u064a\u0629 \u0623\u0648 \u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/span><\/p>\n<h4><b>\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0625\u0636\u0627\u0641\u0629 \u0631\u0648\u0627\u0628\u0637 \u0648\u0635\u0648\u0631 \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u064a\u0627\u062a \u0623\u0648 \u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/span><\/p>\n<h4><b>\u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0635\u0644\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u0648\u062a\u0645\u062b\u0644 \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0628\u0639\u0646\u0627\u064a\u0629 \u0646\u0647\u062c\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627 \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0622\u0632\u0631 \u0628\u064a\u0646 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0633\u064a\u0627\u0642 \u0648\u0648\u062b\u064a\u0642\u0629 \u0627\u0644\u0635\u0644\u0629 \u0628\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0639\u0645\u0644\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0639\u0645\u0644 \u0639\u0645\u0648\u0645\u0627.<\/span><\/p>\n<h2><b>\u0644\u0645\u0627\u0630\u0627 \u062a\u062e\u062a\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0627\u0644\u062e\u0627\u0635\u0629 \u0628 Cody\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0622\u0646 \u0628\u0639\u062f \u0623\u0646 \u0627\u0643\u062a\u0634\u0641\u0646\u0627 \u0623\u0647\u0645\u064a\u0629 RAG \u0648\u0645\u0643\u0648\u0646\u0627\u062a\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u060c \u062f\u0639\u0646\u0627 \u0646\u0642\u062f\u0645 Cody \u0643\u0634\u0631\u064a\u0643 \u0646\u0647\u0627\u0626\u064a \u0644\u062c\u0639\u0644 RAG \u062d\u0642\u064a\u0642\u0629 \u0648\u0627\u0642\u0639\u0629.  <a href=\"https:\/\/developers.meetcody.ai\/\">\u062a\u0642\u062f\u0645 Cody \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0634\u0627\u0645\u0644\u0629<\/a> \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629 \u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0631\u062d\u0644\u0629 RAG \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/span><\/p>\n<h3>\u0627\u0644\u0637\u0631\u0627\u0632 \u0644\u0627 \u064a\u0639\u0631\u0641 \u0627\u0644\u0637\u0631\u0627\u0632<\/h3>\n<p>\u0644\u0627 \u062f\u0627\u0639\u064a \u0644\u0644\u0642\u0644\u0642 \u0628\u0634\u0623\u0646 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u0628\u0642\u0627\u0621 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u0628\u0623\u062d\u062f\u062b \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0645\u0646 \u0643\u0648\u062f\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0628\u062f\u064a\u0644 \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0644 \u062f\u0648\u0646 \u0623\u064a \u062a\u0643\u0644\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629.<\/p>\n<h3><b>\u0628\u0631\u0627\u0639\u0629 \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647\u0627<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u0631\u0636 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0645\u0646 Cody \u062a\u0646\u0648\u0639\u0627 \u0645\u0644\u062d\u0648\u0638\u0627 \u060c \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0646\u0635\u064a\u0629 \u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0645\u062b\u0644.<\/span><\/p>\n<h3><b>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0642\u0637\u064a\u0639 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0643\u0645\u0646 \u0645\u064a\u0632\u062a\u0647 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062c\u0632\u0626\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0641\u0627\u0626\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h3><b>\u0633\u0631\u0639\u0629 \u062a\u0641\u0648\u0642 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0636\u0645\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0627\u0644\u0628\u0631\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0645\u0639 \u0648\u0642\u062a \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u062e\u0637\u064a \u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0639\u062f\u062f \u0627\u0644\u0641\u0647\u0627\u0631\u0633. \u064a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0633\u0631\u064a\u0639\u0629 \u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/span><\/p>\n<h3><b>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0633\u0644\u0633<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0641\u0631 Cody \u062a\u0643\u0627\u0645\u0644\u0627 \u0633\u0644\u0633\u0627 \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0634\u0627\u0645\u0644 \u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062a\u062c\u0631\u0628\u0629 RAG \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0648\u064a\u0639\u0632\u0632 \u0645\u0643\u0627\u0646\u062a\u0647\u0627 \u0643\u062e\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629. \u0625\u0646\u0647 \u064a\u0636\u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u062f\u064a\u0647\u064a\u0629 \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u064a \u062e\u0628\u0631\u0629 \u0641\u0646\u064a\u0629 \u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0633\u0647\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u0623\u0641\u0631\u0627\u062f \u0645\u0646 \u062c\u0645\u064a\u0639 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u062a\u0628\u0633\u064a\u0637 \u062a\u062c\u0631\u0628\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627.<\/span><\/p>\n<h2><b>\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0642\u064a \u0628\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641\u0646\u0627 \u0644\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u060c \u0627\u0643\u062a\u0634\u0641\u0646\u0627 \u062d\u0644\u0627 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u064a\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0645\u0639 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0648\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0648\u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u0643\u0648\u0646\u0647 \u062d\u064a\u0627\u062f\u064a\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0645\u062d\u0627\u064a\u062f\u0627 \u0644\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u064a\u062d\u0645\u0644 \u0648\u0639\u062f\u0627 \u0647\u0627\u0626\u0644\u0627 \u0639\u0628\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629. \u062a\u0631\u0641\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0645\u0646 Cody \u0647\u0630\u0627 \u0627\u0644\u0648\u0639\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0646\u0629 \u0644\u0644\u0645\u0644\u0641\u0627\u062a \u060c \u0648\u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0633\u0631\u064a\u0639 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633. \u064a\u0633\u062a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0645\u0632\u064a\u062c \u0644\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.  <\/span><\/p>\n<p><strong><em>\u0647\u0644 \u0623\u0646\u062a \u0645\u0633\u062a\u0639\u062f \u0644\u0627\u062d\u062a\u0636\u0627\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f \u0623\u0639\u062f \u062a\u0639\u0631\u064a\u0641 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0648\u0627\u0633\u062a\u0643\u0634\u0641 \u062d\u0642\u0628\u0629 \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/meetcody.ai\/use-cases\/\">Cody \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>.<\/em><\/strong><\/p>\n<h2>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n<h3>1. \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 RAG \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs)\u061f<\/h3>\n<p>\u062a\u0639\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG (\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632\u0629 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639) \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628.<\/p>\n<p>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0647\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u0646\u0635\u0631\u064a\u0646 \u0645\u0647\u0645\u064a\u0646: \u0622\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a (LLM). \u0648\u0627\u0644\u063a\u0631\u0636 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0646\u0647 \u0647\u0648 \u062a\u0639\u0632\u064a\u0632 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0628\u0642\u0648\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642. \u063a\u0627\u0644\u0628\u0627 \u0645\u0627 \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u060c \u0645\u062b\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0646\u0635. \u0625\u0646\u0647 \u0645\u0635\u0645\u0645 \u0644\u062a\u0642\u062f\u064a\u0645 \u0631\u062f\u0648\u062f \u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<p>\u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649 \u060c \u062a\u0634\u0643\u0644 LLMs (\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629) \u0641\u0626\u0629 \u0623\u0648\u0633\u0639 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0645\u062b\u0644 GPT (\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627). \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0633\u0628\u0642\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0627\u0645\u0644\u0629 \u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u0634\u0628\u064a\u0647 \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0644\u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0641\u064a \u062d\u064a\u0646 \u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u060c \u0641\u0625\u0646 \u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647\u0627 \u064a\u0645\u062a\u062f \u0625\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n<p>\u0641\u064a \u062c\u0648\u0647\u0631\u0647\u0627 \u060c \u062a\u0639\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0623\u062f\u0627\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062d\u062f\u062f\u0629. \u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 \u0630\u0644\u0643 \u060c \u0641\u0625\u0646 LLMs \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0639\u0645\u0644 \u0643\u0623\u0633\u0627\u0633 \u0644\u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u060c \u0648\u062a\u0642\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u0627 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f.<\/p>\n<h3>2. RAG \u0648 LLMs &#8211; \u0645\u0627 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0648\u0644\u0645\u0627\u0630\u0627\u061f<\/h3>\n<p><span data-preserver-spaces=\"true\">\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 RAG API \u0648 LLMs \u0639\u0644\u0649 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0625\u0646\u062c\u0627\u0632\u0647\u0627. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062a\u0641\u0635\u064a\u0644 \u0644\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0623\u064a\u0647\u0645\u0627 \u0623\u0641\u0636\u0644 \u0644\u0645\u0648\u0642\u0641\u0643:<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0627\u062e\u062a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0625\u0630\u0627:<\/span><\/strong><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0633\u064a\u0627\u0642<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">\u0648\u062a\u062a\u0641\u0648\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0641\u064a \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0647\u0645\u062a\u0643 \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0623\u0648 \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0641\u0625\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0644\u062f\u064a\u0643 \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">\u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u0637\u0628\u064a\u0642\u0643 \u0623\u0648 \u062e\u062f\u0645\u062a\u0643 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u062c\u064a\u062f\u0627 \u062a\u062a\u0637\u0644\u0628 \u0645\u062d\u062a\u0648\u0649 \u0645\u062f\u0631\u0643\u0627 \u0644\u0644\u0633\u064a\u0627\u0642\u060c \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644. \u0625\u0646\u0647 \u0645\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u064a\u062b \u064a\u0644\u0639\u0628 \u0627\u0644\u0633\u064a\u0627\u0642 \u062f\u0648\u0631\u0627 \u062d\u0627\u0633\u0645\u0627.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u062f\u0642\u064a\u0642<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">\u062a\u0633\u0645\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0627\u0644\u062a\u062e\u0635\u064a\u0635\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u0648 \u0642\u064a\u0648\u062f \u0645\u062d\u062f\u062f\u0629 \u0644\u0645\u0634\u0631\u0648\u0639\u0643.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0627\u062e\u062a\u0631 LLMs \u0625\u0630\u0627:<\/span><\/strong><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u0631\u0627\u0639\u0629<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">LLMs \u060c \u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c GPT \u060c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u062a\u0645\u062a\u062f \u0639\u0628\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u060c \u0641\u0625\u0646 LLMs \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0648\u0646\u0629.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u062a\u0631\u064a\u062f \u0628\u0646\u0627\u0621 \u062d\u0644\u0648\u0644 \u0645\u062e\u0635\u0635\u0629<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">\u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 \u062d\u0644\u0648\u0644 \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0636\u0628\u0637\u0647\u0627 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0623\u0648 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u0627<\/span><\/strong><\/p>\n<p><span data-preserver-spaces=\"true\">\u062a\u0623\u062a\u064a LLMs \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0644\u062f\u064a\u0647\u0645 \u0641\u0647\u0645\u0627 \u0642\u0648\u064a\u0627 \u0644\u0644\u063a\u0629 \u062e\u0627\u0631\u062c \u0627\u0644\u0635\u0646\u062f\u0648\u0642. \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u060c \u0641\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 LLMs \u0623\u062d\u062f \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0642\u064a\u0645\u0629.<\/span><\/p>\n<h3><strong><span data-preserver-spaces=\"true\">3. \u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u0638\u0649 LLMs \u060c \u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c GPT \u060c \u0628\u0634\u0639\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u061f<\/span><\/strong><\/h3>\n<p><span data-preserver-spaces=\"true\">\u062d\u0638\u064a\u062a LLMs \u0628\u0627\u0647\u062a\u0645\u0627\u0645 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u0633\u0628\u0628 \u0623\u062f\u0627\u0626\u0647\u0627 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a \u0639\u0628\u0631 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u064f\u062f\u0631\u064e\u0651\u0628 \u0623\u062c\u0647\u0632\u0629 LLMs \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629. \u0648\u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646\u0647\u0645 \u0641\u0647\u0645 \u0648\u0625\u0646\u062a\u0627\u062c \u0646\u0635 \u0645\u062a\u0645\u0627\u0633\u0643 \u0648\u0645\u0644\u0627\u0626\u0645 \u0644\u0644\u0633\u064a\u0627\u0642 \u0648\u0635\u062d\u064a\u062d \u0646\u062d\u0648\u064a\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0641\u064a \u0623\u064a \u0644\u063a\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643 \u060c \u0641\u0625\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 LLMs \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627 \u062c\u0639\u0644\u062a \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627 \u0645\u062f\u0639\u0648\u0645\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u062c\u0645\u0647\u0648\u0631 \u0623\u0648\u0633\u0639.<\/span><\/p>\n<h3>4. \u0645\u0627 \u0647\u064a \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0644 LLMs\u061f<\/h3>\n<p>\u064a\u062c\u062f LLMs \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<p><strong>\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong><\/p>\n<p>\u062a\u062a\u0641\u0648\u0642 LLMs \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629. \u0625\u0646 \u0642\u062f\u0631\u0627\u062a\u0647\u0645 \u0627\u0644\u0642\u0648\u064a\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u062a\u062c\u0639\u0644\u0647\u0627 \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629.<\/p>\n<p><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635<\/strong><\/p>\n<p>\u064a\u0645\u0643\u0646\u0647\u0645 \u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u0634\u0628\u064a\u0647 \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062a\u0645\u0627\u0633\u0643\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/p>\n<p><strong>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/strong><\/p>\n<p>\u0644\u0642\u062f \u0639\u0632\u0632\u0648\u0627 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629. \u064a\u0645\u0643\u0646\u0647\u0645 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635 \u0628\u064a\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0628\u0645\u0633\u062a\u0648\u0649 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0637\u0644\u0627\u0642\u0629.<\/p>\n<p><strong>\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/strong><\/p>\n<p>\u0625\u0646\u0647\u0645 \u0628\u0627\u0631\u0639\u0648\u0646 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u062e\u0635\u0627\u062a \u0645\u0648\u062c\u0632\u0629 \u0644\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0637\u0648\u0644\u0629 \u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0634\u0627\u0645\u0644.<\/p>\n<h3><strong><span data-preserver-spaces=\"true\">5. \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0625\u0628\u0642\u0627\u0621 LLMs \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u062f\u0627\u0626\u0645 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629\u061f<\/span><\/strong><\/h3>\n<p>\u0636\u0645\u0627\u0646 \u0623\u0646 \u062a\u0638\u0644 LLMs \u062d\u062f\u064a\u062b\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0644\u0625\u0628\u0642\u0627\u0626\u0647\u0627 \u0645\u062d\u062f\u062b\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629:<\/p>\n<p><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/p>\n<p>\u062a\u0639\u062f \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0645\u0631\u0627 \u0636\u0631\u0648\u0631\u064a\u0627 \u0644\u0645\u0646\u0639 \u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0627\u062a\u062c \u0639\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0642\u062f\u064a\u0645\u0629. \u062a\u0633\u0627\u0639\u062f \u0632\u064a\u0627\u062f\u0629 \u0645\u062e\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0630\u0627\u062a \u0635\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647 \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647.<\/p>\n<p><strong>\u0627\u0639\u0627\u062f\u0647<\/strong><\/p>\n<p>\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062f\u0648\u0631\u064a \u0644\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0647\u064a \u0645\u0645\u0627\u0631\u0633\u0629 \u0634\u0627\u0626\u0639\u0629. \u064a\u0636\u0645\u0646 \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0623\u0646\u0647 \u064a\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0648\u064a\u0638\u0644 \u0645\u062d\u062f\u062b\u0627.<\/p>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/strong><\/p>\n<p>\u062a\u0646\u0641\u064a\u0630 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0647\u0648 \u0646\u0647\u062c \u0622\u062e\u0631. \u064a\u062a\u0636\u0645\u0646 \u0630\u0644\u0643 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u063a\u064a\u0631 \u0645\u0624\u0643\u062f \u0623\u0648 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u064a\u0631\u062a\u0643\u0628 \u0623\u062e\u0637\u0627\u0621 \u0648\u062c\u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a. \u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629 \u0628\u0645\u062b\u0627\u0628\u0629 \u062a\u063a\u064a\u064a\u0631 \u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u0639\u0628\u0629 \u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0630\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0628\u0634\u0643\u0644 \u0645\u0643\u062b\u0641. \u062f\u0639\u0648\u0646\u0627 \u0646\u0633\u062a\u0643\u0634\u0641 \u0643\u064a\u0641 \u062a\u0639\u064a\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u062a\u0639\u0631\u064a\u0641 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062c\u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0628\u062a\u0643\u0631 \u0628\u064a\u0646 \u0628\u0631\u0627\u0639\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0627 \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629<a class=\"excerpt-read-more\" href=\"https:\/\/meetcody.ai\/ar\/blog\/%d9%85%d8%a7-%d9%87%d9%88-%d8%a5%d8%b7%d8%a7%d8%b1-%d8%b9%d9%85%d9%84-%d9%88%d8%a7%d8%ac%d9%87%d8%a9-%d8%a8%d8%b1%d9%85%d8%ac%d8%a9-%d8%a7%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa-%d9%84%d9%84\/\" title=\"Read\u0645\u0627 \u0647\u064a RAG API \u0648\u0643\u064a\u0641 \u062a\u0639\u0645\u0644\u061f\">&#8230; Read more &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":31641,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[212,211,215],"tags":[307,234,306],"class_list":["post-31661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-212","category-211","category-215","tag-api-ar","tag-234","tag-306"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.8 (Yoast SEO v24.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u0627 \u0647\u064a RAG API \u0648\u0643\u064a\u0641 \u062a\u0639\u0645\u0644\u061f<\/title>\n<meta name=\"description\" content=\"\u0627\u0633\u062a\u0643\u0634\u0641 \u0642\u0648\u0629 RAG API. \u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0648\u064a\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 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