- \n
\u064a\u062c\u0645\u0639 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0651\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0628\u064a\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u0644\u0627\u0621\u0645\u0629 \u0641\u064a \u0627\u0644\u0631\u062f\u0648\u062f.<\/p><\/li>\n\n\n\n
\u064a\u0642\u0644\u0644 RAG \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u064a\u0646 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p><\/li>\n\n\n\n
\u062a\u0634\u0645\u0644 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0640 RAG \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u062b\u0631\u0627\u0621\u064b \u0648\u0625\u062a\u0627\u062d\u0629 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u0634\u0631\u0643\u0627\u062a.<\/p><\/li>\n<\/ul>\n\n\n\n
\u0641\u0647\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG)<\/h2>\n\n\n\n
\u064a\u0643\u0645\u0646 \u0641\u064a \u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0651\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0646\u0638\u0627\u0645\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u064b\u0627 \u0644\u0644\u062a\u0643\u064a\u0641 \u0641\u064a \u0622\u0646\u064d \u0648\u0627\u062d\u062f. \u064a\u062a\u0645\u064a\u0632 \u0646\u0638\u0627\u0645 RAG \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u062a\u064a\u0646\u060c \u0645\u0633\u062a\u0641\u064a\u062f\u064b\u0627 \u0645\u0646 \u0645\u0632\u0627\u064a\u0627 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u0623\u0648\u062c\u0647 \u0627\u0644\u0642\u0635\u0648\u0631 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0628\u064a\u0646\u0647\u0645\u0627.<\/p>\n\n\n\n
\u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0623\u062a\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0642\u0627\u0635\u0631\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0625\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0648\u0645\u062d\u062f\u062f\u0629. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u062a\u0639\u0645\u0644 RAG \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062c\u0644\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629. \u062a\u062a\u063a\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062a\u0623\u0635\u0644\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n\n\n\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0645\u0639 \u062f\u0642\u0629 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u064a\u0645\u062b\u0644 RAG \u0627\u0645\u062a\u062f\u0627\u062f\u064b\u0627 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0644\u0627 \u064a\u0624\u062f\u064a \u0627\u0644\u062f\u0645\u062c \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0648\u0633\u0639 \u0623\u064a\u0636\u064b\u0627 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u064a\u0645\u0643\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n
\u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0648\u0631\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 RAG<\/h2>\n\n\n\n
![\"\u0627\u0644\u0622\u0644\u064a\u0629](\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-7bIg573Pot4-unsplash-1-1024x683.jpg\")
\u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0648\u0631\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 RAG<\/figcaption><\/figure>\n\n\n\n \u064a\u0633\u062a\u0644\u0632\u0645 \u0641\u0647\u0645 \u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 RAG \u0625\u0644\u0642\u0627\u0621 \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0622\u0644\u064a\u0627\u062a\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0639\u0646\u062f \u062a\u0644\u0642\u064a \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u064a\u062a\u0645 \u062a\u062d\u0648\u064a\u0644\u0647 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0631\u0642\u0645\u064a \u064a\u064f\u0637\u0644\u0642 \u0639\u0644\u064a\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0623\u0648 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0644\u0633\u0645\u0627\u062d \u0644\u0644\u0646\u0638\u0627\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n
\u064a\u0639\u0645\u0644 RAG \u0645\u0646 \u062e\u0644\u0627\u0644 \u062b\u0644\u0627\u062b\u0629 \u0645\u0643\u0648\u0646\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629: \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u062a\u062a\u0636\u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0628\u0645\u062a\u062c\u0647 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a>. \u0628\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0641\u064a \u0645\u0627 \u064a\u064f\u0634\u0627\u0631 \u0625\u0644\u064a\u0647 \u0628\u0627\u0633\u0645 \u0627\u0644\u062a\u0639\u0632\u064a\u0632\u060c \u064a\u062a\u0645 \u062f\u0645\u062c \u0623\u064a \u062a\u0641\u0627\u0635\u064a\u0644 \u0630\u0627\u062a \u0635\u0644\u0629 \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641\u0647\u0627 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u0627\u0644\u0623\u0635\u0644\u064a.<\/p>\n\n\n\n
Utilizing the augmented input data produced earlier in the process allows for creating responses that are both coherent and contextually aligned during generation. It is this fluid union between retrieving capabilities and generative models which gives RAG systems their strength consistently refining these techniques enables them to deliver precise and germane outcomes that surpass those provided by solely generative frameworks.<\/p>\n\n\n\n
\u0645\u0632\u0627\u064a\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 RAG<\/h2>\n\n\n\n
\u062a\u0648\u0641\u0631 \u0623\u0646\u0638\u0645\u0629 RAG \u062d\u0644\u0627\u064b \u0641\u0639\u0627\u0644\u0627\u064b \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u062a\u0642\u0644\u064a\u062f\u064a\u064b\u0627 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u062c\u0627\u0644 \u0645\u0639\u064a\u0646. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629\u060c \u064a\u0642\u0644\u0644 \u0646\u0638\u0627\u0645 RAG \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0627\u0644\u0641\u0639\u0627\u0644. \u0648\u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0623\u0633\u0631\u0639 \u0648\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n
\u0645\u0646 \u062d\u064a\u062b \u062f\u0642\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629\u060c \u064a\u062a\u0645\u064a\u0632 RAG \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0644\u0625\u0646\u062a\u0627\u062c \u0625\u062c\u0627\u0628\u0627\u062a \u0644\u064a\u0633\u062a \u062f\u0642\u064a\u0642\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0623\u064a\u0636\u064b\u0627 \u0645\u0635\u0645\u0645\u0629 \u0628\u0634\u0643\u0644 \u062c\u0630\u0627\u0628 \u0648\u0645\u0644\u0627\u0626\u0645 \u0644\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0637\u0631\u0648\u062d. \u064a\u0642\u0644\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u0622\u0632\u0631 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0637\u0631 \u062a\u0639\u0645\u064a\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629 - \u0648\u0647\u064a \u0645\u0634\u0643\u0644\u0629 \u0643\u062b\u064a\u0631\u064b\u0627 \u0645\u0627 \u0646\u0648\u0627\u062c\u0647\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644.<\/p>\n\n\n\n
\u064a\u0639\u0645\u0644 RAG \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0646\u0638\u0631\u064b\u0627 \u0644\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0628\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0645\u0644\u0627\u0621\u0645\u0629. \u0648\u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u062a\u0639\u0644\u0642 \u0628\u062a\u0642\u062f\u064a\u0645 \u0645\u062d\u062a\u0648\u0649 \u0645\u062e\u0635\u0635 \u0644\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0623\u0648 \u062a\u0648\u0641\u064a\u0631 \u062d\u0644\u0648\u0644 \u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0643\u0644 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u060c \u0641\u0625\u0646 \u0645\u0631\u0648\u0646\u0629 RAG \u062a\u062b\u0628\u062a \u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0644\u0649 \u0631\u0641\u0639 \u0645\u0633\u062a\u0648\u0649 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u062e\u0635\u0635\u0629.<\/p>\n\n\n\n
\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0644 RAG \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/h2>\n\n\n\n
\u0644\u0623\u0646\u0638\u0645\u0629 RAG \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0641\u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0645\u062a\u062c\u0630\u0631\u0629 \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0648\u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629. \u0648\u0647\u0630\u0627 \u064a\u0639\u0632\u0632 \u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0645\u0631\u0636\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0646\u062d \u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0627\u0644\u0635\u062d\u064a\u064a\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/p>\n\n\n\n
In commerce, knowledge retrieval systems streamline sales processes by populating Requests for Proposals (RFPs) with accurate product information quickly. When it comes to customer support, the application of RAG systems elevates service quality through tailored responses based on historical interactions. In sectors where accuracy and adherence to regulations are critical such as finance and healthcare the capacity of these models to reference reliable sources is particularly valuable.<\/p>\n\n\n\n
\u064a\u0633\u0645\u062d \u062f\u0645\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062d\u062f\u062f \u0644\u0646\u0645\u0627\u0630\u062c RAG \u0628\u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0628\u0634\u0643\u0644 \u0641\u0631\u064a\u062f \u0641\u064a \u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u062a\u0632\u064a\u062f \u0645\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0631\u0636\u0627\u0647. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0628\u0641\u0639\u0627\u0644\u064a\u0629\u060c \u062a\u064f\u0638\u0647\u0631 \u0623\u0646\u0638\u0645\u0629 RAG \u062a\u0646\u0648\u0639\u0647\u0627 \u0643\u0623\u062f\u0648\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/p>\n\n\n\n
\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 RAG<\/h2>\n\n\n\n
![\"\u0628\u0646\u0627\u0621](\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-yjK_e3f4heg-unsplash-1024x683.jpg\")
\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 RAG<\/figcaption><\/figure>\n\n\n\n \u064a\u0646\u0637\u0648\u064a \u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 RAG \u0639\u0644\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0627 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0648\u062a\u062a\u0645\u062b\u0644 \u0625\u062d\u062f\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain\u060c \u0648\u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0635\u0645\u0645 \u0644\u062a\u0633\u0647\u064a\u0644 \u062a\u0637\u0648\u064a\u0631 \u0648\u062a\u0643\u0627\u0645\u0644 \u0646\u0645\u0627\u0630\u062c RAG \u0645\u0639 \u0646\u0645\u0627\u0630\u062c LLMs.<\/p>\n\n\n\n
\u062a\u0628\u062f\u0623 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0644\u063a\u0648\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629. \u0648\u064a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0623\u0633\u064a\u0633\u064a \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0639\u0644\u0649 \u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0633\u064a\u0627\u0642. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain \u0644\u062f\u0645\u062c LLM \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629. \u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a\u0647.<\/p>\n\n\n\n
\u0625\u0646 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a RAG \u0627\u0644\u0646\u0627\u062a\u062c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u062f\u0627\u0629 \u0644\u0627 \u062a\u064f\u0642\u062f\u0651\u0631 \u0628\u062b\u0645\u0646 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0645\u062c\u0627\u0644 \u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u064a\u0645\u0643\u0646 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0647\u0630\u0647 \u062a\u0642\u062f\u064a\u0645 \u062d\u0644\u0648\u0644 \u0633\u0631\u064a\u0639\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0645\u0646 \u0631\u0636\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/p>\n\n\n\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u0648\u0629 RAG\u060c \u0644\u0627 \u062a\u0639\u0645\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0647\u0630\u0647 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u0636\u0645\u0646 \u0623\u064a\u0636\u0627\u064b \u0623\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u062d\u062f\u064a\u062b\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/p>\n\n\n\n
\u062a\u0637\u0628\u064a\u0642 RAG \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639\u0643<\/h2>\n\n\n\n
\u0644\u0628\u062f\u0621 \u0623\u0646\u0638\u0645\u0629 RAG \u0641\u064a \u0645\u0633\u0627\u0639\u064a\u0643\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u062e\u0627\u0631\u062c\u064a\u0629. \u0642\u062f \u064a\u062a\u0645 \u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0645\u0647\u0627 \u0644\u062a\u0634\u0643\u064a\u0644 \u0645\u0633\u062a\u0648\u062f\u0639 \u0645\u0639\u0631\u0641\u064a \u0634\u0627\u0645\u0644. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0645\u062b\u0644 SingleStore \u0643\u062d\u0644\u0648\u0644 \u062a\u062e\u0632\u064a\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/p>\n\n\n\n
\u064a\u064f\u062b\u0628\u062a \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0623\u0647\u0645\u064a\u062a\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0625\u0637\u0627\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0646\u0635\u0648\u0635 \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0628\u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629. \u062a\u0643\u0645\u0646 \u0625\u062d\u062f\u0649 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0647\u0627\u0645\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 RAG \u0641\u064a \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0636\u0631\u0648\u0631\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646.<\/p>\n\n\n\n
For ensuring that RAG implementations align with sector-specific standards and optimize citation structures effectively, it necessitates incorporating user feedback. Creating custom applications allows these systems to deliver responses fine-tuned by distinct datasets substantially augmenting both functionality and efficiency of RAG platforms across various industry requirements.<\/p>\n\n\n\n
\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 RAG<\/h2>\n\n\n\n
\u064a\u0639\u0645\u0644 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0651\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0627\u0639\u062f \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0627\u0648\u0632 \u0646\u0637\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647 \u064a\u064f\u0645\u0643\u0651\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0644\u064a\u0633\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0637\u0631\u0648\u062d \u0623\u064a\u0636\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u064a \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0638\u0647\u0631 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629.<\/p>\n\n\n\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0639\u0628\u0631 RAG\u060c \u0647\u0646\u0627\u0643 \u0632\u064a\u0627\u062f\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0641\u064a \u0643\u0644 \u0645\u0646 \u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0647\u064a \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u0645\u062a\u0627\u0646\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0643\u064a\u0651\u0641 \u0645\u062d\u0633\u0651\u0646\u0629\u060c \u0648\u0647\u0648 \u0628\u0627\u0631\u0639 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0628\u062f\u0642\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629.<\/p>\n\n\n\n
\u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 RAG<\/h2>\n\n\n\n
\u0625\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 RAG \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a. \u0648\u064a\u062d\u0642\u0642 \u0627\u0644\u0646\u0638\u0627\u0645 \u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u0623\u0643\u064a\u062f \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0646\u062f \u0625\u0644\u064a\u0647\u0627 \u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0639\u0632\u0632 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0643\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062c\u062f\u0627\u0631\u0629 \u0628\u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u0645\u0635\u062f\u0627\u0642\u064a\u0629.<\/p>\n\n\n\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0639\u0646\u062f \u062a\u0648\u0641\u0631\u0647\u0627\u060c \u062a\u0647\u062f\u0641 \u0623\u0646\u0638\u0645\u0629 RAG \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u062a\u0623\u0643\u064a\u062f\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u0623\u0633\u0627\u0633 \u0644\u0647\u0627 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0641\u064a \u0645\u062e\u0631\u062c\u0627\u062a\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0622\u0644\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0641\u0639\u0627\u0644\u0629. \u0648\u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062f\u0645\u062c \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0639\u0644\u0649 \u0636\u0645\u0627\u0646 \u0623\u0644\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u0642\u0646\u0639\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0648\u062f\u0642\u064a\u0642\u0629 \u0623\u064a\u0636\u064b\u0627\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0639\u0632\u064a\u0632 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645 \u0644\u0644\u0646\u0638\u0627\u0645.<\/p>\n\n\n\n
\u062a\u0644\u0639\u0628 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f \u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629. \u0641\u0647\u064a \u062a\u0634\u062c\u0639 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0645\u0646 \u062a\u062a\u0628\u0639 \u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u0647\u0645\u060c \u0641\u0625\u0646 \u0630\u0644\u0643 \u064a\u0639\u0632\u0632 \u0627\u062a\u0635\u0627\u0644\u0627\u064b \u0623\u0639\u0645\u0642 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 RAG. \u064a\u0624\u062f\u064a \u0647\u0630\u0627 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0625\u0644\u0649 \u062a\u0641\u0627\u0639\u0644 \u0623\u0643\u0628\u0631 \u0648\u0631\u0636\u0627 \u0623\u0643\u0628\u0631 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0641\u0627\u0639\u0644\u0648\u0646 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u064a\u0629.<\/p>\n\n\n\n
\u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629 \u0648\u0645\u062d\u062f\u062b\u0629<\/h2>\n\n\n\n
\u064a\u0645\u062b\u0644 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u062d\u062f\u064a\u0627\u064b \u0645\u0633\u062a\u0645\u0631\u0627\u064b\u060c \u0648\u0645\u0639 \u0630\u0644\u0643 \u0641\u0625\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u062b\u0644 RAG (\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639) \u0628\u0627\u0631\u0639\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0645\u0629. \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u062f\u0645\u062c \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u062d\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0635\u0644 \u0625\u0644\u064a\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u062a\u0638\u0644 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0630\u0627\u062a \u0635\u0644\u0629 \u0648\u062f\u0642\u064a\u0642\u0629. \u064a\u062a\u0645 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0644\u0627\u0621\u0645\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a \u0644\u0643\u0644 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0648\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0644\u0647\u0627.<\/p>\n\n\n\n
\u0648\u062a\u062a\u0648\u0642\u0641 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u062c\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 RAG \u0639\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0644\u0642\u0649 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0645\u062a\u0633\u0642\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0636\u0645\u0627\u0646 \u0628\u0642\u0627\u0621 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0645\u062d\u062f\u062b\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u062a\u062a\u062c\u0646\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0634\u0627\u0643\u0644 \u0645\u062b\u0644 \u062a\u0642\u062f\u064a\u0645 \u062d\u0642\u0627\u0626\u0642 \u0642\u062f\u064a\u0645\u0629 \u0623\u0648 \u0639\u0641\u0627 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0632\u0645\u0646.<\/p>\n\n\n\n
\u062a\u0639\u0645\u0644 \u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0645\u0639 \u0641\u0647\u0645 \u062f\u0644\u0627\u0644\u064a \u0623\u0639\u0645\u0642. \u062a\u0639\u0632\u0632 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0646 \u062f\u0642\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0635\u0648\u063a\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 RAG\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0641\u0627\u0626\u062f\u062a\u0647\u0627 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/p>\n\n\n\n
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\u064a\u0645\u062b\u0644 \u062a\u0637\u0628\u064a\u0642 \u0623\u0646\u0638\u0645\u0629 RAG \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0641\u0631\u0635. \u064a\u0643\u0645\u0646 \u0623\u062d\u062f \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062a\u0648\u0644\u064a\u062f\u0647\u0627 \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0647\u0630\u0647 \u0645\u0639\u0642\u062f\u0629 \u0648\u062a\u062a\u0637\u0644\u0628 \u0625\u062f\u0627\u0631\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n\n\n\n
\u064a\u062a\u0645\u062b\u0644 \u0623\u062d\u062f \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u062a\u0634\u063a\u064a\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 LLM\u060c \u062e\u0627\u0635\u0629\u064b \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0648\u0641\u0631 \u0623\u0646\u0638\u0645\u0629 RAG \u062d\u0644\u0627\u064b \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u062a\u0643\u0631\u0631 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 RAG \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064d \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0639\u0628\u0621 \u062d\u0633\u0627\u0628\u064a \u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n
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\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0641\u0625\u0646 \u0627\u0644\u0641\u0631\u0635 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 RAG \u0643\u0628\u064a\u0631\u0629. \u0641\u0647\u064a \u062a\u0648\u0641\u0631 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062e\u0627\u0637\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u062d\u064a\u062b \u062a\u0648\u0641\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u062a\u0639\u0632\u0632 \u0645\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0646\u0638\u0645\u0629 RAG \u0644\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0634\u062e\u0635\u064a\u0629 \u0648\u062f\u0642\u064a\u0642\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u062d\u0633\u064a\u0646 \u0631\u0636\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u062b\u0642\u062a\u0647.<\/p>\n\n\n\n
\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 RAG \u064a\u062a\u0637\u0644\u0628 \u062f\u0631\u0627\u0633\u0629 \u0645\u062a\u0623\u0646\u064a\u0629 \u0644\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 \u062a\u062c\u0639\u0644\u0647\u0627 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0642\u0646\u0639\u064b\u0627 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062e\u0627\u0637\u0628\u064a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 RAG \u0623\u0646 \u062a\u0637\u0644\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n
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\u0646\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u062a\u062d\u0648\u0644 RAG \u0625\u0644\u0649 \u0639\u0631\u0636 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u064a\u0633\u0645\u062d \u0628\u0622\u0644\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0641\u0639\u0627\u0644\u0629 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627. \u0633\u064a\u0624\u062f\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u062a\u0633\u062e\u064a\u0631 \u0642\u062f\u0631\u0627\u062a RAG \u062f\u0648\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0623\u0648\u0644\u064a\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u062c\u0645\u0647\u0648\u0631 \u0623\u0648\u0633\u0639.<\/p>\n\n\n\n
\u0627\u0644\u0645\u0644\u062e\u0635<\/h2>\n\n\n\n
\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0642\u0648\u0644\u060c \u064a\u0634\u064a\u0631 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0645\u0644\u062d\u0648\u0638 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0642\u062f\u0631\u0627\u062a \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0639 \u0642\u062f\u0631\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0639 \u0642\u062f\u0631\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u062a\u064f\u0646\u062a\u062c \u0623\u0646\u0638\u0645\u0629 RAG \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0648\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0633\u064a\u0627\u0642. \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0644\u0647 \u0622\u062b\u0627\u0631 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/a>, \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0646\u0634\u0631\u0647\u0627 \u0625\u0644\u0649 \u062a\u0636\u062e\u064a\u0645 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n
\u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0645\u0627 \u064a\u0644\u0648\u062d \u0641\u064a \u0627\u0644\u0623\u0641\u0642 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0648\u0639\u0648\u062f \u0627\u0644\u062a\u064a \u062a\u062d\u0645\u0644\u0647\u0627 RAG \u0643\u0628\u064a\u0631\u0629. \u0641\u0628\u064a\u0646\u0645\u0627 \u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631\u060c \u0648\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u0639 \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062a\u0648\u0642\u0639 \u062a\u0635\u0627\u0639\u062f\u064b\u0627 \u0641\u064a \u0643\u0644 \u0645\u0646 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u062f\u0627\u062e\u0644 \u0623\u0637\u0631 RAG. \u0625\u0646 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0633\u064a\u0642\u0648\u062f\u0646\u0627 \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f \u0646\u062d\u0648 \u062d\u0644\u0648\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0645\u0646 \u0623\u064a \u0648\u0642\u062a \u0645\u0636\u0649.<\/p>\n\n\n\n
\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n
\u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG)\u061f<\/h3>\n\n\n\n
\u064a\u0639\u0632\u0632 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u0651\u0632 \u0628\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u062e\u0631\u062c\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/p>\n\n\n\n
\u062a\u0633\u0645\u062d \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0623\u0633\u064a\u0633\u0647\u0627 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 RAG \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h3>\n\n\n\n
\u064a\u0639\u0645\u0644 RAG \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0627\u0644\u0641\u0639\u0627\u0644\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0648\u062a\u0648\u0641\u064a\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/p>\n\n\n\n
\u0645\u0627 \u0647\u064a \u0628\u0639\u0636 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u061f<\/h3>\n\n\n\n
\u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0623\u0646\u0638\u0645\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u062b\u0644 RAG \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a\u060c \u0648\u0641\u064a \u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062e\u0635\u0635\u0629.<\/p>\n\n\n\n
\u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0637\u0628\u064a\u0642 RAG \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639\u064a\u061f<\/h3>\n\n\n\n
\u0644\u062a\u0637\u0628\u064a\u0642 RAG \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639\u0643\u060c \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u0646 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0645\u062b\u0644 SingleStore \u0644\u062a\u0628\u0633\u064a\u0637 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639.<\/p>\n\n\n\n
\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0643 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0645\u062a\u062c\u0647 \u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n
\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062d\u0645\u0644\u0647 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0644 RAG\u061f<\/h3>\n\n\n\n
\u0648\u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062e\u062f\u0645\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0641\u0625\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u062b\u0644 RAG \u0645\u0647\u064a\u0623\u0629 \u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0634\u0631\u0642 \u064a\u062a\u0645\u064a\u0632 \u0628\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627.<\/p>\n\n\n\n
\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0644\u062f\u064a\u0647\u0627 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062d\u0642\u0642\u0647 \u0623\u0646\u0638\u0645\u0629 RAG \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>","protected":false},"excerpt":{"rendered":"
Retrieval-Augmented Generation (RAG) is an AI technique that merges knowledge retrieval methods with generative models. By pulling in external data, RAG makes AI responses more accurate and relevant. This guide will explain what is RAG, how it works, and its benefits. Key Takeaways Understanding Retrieval-Augmented Generation (RAG) At the heart of Retrieval-Augmented Generation (RAG) lies […]<\/p>\n","protected":false},"author":1,"featured_media":45958,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[1016,1017,982],"class_list":["post-45911","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai-technology","tag-information-retrieval","tag-machine-learning"],"yoast_head":"\n
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