{"id":45916,"date":"2025-05-19T11:46:00","date_gmt":"2025-05-19T09:46:00","guid":{"rendered":"https:\/\/www.investglass.com\/?p=45916"},"modified":"2026-03-20T10:12:09","modified_gmt":"2026-03-20T09:12:09","slug":"the-rag-company-best-microfiber-towels-for-car-detailing","status":"publish","type":"post","link":"https:\/\/www.investglass.com\/hi\/the-rag-company-best-microfiber-towels-for-car-detailing\/","title":{"rendered":"\u090f\u0906\u0908 RAG \u0924\u0915\u0928\u0940\u0915 \u0915\u0948\u0938\u0947 \u0938\u0902\u092a\u0924\u094d\u0924\u093f \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0914\u0930 \u0938\u0940\u0906\u0930\u090f\u092e \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0930\u0939\u0940 \u0939\u0948"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0924\u094d\u0935\u0930\u093f\u0924 \u0909\u0924\u094d\u0924\u0930: \u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u0936\u0928 (RAG) \u090f\u0915 AI \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0939\u0948 \u091c\u094b \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924, \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u092a\u0930 \u0905\u092a\u0928\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0906\u0927\u093e\u0930\u093f\u0924 \u0915\u0930\u0915\u0947 \u092c\u0921\u093c\u0947 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 (LLM) \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f, RAG AI \u092e\u0924\u093f\u092d\u094d\u0930\u092e (\u0939\u0948\u0932\u0941\u0938\u093f\u0928\u0947\u0936\u0928) \u0915\u0947 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0915\u094b \u0938\u092e\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u0935\u093f\u0928\u093f\u092f\u093e\u092e\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092a\u094d\u0930\u092d\u0941 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092e\u0947\u0902 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0917\u094d\u0930\u093e\u0939\u0915 \u0905\u0928\u0941\u092d\u0935 \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u092a \u0915\u094d\u092f\u093e \u0938\u0940\u0916\u0947\u0902\u0917\u0947:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0906\u0908 \u0906\u0930\u090f\u091c\u0940 (\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u0936\u0928) \u0915\u094d\u092f\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0938\u0947 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0964.<\/li>\n\n\n\n<li>\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u0915\u094b \u0921\u0947\u091f\u093e \u0938\u091f\u0940\u0915\u0924\u093e, \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u094d\u092f\u094b\u0902 \u0939\u0948\u0964.<\/li>\n\n\n\n<li>\u0907\u0928\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 (InvestGlass) \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u090f\u0915 \u0938\u0902\u092a\u094d\u0930\u092d\u0941, \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0938\u0940\u0906\u0930\u090f\u092e (CRM) \u0905\u0928\u0941\u092d\u0935 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f RAG \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964.<\/li>\n\n\n\n<li>\u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0947 \u092a\u0940\u091b\u0947 \u0915\u093e \u0924\u0915\u0928\u0940\u0915\u0940 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930, \u091c\u093f\u0938\u092e\u0947\u0902 \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938, \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0911\u0917\u094d\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964.<\/li>\n\n\n\n<li>\u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940, \u0917\u094d\u0930\u093e\u092b \u0906\u0930\u090f\u091c\u0940, \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u092e\u094b\u0921\u0932 \u090f\u0906\u0908 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u0914\u0930 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u092a\u0930 \u0909\u0928\u0915\u093e \u092a\u094d\u0930\u092d\u093e\u0935\u0964.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-the-ai-revolution-in-financial-services\"><span class=\"ez-toc-section\" id=\"Introduction_The_AI_Revolution_in_Financial_Services\"><\/span>\u092a\u0930\u093f\u091a\u092f: \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u092e\u0947\u0902 \u090f\u0906\u0908 \u0915\u094d\u0930\u093e\u0902\u0924\u093f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e \u0909\u0926\u094d\u092f\u094b\u0917 \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e (\u0906\u0930\u094d\u091f\u093f\u092b\u093f\u0936\u093f\u092f\u0932 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938) \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u090f\u0915 \u0917\u0939\u0930\u0947 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0938\u0947 \u0917\u0941\u091c\u0930 \u0930\u0939\u093e \u0939\u0948\u0964 \u092b\u093f\u0930 \u092d\u0940, \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u0914\u0930 \u092c\u0948\u0902\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u091c\u0947\u0928\u0947\u0930\u093f\u0915 \u090f\u0906\u0908 (\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908) \u0915\u094b \u0905\u092a\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0928\u093e \u092a\u0921\u093c\u093e \u0939\u0948\u0964 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928 \u090f\u0906\u0908 \u201c\u092d\u094d\u0930\u092e\u201d (\u0939\u0948\u0932\u0941\u0938\u093f\u0928\u0947\u0936\u0928) \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0915\u094b \u0935\u0939\u0928 \u0928\u0939\u0940\u0902 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0910\u0938\u0947 \u092e\u093e\u092e\u0932\u0947 \u091c\u0939\u093e\u0901 \u090f\u0915 \u092e\u0949\u0921\u0932 \u0906\u0924\u094d\u092e\u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0915\u0947 \u0938\u093e\u0925 \u0917\u0932\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u091c\u0940\u0921\u0940\u092a\u0940\u0906\u0930 (GDPR) \u0914\u0930 \u092b\u093f\u0928\u092e\u093e (FINMA) \u092e\u093e\u0928\u0915\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0928\u093f\u092f\u092e, \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939\u0940\u0902 \u092a\u0930 \u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u0936\u0928 (RAG) \u0915\u093e\u092e \u0906\u0924\u093e \u0939\u0948\u0964 RAG \u090f\u0915 \u0915\u094d\u0930\u093e\u0902\u0924\u093f\u0915\u093e\u0930\u0940 AI \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0939\u0948 \u091c\u094b \u0932\u093e\u0930\u094d\u091c \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 (LLM) \u0915\u0947 \u0935\u093f\u0936\u093e\u0932 \u091c\u094d\u091e\u093e\u0928 \u0914\u0930 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928 \u0915\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f, \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0905\u0926\u094d\u092f\u0924\u0928 \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u0915\u0947 \u092c\u0940\u091a \u0915\u0940 \u0916\u093e\u0908 \u0915\u094b \u092a\u093e\u091f\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">InvestGlass \u091c\u0948\u0938\u0947 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0947 \u0932\u093f\u090f, \u091c\u094b \u090f\u0915 100% \u0938\u094d\u0935\u093f\u0938 \u0938\u0902\u092a\u094d\u0930\u092d\u0941 CRM \u0914\u0930 \u0911\u091f\u094b\u092e\u0947\u0936\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948, RAG \u0915\u0947\u0935\u0932 \u090f\u0915 \u0924\u0915\u0928\u0940\u0915\u0940 \u0909\u0928\u094d\u0928\u092f\u0928 \u0928\u0939\u0940\u0902 \u0939\u0948; \u092f\u0939 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0930\u0928\u0947, \u0917\u094d\u0930\u093e\u0939\u0915 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0915\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0930\u0928\u0947, \u0914\u0930 \u0928\u093f\u092f\u093e\u092e\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u092e\u0947\u0902 \u090f\u0915 \u092e\u094c\u0932\u093f\u0915 \u092c\u0926\u0932\u093e\u0935 \u0939\u0948\u0964 \u0907\u0938 \u0935\u094d\u092f\u093e\u092a\u0915 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u093f\u0915\u093e \u092e\u0947\u0902, \u0939\u092e RAG \u0924\u0915\u0928\u0940\u0915 \u0915\u0940 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u0940, \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u092e\u0947\u0902 \u0907\u0938\u0915\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902, \u0914\u0930 InvestGlass \u0915\u0948\u0938\u0947 \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0905\u0917\u094d\u0930\u0923\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0930\u0939\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u092e\u0942\u0932\u094d\u092f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0947, \u0915\u093e \u0905\u0928\u094d\u0935\u0947\u0937\u0923 \u0915\u0930\u0947\u0902\u0917\u0947\u0964 \u0909\u0926\u094d\u092f\u094b\u0917 \u092e\u0947\u0902 AI \u0915\u0948\u0938\u0947 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0932\u093e \u0930\u0939\u093e \u0939\u0948, \u0907\u0938\u0915\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u092f\u0939 \u092d\u0940 \u0926\u0947\u0916\u0947\u0902 <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%a8%e0%a4%bf%e0%a4%b5%e0%a5%87%e0%a4%b6%e0%a4%97%e0%a5%8d%e0%a4%b2%e0%a4%be%e0%a4%b8-%e0%a4%95%e0%a5%87-%e0%a4%b8%e0%a4%be%e0%a4%a5-%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%b5%e0%a4%bf%e0%a4%a4\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u0939\u0930 \u0938\u093e\u0938 \u092b\u093c\u0940\u091a\u0930 \u0915\u0940 \u0928\u0908 \u0915\u0932\u094d\u092a\u0928\u093e: \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0906\u0908 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u092e\u0947\u0902 \u0915\u0948\u0938\u0947 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0930\u0939\u093e \u0939\u0948<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-retrieval-augmented-generation-rag\"><span class=\"ez-toc-section\" id=\"What_is_Retrieval-Augmented_Generation_RAG\"><\/span>\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0947\u0928\u0930\u0947\u0936\u0928 (\u0906\u0930\u090f\u091c\u0940) \u0915\u094d\u092f\u093e \u0939\u0948?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 \u0924\u0915\u0928\u0940\u0915 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u0939\u0948? \u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u0936\u0928 (RAG) \u090f\u0915 \u0910\u0938\u093e \u090f\u0906\u0908 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0939\u0948 \u091c\u094b \u092e\u0949\u0921\u0932 \u0915\u094b \u092c\u093e\u0939\u0930\u0940 \u091c\u094d\u091e\u093e\u0928 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u091c\u094b\u0921\u093c\u0915\u0930 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u0926\u094d\u0935\u093e\u0930\u093e \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0915\u0947\u0935\u0932 \u0909\u0938 \u0921\u0947\u091f\u093e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0930\u0939\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f \u091c\u093f\u0938 \u092a\u0930 \u0907\u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e, \u090f\u0915 \u0906\u0930\u090f\u091c\u0940 \u0938\u093f\u0938\u094d\u091f\u092e \u0909\u0924\u094d\u0924\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u090f\u0915 \u0928\u093f\u0930\u094d\u0926\u093f\u0937\u094d\u091f, \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-mechanics-of-rag\"><span class=\"ez-toc-section\" id=\"The_Mechanics_of_RAG\"><\/span>\u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0940 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u0940<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0907\u0938\u0915\u0947 \u0926\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0918\u091f\u0915\u094b\u0902 \u0915\u094b \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930\u0928\u093e \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964 \u091c\u092c \u0915\u094b\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094b\u0908 \u0915\u094d\u0935\u0947\u0930\u0940 \u0938\u092c\u092e\u093f\u091f \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u094b \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0918\u091f\u0915 (Retrieval Component) \u0938\u0915\u094d\u0930\u093f\u092f \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u092c\u0938\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902, \u0932\u0947\u0928\u0926\u0947\u0928 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u092f\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0926\u093f\u0936\u093e\u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0915\u094b \u0916\u094b\u091c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0938\u094d\u091f\u092e \u090f\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924, \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e\u092c\u0947\u0938 (\u0905\u0915\u094d\u0938\u0930 \u090f\u0915 \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938) \u092e\u0947\u0902 \u0916\u094b\u091c \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0921\u0947\u091f\u093e \u0915\u094b \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0928\u093e\u092e\u0915 \u0917\u0923\u093f\u0924\u0940\u092f \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0924\u0947\u091c\u0940 \u0938\u0947 \u0914\u0930 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0938\u091f\u0940\u0915 \u0938\u093f\u092e\u0947\u0902\u091f\u093f\u0915 \u0916\u094b\u091c \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u091c\u0928\u0930\u0947\u0936\u0928 \u0915\u0902\u092a\u094b\u0928\u0947\u0902\u091f \u0915\u093e\u092e \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0940 \u0917\u0908 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u092e\u0942\u0932 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u092e\u0947\u0902 \u0921\u093e\u0932\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0932\u090f\u0932\u090f\u092e \u090f\u0915 \u0938\u0941\u0938\u0902\u0917\u0924, \u0938\u091f\u0940\u0915 \u0914\u0930 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938 \u0935\u093f\u0936\u093f\u0937\u094d\u091f, \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u0940 \u0916\u0942\u092c\u0940 \u092f\u0939 \u0939\u0948 \u0915\u093f \u090f\u0906\u0908 \u0905\u092c \u0905\u0928\u0941\u092e\u093e\u0928 \u0928\u0939\u0940\u0902 \u0932\u0917\u093e \u0930\u0939\u093e \u0939\u0948 \u092f\u093e \u092a\u0941\u0930\u093e\u0928\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0928\u0939\u0940\u0902 \u0939\u0948; \u092f\u0939 \u0909\u0928 \u0924\u0925\u094d\u092f\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092c\u093e\u0924 \u0915\u0930 \u0930\u0939\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0938\u0902\u0917\u0920\u0928 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-rag-vs-standard-generative-ai\"><span class=\"ez-toc-section\" id=\"RAG_vs_Standard_Generative_AI\"><\/span>RAG \u092c\u0928\u093e\u092e \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0930\u090f\u091c\u0940 (RAG) \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u0915\u094d\u092f\u094b\u0902 \u0939\u0948? \u092e\u093e\u0928\u0915 \u090f\u0932\u090f\u0932\u090f\u092e (LLMs) \u0935\u093f\u0936\u093e\u0932, \u0938\u094d\u0925\u093f\u0930 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964 \u0909\u0928\u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u091c\u093e\u0917\u0930\u0942\u0915\u0924\u093e \u0915\u0940 \u0915\u092e\u0940 \u0939\u094b\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0909\u0928\u0915\u0947 \u092a\u093e\u0938 \u0915\u093f\u0938\u0940 \u092b\u0930\u094d\u092e \u0915\u0947 \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0938\u0940\u092e\u093e \u0905\u0915\u094d\u0938\u0930 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0909\u0924\u094d\u0924\u0930\u094b\u0902 \u092f\u093e \u0907\u0938\u0938\u0947 \u092d\u0940 \u092c\u0926\u0924\u0930, \u0917\u0922\u093c\u0940 \u0917\u0908 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0940 \u0913\u0930 \u0932\u0947 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u090f\u0915 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0915\u0947 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f AI \u0915\u0947\u0935\u0932 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u090f \u0917\u090f \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u092e\u0947\u0902 \u0926\u093f\u090f \u0917\u090f \u0924\u0925\u094d\u092f\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0939\u0940 \u092c\u093e\u0924 \u0915\u0930\u0947\u0964 \u092f\u0939 \u092e\u0924\u093f\u092d\u094d\u0930\u092e (\u0939\u0932\u0942\u091a\u093f\u0928\u0947\u0936\u0928) \u0915\u094b \u0915\u093e\u092b\u0940 \u0939\u0926 \u0924\u0915 \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0938\u094d\u0930\u094b\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0924\u0902\u0924\u094d\u0930 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u094b AI \u0915\u0940 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u0915\u0947 \u092e\u0942\u0932 \u0915\u094b \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/td><td>\u0938\u094d\u091f\u0948\u0902\u0921\u0930\u094d\u0921 \u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908<\/td><td>\u0906\u0930\u090f\u091c\u0940-\u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u090f\u0906\u0908<\/td><\/tr><tr><td>\u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924<\/td><td>\u0938\u094d\u0925\u093f\u0930, \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e<\/td><td>\u0921\u093e\u0907\u0928\u0947\u092e\u093f\u0915, \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f (\u0930\u093f\u092f\u0932-\u091f\u093e\u0907\u092e) \u0921\u0947\u091f\u093e<\/td><\/tr><tr><td>\u0938\u091f\u0940\u0915\u0924\u093e<\/td><td>\u0aad\u094d\u0930\u092e \u0938\u0947 \u0917\u094d\u0930\u0938\u094d\u0924<\/td><td>\u0938\u091f\u0940\u0915\u0924\u093e \u0909\u091a\u094d\u091a, \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0924\u0925\u094d\u092f\u094b\u0902 \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924<\/td><\/tr><tr><td>\u0938\u0902\u0926\u0930\u094d\u092d<\/td><td>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u091c\u094d\u091e\u093e\u0928<\/td><td>\u092b\u0930\u094d\u092e \u0914\u0930 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0947 \u0932\u093f\u090f \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0935\u093f\u0936\u093f\u0937\u094d\u091f<\/td><\/tr><tr><td>\u0938\u0941\u0930\u0915\u094d\u0937\u093e<\/td><td>\u0921\u0947\u091f\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/td><td>\u0921\u0947\u091f\u093e \u092b\u0930\u094d\u092e \u0915\u0947 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0930\u0939\u0924\u093e \u0939\u0948<\/td><\/tr><tr><td>\u0905\u0928\u0941\u092a\u093e\u0932\u0928<\/td><td>\u0911\u0921\u093f\u091f \u0915\u0930\u0928\u093e \u0915\u0920\u093f\u0928<\/td><td>\u092a\u093e\u0930\u0926\u0930\u094d\u0936\u0940, \u0938\u094d\u092a\u0937\u094d\u091f \u0938\u094d\u0930\u094b\u0924 \u090f\u091f\u094d\u0930\u093f\u092c\u094d\u092f\u0942\u0936\u0928 \u0915\u0947 \u0938\u093e\u0925<\/td><\/tr><tr><td>\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924\u0915\u0930\u0923<\/td><td>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0901<\/td><td>\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u092a\u094d\u0930\u094b\u092b\u093c\u093e\u0907\u0932 \u0915\u0947 \u0905\u0928\u0941\u0938\u093e\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924<\/td><\/tr><tr><td>\u0932\u093e\u0917\u0924<\/td><td>\u0905\u0921\u0921\u0947\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932 \u0930\u0940\u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/td><td>\u0915\u093f\u092b\u093c\u093e\u092f\u0924\u0940; \u092e\u0949\u0921\u0932 \u0915\u094b \u0928\u0939\u0940\u0902, \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u094b \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0947\u0902<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-financial-services-need-rag-technology\"><span class=\"ez-toc-section\" id=\"Why_Financial_Services_Need_RAG_Technology\"><\/span>\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u0915\u094b \u0906\u0930\u090f\u091c\u0940 \u0924\u0915\u0928\u0940\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u094d\u092f\u094b\u0902 \u0939\u0948<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u090f\u0915 \u0909\u091a\u094d\u091a-\u0926\u093e\u0902\u0935 \u0935\u093e\u0932\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u0938\u091f\u0940\u0915\u0924\u093e, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0917\u0948\u0930-\u092a\u0930\u092e\u091f\u0928\u0940\u092f (\u0938\u092e\u091d\u094c\u0924\u0947 \u0938\u0947 \u092a\u0930\u0947) \u0939\u0948\u0902\u0964 RAG \u0924\u0915\u0928\u0940\u0915 \u0907\u0928 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u093e \u0938\u0940\u0927\u0947 \u0924\u094c\u0930 \u092a\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ensuring-data-accuracy-and-mitigating-risk\"><span class=\"ez-toc-section\" id=\"Ensuring_Data_Accuracy_and_Mitigating_Risk\"><\/span>\u0921\u0947\u091f\u093e \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e \u0914\u0930 \u091c\u094b\u0916\u093f\u092e \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092e\u0947\u0902, \u0917\u0932\u0924 \u0921\u0947\u091f\u093e \u0915\u093e \u090f\u0915 \u091f\u0941\u0915\u0921\u093c\u093e \u092d\u0940 \u0916\u0930\u093e\u092c \u0928\u093f\u0935\u0947\u0936 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0914\u0930 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0928\u0941\u0915\u0938\u093e\u0928 \u0915\u093e \u0915\u093e\u0930\u0923 \u092c\u0928 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 RAG \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924, \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u090f\u0906\u0908 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0906\u0927\u093e\u0930 \u092c\u0928\u093e\u0915\u0930 \u0907\u0938 \u091c\u094b\u0916\u093f\u092e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0915\u094b\u0908 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u093f\u0938\u0940 \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u0947 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u092a\u0942\u091b\u0924\u093e\u091b \u0915\u0930 \u0930\u0939\u093e \u0939\u094b \u092f\u093e \u0915\u093f\u0938\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092a\u0930\u093f\u0938\u0902\u092a\u0924\u094d\u0924\u093f \u0935\u0930\u094d\u0917 \u092a\u0930 \u0936\u094b\u0927 \u0915\u0930 \u0930\u0939\u093e \u0939\u094b, RAG \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0914\u0930 \u0938\u091f\u0940\u0915 \u0939\u094b\u0964 \u092f\u0939 \u0915\u094d\u0937\u092e\u0924\u093e \u092e\u091c\u092c\u0942\u0924 \u091c\u094b\u0916\u093f\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0914\u0930 \u0938\u0942\u091a\u093f\u0924 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0939\u092e\u093e\u0930\u0947 \u0905\u0928\u0941\u092d\u0935 \u0938\u0947, \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u090f\u0906\u0908 \u091f\u0942\u0932 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0906\u092e \u0936\u093f\u0915\u093e\u092f\u0924 \u0909\u0928\u0915\u0940 \u201c\u0938\u0939\u0940 \u0932\u0917\u0928\u0947 \u0932\u0947\u0915\u093f\u0928 \u0917\u0932\u0924 \u0939\u094b\u0928\u0947\u201d \u0915\u0940 \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0925\u0940\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0939\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u090f\u0915 \u0938\u0924\u094d\u092f\u093e\u092a\u0928\u0940\u092f \u0938\u094d\u0930\u094b\u0924 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u0938\u0947 \u091c\u094b\u0921\u093c\u0915\u0930 \u0907\u0938 \u0917\u0924\u093f\u0936\u0940\u0932\u0924\u093e \u0915\u094b \u092e\u094c\u0932\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u092c\u0926\u0932 \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-maintaining-regulatory-compliance\"><span class=\"ez-toc-section\" id=\"Maintaining_Regulatory_Compliance\"><\/span>\u0928\u093f\u092f\u093e\u092e\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0921\u093c\u093e \u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u092c\u094b\u091d \u0939\u0948\u0964 \u0928\u093f\u092f\u092e \u091c\u091f\u093f\u0932 \u0939\u0948\u0902 \u0914\u0930 \u0932\u0917\u093e\u0924\u093e\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0928\u0935\u0940\u0928\u0924\u092e \u0935\u093f\u0928\u093f\u092f\u093e\u092e\u0915 \u0926\u093f\u0936\u093e\u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0915\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0917\u094d\u0930\u093e\u0939\u0915 \u0921\u0947\u091f\u093e \u092f\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935\u093f\u0924 \u0932\u0947\u0928\u0926\u0947\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0915\u094d\u0930\u0949\u0938-\u0930\u0947\u092b\u0930\u0947\u0902\u0938 \u0915\u0930\u0915\u0947 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0915\u0947\u0935\u093e\u0908\u0938\u0940 (\u0905\u092a\u0928\u0947 \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u094b \u091c\u093e\u0928\u0947\u0902) \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u0926\u094c\u0930\u093e\u0928, \u090f\u0915 \u0906\u0930\u090f\u091c\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u090f\u090f\u092e\u090f\u0932 (\u092e\u0928\u0940 \u0932\u0949\u0928\u094d\u0921\u094d\u0930\u093f\u0902\u0917 \u0935\u093f\u0930\u094b\u0927\u0940) \u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u0947 \u092e\u0941\u0915\u093e\u092c\u0932\u0947 \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u093e \u0924\u0941\u0930\u0902\u0924 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u0914\u0930 \u092e\u093e\u0928\u0935 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u0938\u0940 \u092d\u0940 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u094b \u091a\u093f\u0939\u094d\u0928\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0915\u0947\u0935\u0932 \u090f\u0915 \u0938\u0948\u0926\u094d\u0927\u093e\u0902\u0924\u093f\u0915 \u0932\u093e\u092d \u0928\u0939\u0940\u0902 \u0939\u0948 - \u092f\u0939 \u0905\u0902\u0924\u0930\u0930\u093e\u0937\u094d\u091f\u094d\u0930\u0940\u092f \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0935\u093f\u0928\u093f\u092f\u092e\u0928 \u0915\u0947 \u0924\u0947\u091c\u0940 \u0938\u0947 \u091c\u091f\u093f\u0932 \u0939\u094b\u0924\u0947 \u091c\u093e\u0932 \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0935\u093e\u0932\u0940 \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-protecting-data-sovereignty\"><span class=\"ez-toc-section\" id=\"Protecting_Data_Sovereignty\"><\/span>\u0921\u0947\u091f\u093e \u0938\u0902\u092a\u094d\u0930\u092d\u0941\u0924\u093e \u0915\u0940 \u0930\u0915\u094d\u0937\u093e \u0915\u0930\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0921\u0947\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0930\u094d\u0935\u094b\u092a\u0930\u093f \u0939\u0948, \u0935\u093f\u0936\u0947\u0937\u0915\u0930 \u092f\u0942\u0930\u094b\u092a\u0940\u092f \u0914\u0930 \u0938\u094d\u0935\u093f\u0938 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f\u0964 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 LLM \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u0921\u0947\u091f\u093e \u0932\u0940\u0915 \u0939\u094b\u0928\u0947 \u0915\u093e \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u091c\u094b\u0916\u093f\u092e \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 RAG \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u0947 \u0938\u094d\u0935\u092f\u0902 \u0915\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u090f\u0906\u0908 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u0915\u092d\u0940 \u092d\u0940 \u092b\u0930\u094d\u092e \u0915\u0947 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0938\u0947 \u092c\u093e\u0939\u0930 \u0928\u0939\u0940\u0902 \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0938\u0916\u094d\u0924 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u094d\u0930\u092d\u0941\u0924\u093e \u0915\u093e\u0928\u0942\u0928\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 InvestGlass \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u093e \u090f\u0915 \u092e\u0941\u0916\u094d\u092f \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0939\u0948, \u091c\u094b \u0909\u091a\u094d\u091a\u0924\u092e \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092e\u093e\u0928\u0915\u094b\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935\u093f\u091f\u094d\u091c\u093c\u0930\u0932\u0948\u0902\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0939\u094b\u0938\u094d\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0938\u094d\u0935\u093f\u0938 \u0915\u0902\u092a\u0928\u0940 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902, InvestGlass \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u094d\u0935\u093f\u0938 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0943\u0924, \u0905\u0928\u0941\u092a\u093e\u0932\u0928-\u0905\u0928\u0941\u0915\u0942\u0932 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u092c\u0928\u0940 \u0930\u0939\u0947 - \u091c\u094b \u092c\u0922\u093c\u0924\u0940 \u0938\u0940\u092e\u093e \u092a\u093e\u0930 \u0921\u0947\u091f\u093e \u091a\u093f\u0902\u0924\u093e\u0913\u0902 \u0915\u0947 \u0907\u0938 \u092f\u0941\u0917 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0905\u0902\u0924\u0930 \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deep-dive-the-technical-architecture-of-rag\"><span class=\"ez-toc-section\" id=\"Deep_Dive_The_Technical_Architecture_of_RAG\"><\/span>\u0921\u0940\u092a \u0921\u093e\u0907\u0935: \u0906\u0930\u090f\u091c\u0940 \u0915\u0940 \u0924\u0915\u0928\u0940\u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0938\u0930\u093e\u0939\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0905\u0902\u0924lying \u0924\u0915\u0928\u0940\u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u092f\u0939 \u0916\u0902\u0921 \u0907\u0938 \u092c\u093e\u0924 \u092a\u0930 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0928\u091c\u093c\u0930 \u0921\u093e\u0932\u0924\u093e \u0939\u0948 \u0915\u093f \u0921\u0947\u091f\u093e \u0915\u091a\u094d\u091a\u0947 \u0907\u0928\u092a\u0941\u091f \u0938\u0947 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u0906\u0909\u091f\u092a\u0941\u091f \u0924\u0915 \u0915\u0948\u0938\u0947 \u092a\u094d\u0930\u0935\u093e\u0939\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-ingestion-and-processing\"><span class=\"ez-toc-section\" id=\"Data_Ingestion_and_Processing\"><\/span>\u0921\u0947\u091f\u093e \u0905\u0902\u0924\u0930\u094d\u0917\u094d\u0930\u0939\u0923 \u0914\u0930 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0915\u093f\u0938\u0940 \u092d\u0940 RAG \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u093e \u092a\u0939\u0932\u093e \u091a\u0930\u0923 \u0921\u0947\u091f\u093e \u0905\u0902\u0924\u0930\u094d\u0917\u094d\u0930\u0939\u0923 \u0939\u0948\u0964 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u0947 \u092a\u093e\u0938 unstructured (\u0905\u0938\u0902\u0930\u091a\u093f\u0924) \u0921\u0947\u091f\u093e \u0915\u093e \u0935\u093f\u0936\u093e\u0932 \u092d\u0902\u0921\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948 - \u091c\u0948\u0938\u0947 \u092a\u0940\u0921\u0940\u090f\u092b, \u0908\u092e\u0947\u0932, \u092e\u0940\u091f\u093f\u0902\u0917 \u0915\u0947 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0914\u0930 \u092c\u093e\u091c\u093e\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f\u0964 InvestGlass \u0907\u0938 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u094d\u0928\u0924 OCR \u0914\u0930 NLP \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u092a\u093e\u0920 (text) \u0928\u093f\u0915\u093e\u0932\u0924\u0940 \u0939\u0948, \u092a\u094d\u0930\u092e\u0941\u0916 \u0938\u0902\u0938\u094d\u0925\u093e\u0913\u0902 (\u091c\u0948\u0938\u0947 \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u0947 \u0928\u093e\u092e, \u092a\u0930\u093f\u0938\u0902\u092a\u0924\u094d\u0924\u093f \u0935\u0930\u094d\u0917, \u0914\u0930 \u0935\u093f\u0928\u093f\u092f\u093e\u092e\u0915 \u0936\u0930\u094d\u0924\u094b\u0902) \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0914\u0930 \u090f\u0915\u0930\u0942\u092a\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u093e\u092b \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-vectorisation-and-embeddings\"><span class=\"ez-toc-section\" id=\"Vectorisation_and_Embeddings\"><\/span>\u0935\u0947\u0915\u094d\u091f\u0930\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0914\u0930 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917\u094d\u0938<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0915 \u092c\u093e\u0930 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0939\u094b \u091c\u093e\u0928\u0947 \u0915\u0947 \u092c\u093e\u0926, \u0907\u0938\u0947 \u090f\u0915 \u0910\u0938\u0947 \u092a\u094d\u0930\u093e\u0930\u0942\u092a \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u091c\u093f\u0938\u0947 \u090f\u0906\u0908 \u0938\u092e\u091d \u0938\u0915\u0947 \u0914\u0930 \u0915\u0941\u0936\u0932\u0924\u093e \u0938\u0947 \u0916\u094b\u091c \u0938\u0915\u0947\u0964 \u092f\u0939 \u0935\u0948\u0915\u094d\u091f\u0930\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0928\u093e\u092e\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u0909\u091a\u094d\u091a-\u0906\u092f\u093e\u092e\u0940 \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0935\u0948\u0915\u094d\u091f\u0930 \u092e\u0947\u0902 \u092c\u0926\u0932 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0947 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u0947 \u0936\u092c\u094d\u0926\u093e\u0930\u094d\u0925 \u0915\u094b \u0915\u0948\u092a\u094d\u091a\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u201c\u0907\u0915\u094d\u0935\u093f\u091f\u0940\u091c\u093c\u201d (equities) \u0914\u0930 \u201c\u0938\u094d\u091f\u0949\u0915\u094d\u0938\u201d (stocks) \u0915\u0947 \u0932\u093f\u090f \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0917\u0923\u093f\u0924\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u090f\u0915-\u0926\u0942\u0938\u0930\u0947 \u0915\u0947 \u0915\u0930\u0940\u092c \u0939\u094b\u0902\u0917\u0940, \u092d\u0932\u0947 \u0939\u0940 \u0936\u092c\u094d\u0926 \u0905\u092a\u0928\u0947 \u0906\u092a \u092e\u0947\u0902 \u0905\u0932\u0917 \u0939\u094b\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-vector-database\"><span class=\"ez-toc-section\" id=\"The_Vector_Database\"><\/span>\u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0947 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917\u094d\u0938 \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0928\u093e\u092e\u0915 \u090f\u0915 \u0935\u093f\u0936\u0947\u0937 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092e\u0947\u0902 \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u092a\u0930\u0915 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u091c\u094b \u0938\u091f\u0940\u0915 \u0915\u0940\u0935\u0930\u094d\u0921 \u092e\u093f\u0932\u093e\u0928 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u092e\u093e\u0928\u0924\u093e \u0916\u094b\u091c \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u092c \u0915\u094b\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0938\u093f\u0938\u094d\u091f\u092e \u0938\u0947 \u092a\u0942\u091b\u0924\u093e \u0939\u0948, \u0924\u094b \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u094b \u092d\u0940 \u090f\u0915 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u062c\u0627\u062a\u0627 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917\u094d\u0938 \u0915\u094b \u0922\u0942\u0902\u0922\u0924\u093e \u0939\u0948 \u091c\u094b \u0915\u094d\u0935\u0947\u0930\u0940 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u0947 \u0938\u092c\u0938\u0947 \u0915\u0930\u0940\u092c \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u0905\u0930\u094d\u0925-\u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 (\u0938\u0947\u092e\u093e\u0902\u091f\u093f\u0915\u0932\u0940 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915) \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-prompt-augmentation\"><span class=\"ez-toc-section\" id=\"Prompt_Augmentation\"><\/span>\u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0935\u0930\u094d\u0927\u0928<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u0941\u0928\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u090f \u0917\u090f \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0915\u094b \u0938\u0940\u0927\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094b \u0928\u0939\u0940\u0902 \u0938\u094c\u0902\u092a\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092c\u091c\u093e\u092f, \u0909\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 LLM \u0915\u094b \u0926\u093f\u090f \u0917\u090f \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u093f\u0938\u094d\u091f\u092e \u090f\u0915 \u0910\u0938\u093e \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0905\u0928\u093f\u0935\u093e\u0930\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0915\u0939\u0924\u093e \u0939\u0948: \u201c\u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u092a\u0941\u0928\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u092a\u094d\u0930\u0936\u094d\u0928 \u0915\u093e \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0902\u0964\u201d \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f LLM \u0915\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u090f \u0917\u090f \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0924\u0925\u094d\u092f\u094b\u0902 \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924 \u0939\u094b, \u091c\u093f\u0938\u0938\u0947 \u092e\u0924\u093f\u092d\u094d\u0930\u092e (\u0939\u094d\u092f\u0942\u0938\u093f\u0928\u0947\u0936\u0928) \u0915\u093e \u091c\u094b\u0916\u093f\u092e \u0928\u093e\u091f\u0915\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-evolution-of-rag-from-simple-retrieval-to-complex-reasoning\"><span class=\"ez-toc-section\" id=\"The_Evolution_of_RAG_From_Simple_Retrieval_to_Complex_Reasoning\"><\/span>RAG \u0915\u093e \u0935\u093f\u0915\u093e\u0938: \u0938\u0930\u0932 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0938\u0947 \u091c\u091f\u093f\u0932 \u0924\u0930\u094d\u0915 \u0924\u0915<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0905\u092a\u0947\u0915\u094d\u0937\u093e\u0915\u0943\u0924 \u0938\u0940\u0927\u0947 \u0925\u0947, \u091c\u094b \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0938\u0930\u0932 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0925\u0947\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0909\u0926\u094d\u092f\u094b\u0917 \u0915\u0940 \u092e\u093e\u0902\u0917\u0947\u0902 \u092c\u0922\u093c\u0940 \u0939\u0948\u0902, \u0935\u0948\u0938\u0947-\u0935\u0948\u0938\u0947 \u0906\u0930\u090f\u091c\u0940 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924\u0924\u093e \u092d\u0940 \u092c\u0922\u093c\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-naive-rag-the-foundation\"><span class=\"ez-toc-section\" id=\"Naive_RAG_The_Foundation\"><\/span>naive rag: the foundation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u092c\u0938\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0905\u0915\u094d\u0938\u0930 \u201c\u0928\u0947\u0935\u093f\u092d \u0906\u0930\u090f\u091c\u0940\u201d (Naive RAG) \u0915\u0939\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u090f\u0915 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u201c\u0930\u093f\u091f\u094d\u0930\u0940\u0935-\u0926\u0947\u0928-\u0930\u0940\u0921\u201d (\u092a\u0939\u0932\u0947-\u092a\u094d\u0930\u093e\u092a\u094d\u0924-\u0915\u0930\u0947\u0902-\u092b\u093f\u0930-\u092a\u0922\u093c\u0947\u0902) \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u0915\u093e \u092a\u093e\u0932\u0928 \u0915\u0930\u0924\u0947 \u0925\u0947\u0964 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u094b \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0925\u093e, \u090f\u0915 \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u0947 \u092e\u0941\u0915\u093e\u092c\u0932\u0947 \u0924\u0941\u0932\u0928\u093e \u0915\u0940 \u091c\u093e\u0924\u0940 \u0925\u0940, \u0914\u0930 \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u092e\u093e\u0928 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0925\u093e\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u0907\u0928 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u093e \u091c\u093e\u0924\u093e \u0925\u093e \u0914\u0930 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u0915\u094b \u092d\u0947\u091c\u093e \u091c\u093e\u0924\u093e \u0925\u093e\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0938\u0930\u0932 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0939\u094b\u0928\u0947 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u0928\u0947\u0935\u093f\u0917 \u0906\u0930\u090f\u091c\u0940 (Naive RAG) \u091c\u091f\u093f\u0932 \u0914\u0930 \u092c\u0939\u0941\u0906\u092f\u093e\u092e\u0940 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u092e\u0928\u0947 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u093e \u0925\u093e\u0964 \u092f\u0926\u093f \u092a\u094d\u0930\u0936\u094d\u0928 \u0915\u0940 \u0936\u092c\u094d\u0926\u093e\u0935\u0932\u0940 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u0915\u0947 \u092a\u093e\u0920 \u0938\u0947 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u092e\u0947\u0932 \u0928\u0939\u0940\u0902 \u0916\u093e\u0924\u0940 \u0925\u0940, \u0924\u094b \u092f\u0939 \u0905\u0915\u094d\u0938\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0930\u0939\u0924\u093e \u0925\u093e, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a-\u0907\u0937\u094d\u091f\u0924\u092e (suboptimal) \u091c\u0928\u0930\u0947\u0936\u0928 \u0939\u094b\u0924\u093e \u0925\u093e\u0964 \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u0915\u0947 \u0938\u0902\u0926\u0930\u094d\u092d \u092e\u0947\u0902, \u091c\u0939\u093e\u0901 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u092e\u0947\u0902 \u091c\u091f\u093f\u0932 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u093e\u0927\u0928 \u0914\u0930 \u0938\u0942\u0915\u094d\u0937\u094d\u092e \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0907\u0924\u093f\u0939\u093e\u0938 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939 \u0938\u0940\u092e\u093e \u0915\u093e\u092b\u0940 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0925\u0940\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-advanced-rag-enhancing-precision\"><span class=\"ez-toc-section\" id=\"Advanced_RAG_Enhancing_Precision\"><\/span>\u090f\u0921\u0935\u093e\u0902\u0938\u094d\u0921 \u0906\u0930\u090f\u091c\u0940: \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0922\u093c\u093e\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">naive rag \u0915\u0940 \u0915\u092e\u093f\u092f\u094b\u0902 \u0915\u094b \u0926\u0942\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0928\u0947 \u201c\u090f\u0921\u0935\u093e\u0902\u0938\u094d\u0921 rag\u201d \u0924\u0915\u0928\u0940\u0915 \u092a\u0947\u0936 \u0915\u0940\u0964 \u092f\u0947 \u0924\u0930\u0940\u0915\u0947 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0914\u0930 \u092a\u0940\u0922\u093c\u0940 \u0926\u094b\u0928\u094b\u0902 \u091a\u0930\u0923\u094b\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u094d\u0930\u0940-\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932 \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091c\u0947\u0936\u0928 \u092e\u0947\u0902 \u0915\u094d\u0935\u0947\u0930\u0940 \u0930\u0942\u091f\u093f\u0902\u0917 \u0914\u0930 \u0915\u094d\u0935\u0947\u0930\u0940 \u090f\u0915\u094d\u0938\u092a\u0947\u0902\u0936\u0928 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964 \u0915\u091a\u094d\u091a\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f, \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u0930\u094d\u092f\u093e\u092f\u0935\u093e\u091a\u0940 \u0936\u092c\u094d\u0926 \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u094b \u0926\u094b\u092c\u093e\u0930\u093e \u0932\u093f\u0916 \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0915\u093f\u0938\u0940 \u091c\u091f\u093f\u0932 \u092a\u094d\u0930\u0936\u094d\u0928 \u0915\u094b \u0915\u0908 \u0938\u0930\u0932 \u0909\u092a-\u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u201c\u092f\u0942\u0930\u094b\u092a \u092e\u0947\u0902 \u0908\u090f\u0938\u091c\u0940 \u0928\u093f\u0935\u0947\u0936 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928\u201d \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u090f\u0915 \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u094b \u201c\u0938\u0924\u0924 \u0928\u093f\u0935\u0947\u0936,\u201d \u201c\u0917\u094d\u0930\u0940\u0928 \u092c\u0949\u0928\u094d\u0921,\u201d \u0914\u0930 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092f\u0942\u0930\u094b\u092a\u0940\u092f \u092c\u093e\u091c\u093e\u0930 \u0938\u0942\u091a\u0915\u093e\u0902\u0915\u094b\u0902 \u091c\u0948\u0938\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0938\u094d\u0924\u093e\u0930\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u094b\u0938\u094d\u091f-\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932 \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091c\u0947\u0936\u0928 (\u092a\u0941\u0928\u0903-\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0915\u0947 \u092c\u093e\u0926 \u0915\u093e \u0905\u0928\u0941\u0915\u0942\u0932\u0928) \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u0947 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b\u0928\u0947 \u0915\u0947 \u092c\u093e\u0926 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u092e\u0947\u0902 \u092d\u0947\u091c\u0947 \u091c\u093e\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0905\u0915\u094d\u0938\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u092b\u093f\u0930 \u0938\u0947 \u0930\u0948\u0902\u0915 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u092f\u093e \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u201c\u0932\u0949\u0938\u094d\u091f \u0907\u0928 \u0926 \u092e\u093f\u0921\u093f\u0932\u201d \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u090f\u0932\u090f\u0932\u090f\u092e \u0915\u0940 \u0909\u0938 \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u091c\u093f\u0938\u092e\u0947\u0902 \u0935\u0947 \u0932\u0902\u092c\u0947 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0915\u0947 \u092c\u0940\u091a \u092e\u0947\u0902 \u0938\u094d\u0925\u093f\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0928\u091c\u0930\u0905\u0902\u0926\u093e\u091c \u0915\u0930 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u092c\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u0914\u0930 \u0905\u0902\u0924 \u092e\u0947\u0902 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u094b \u092a\u0941\u0928\u0930\u094d\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0915\u0947, \u090f\u0921\u0935\u093e\u0902\u0938\u094d\u0921 RAG (\u0909\u0928\u094d\u0928\u0924 RAG) \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u090f\u0932\u090f\u0932\u090f\u092e \u0921\u0947\u091f\u093e \u0915\u093e \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-modular-rag-the-current-state-of-the-art\"><span class=\"ez-toc-section\" id=\"Modular_RAG_The_Current_State_of_the_Art\"><\/span>\u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u090f\u091c\u0940 (RAG): \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0924\u0915\u0928\u0940\u0915<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0938\u0940\u092e\u093e \u201c\u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u090f\u091c\u0940\u201d \u0939\u0948, \u091c\u094b \u0906\u0930\u090f\u091c\u0940 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928 \u0915\u094b \u092a\u0930\u0938\u094d\u092a\u0930 \u092c\u0926\u0932\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u0918\u091f\u0915\u094b\u0902 \u0915\u0940 \u090f\u0915 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u091c\u0948\u0938\u0947 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0940\u0906\u0930\u090f\u092e \u092e\u0947\u0902, \u090f\u0915 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u090f\u091c\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u093f\u090f \u091c\u093e \u0930\u0939\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0938\u0902\u0930\u091a\u093f\u0924 \u0932\u0947\u0928\u0926\u0947\u0928 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u0947 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u092a\u0942\u091b\u0924\u093e\u091b \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0938\u0902\u0930\u091a\u093f\u0924 \u092a\u0940\u0921\u0940\u090f\u092b \u0936\u094b\u0927 \u0930\u093f\u092a\u094b\u0930\u094d\u091f\u094b\u0902 \u0915\u0947 \u092d\u0902\u0921\u093e\u0930 \u0938\u0947 \u092a\u0942\u091b\u0924\u093e\u091b \u0915\u0930\u0928\u0947 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u090f\u0915 \u0905\u0932\u0917 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0915\u093e\u0930\u094d\u092f \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u091f\u0942\u0932 \u0915\u094b \u0917\u0924\u093f\u0936\u0940\u0932 \u0930\u0942\u092a \u0938\u0947 \u091a\u0941\u0928\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0915\u0940 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0907\u0937\u094d\u091f\u0924\u092e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-investglass-integrates-rag-for-superior-crm\"><span class=\"ez-toc-section\" id=\"How_InvestGlass_Integrates_RAG_for_Superior_CRM\"><\/span>\u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 (InvestGlass) \u092c\u0947\u0939\u0924\u0930 CRM \u0915\u0947 \u0932\u093f\u090f RAG \u0915\u094b \u0915\u0948\u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 (InvestGlass) \u0928\u0947 \u0905\u092a\u0928\u0947 \u0938\u0949\u0935\u0930\u0947\u0928 \u0938\u0940\u0906\u0930\u090f\u092e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092e\u0947\u0902 \u090f\u0906\u0908 \u0914\u0930 \u0906\u0930\u090f\u091c\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u094b \u0917\u0939\u0930\u093e\u0908 \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0915\u0947 \u0938\u092c\u0938\u0947 \u0906\u0917\u0947 \u0916\u0941\u0926 \u0915\u094b \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915\u0940\u0915\u0930\u0923 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0915\u0947 \u0905\u092a\u0928\u0947 \u0926\u0948\u0928\u093f\u0915 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092c\u0926\u0932 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0940 \u090f\u0906\u0908 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u091c\u093e\u090f\u0901 <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%95%e0%a5%87-%e0%a4%b8%e0%a4%be%e0%a4%a5-%e0%a4%a8%e0%a4%bf%e0%a4%b0%e0%a5%8d%e0%a4%ae%e0%a4%be%e0%a4%a3-%e0%a4%95%e0%a4%b0%e0%a5%87%e0%a4%82\/\" rel=\"noreferrer noopener\" target=\"_blank\">AI \u0915\u0947 \u0938\u093e\u0925 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0930\u0947\u0902<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ai-powered-digital-onboarding\"><span class=\"ez-toc-section\" id=\"AI-Powered_Digital_Onboarding\"><\/span>\u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0921\u093f\u091c\u093f\u091f\u0932 \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u090f\u0915 \u0938\u092e\u092f \u0932\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u0914\u0930 \u0915\u093e\u0917\u091c\u0940 \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u0938\u0947 \u092d\u0930\u092a\u0942\u0930 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948\u0964 \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u0907\u0938 \u0905\u0928\u0941\u092d\u0935 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%95%e0%a5%80-%e0%a4%ae%e0%a4%a6%e0%a4%a6-%e0%a4%b8%e0%a5%87-%e0%a4%91%e0%a4%a8%e0%a4%ac%e0%a5%8b%e0%a4%b0%e0%a5%8d%e0%a4%a1%e0%a4%bf%e0%a4%82%e0%a4%97-%e0%a4%aa\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u090f\u0906\u0908 \u0915\u0940 \u092e\u0926\u0926 \u0938\u0947 \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0947\u0902<\/a>, \u092f\u0939 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u091c\u091f\u093f\u0932 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u094b \u0938\u094d\u0915\u0948\u0928 \u0914\u0930 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u0947\u091a\u0941\u0930\u0932 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 (NLP) \u0914\u0930 \u0911\u092a\u094d\u091f\u093f\u0915\u0932 \u0915\u0948\u0930\u0947\u0915\u094d\u091f\u0930 \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 (OCR) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 (RAG) \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0906\u0902\u0924\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0914\u0930 \u092c\u093e\u0939\u0930\u0940 \u0928\u093f\u092f\u093e\u092e\u0915 \u092b\u0940\u0921 \u0915\u0947 \u092e\u0941\u0915\u093e\u092c\u0932\u0947 \u0928\u093f\u0915\u093e\u0932\u0947 \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0928 \u0915\u0947\u0935\u0932 \u0924\u0947\u091c\u093c \u0939\u094b \u092c\u0932\u094d\u0915\u093f \u0915\u0947\u0935\u093e\u0908\u0938\u0940 (KYC) \u0914\u0930 \u090f\u090f\u092e\u090f\u0932 (AML) \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0905\u0928\u0941\u092a\u093e\u0932\u0915 (\u0915\u0902\u092a\u094d\u0932\u093e\u0907\u0902\u091f) \u092d\u0940 \u0939\u094b\u0964 \u090f\u0906\u0908 (AI) \u0938\u0940\u0906\u0930\u090f\u092e (CRM) \u092e\u0947\u0902 \u0907\u0938 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0930\u091a\u093f\u0924 \u091c\u0947\u0938\u0928 (JSON) \u092a\u0947\u0932\u094b\u0921 \u092d\u0940 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0935\u093f\u0937\u094d\u091f\u093f \u0915\u0940 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902 \u0938\u092e\u093e\u092a\u094d\u0924 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-investglass-ai-assistant-a-personalised-copilot\"><span class=\"ez-toc-section\" id=\"The_InvestGlass_AI_Assistant_A_Personalised_Copilot\"><\/span>\u0926 \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u090f\u0906\u0908 \u0905\u0938\u093f\u0938\u094d\u091f\u0947\u0902\u091f: \u090f \u092a\u0930\u094d\u0938\u0928\u0932\u093e\u0907\u091c\u094d\u0921 \u0915\u094b\u092a\u093e\u092f\u0932\u091f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%87%e0%a4%a8%e0%a5%8d%e0%a4%b5%e0%a5%87%e0%a4%b8%e0%a5%8d%e0%a4%9f%e0%a4%97%e0%a5%8d%e0%a4%b2%e0%a4%be%e0%a4%b8-%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%85%e0%a4%b8%e0%a4%bf%e0%a4%b8%e0%a5%8d%e0%a4%9f\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u090f\u0906\u0908 \u0905\u0938\u093f\u0938\u094d\u091f\u0947\u0902\u091f<\/a> \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0938\u0939-\u092a\u093e\u092f\u0932\u091f (\u0915\u094b\u092a\u093e\u092f\u0932\u091f) \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0902\u091a\u093e\u0932\u093f\u0924, \u092f\u0939 \u0938\u0939\u093e\u092f\u0915 \u0924\u0941\u0930\u0902\u0924 \u0915\u093f\u0938\u0940 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0947 \u0938\u0902\u092a\u0942\u0930\u094d\u0923 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0907\u0924\u093f\u0939\u093e\u0938, \u091c\u094b\u0916\u093f\u092e \u092a\u094d\u0930\u094b\u092b\u093c\u093e\u0907\u0932 \u0914\u0930 \u0928\u093f\u0935\u0947\u0936 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u092c \u0915\u094b\u0908 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u092a\u0942\u091b\u0924\u093e \u0939\u0948, \u201c\u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092c\u093e\u091c\u093e\u0930 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0926\u0947\u0916\u0924\u0947 \u0939\u0941\u090f \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u090f\u0915\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u0940 \u0928\u093f\u0935\u0947\u0936 \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u094d\u092f\u093e \u0939\u0948?\u201d, \u0924\u094b RAG \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u092b\u0930\u094d\u092e \u0915\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u093e \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0921\u0947\u091f\u093e \u0914\u0930 \u0928\u0935\u0940\u0928\u0924\u092e \u092c\u093e\u091c\u093e\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u090f\u0906\u0908 \u0905\u0902\u0924\u122d\u0928\u093f\u0939\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u0947 \u0909\u0926\u094d\u0927\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925, \u090f\u0915 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0938\u093f\u092b\u093c\u093e\u0930\u093f\u0936 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0938\u094d\u0924\u0930 \u0915\u093e \u0939\u093e\u0907\u092a\u0930-\u092a\u0930\u094d\u0938\u0928\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u091c\u0941\u0921\u093c\u093e\u0935 \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-enhancing-portfolio-management\"><span class=\"ez-toc-section\" id=\"Enhancing_Portfolio_Management\"><\/span>\u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0947 \u0932\u093f\u090f \u092d\u093e\u0930\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u0940 \u0928\u093f\u0930\u0902\u0924\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0924\u094d\u0935\u0930\u093f\u0924 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 InvestGlass \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u091c\u094b\u0916\u093f\u092e \u090f\u0915\u094d\u0938\u092a\u094b\u091c\u0930 \u092a\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f RAG \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u092a\u0930\u093f\u0938\u0902\u092a\u0924\u094d\u0924\u093f \u0906\u0935\u0902\u091f\u0928 \u092f\u093e \u092c\u093e\u091c\u093e\u0930 \u0915\u0947 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u091c\u091f\u093f\u0932 \u092a\u094d\u0930\u0936\u094d\u0928 \u092a\u0942\u091b\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0915\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092e\u0949\u0921\u0932 \u0914\u0930 \u092c\u093e\u091c\u093e\u0930 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u094b \u0938\u091f\u0940\u0915, \u0938\u0902\u0926\u0930\u094d\u092d-\u091c\u093e\u0917\u0930\u0942\u0915 \u0909\u0924\u094d\u0924\u0930 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948 \u091c\u094b \u0938\u0915\u094d\u0930\u093f\u092f \u0928\u093f\u0935\u0947\u0936 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0926\u0947\u0916\u0947\u0902 <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%b8%e0%a4%82%e0%a4%9a%e0%a4%be%e0%a4%b2%e0%a4%bf%e0%a4%a4-%e0%a4%b8%e0%a5%80%e0%a4%86%e0%a4%b0%e0%a4%8f%e0%a4%ae-%e0%a4%94%e0%a4%b0-%e0%a4%aa%e0%a5%8b%e0%a4%b0\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0938\u0940\u0906\u0930\u090f\u092e \u0914\u0930 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u093e \u092a\u0930\u093f\u091a\u092f<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-business-impact-of-rag-on-wealth-management\"><span class=\"ez-toc-section\" id=\"The_Business_Impact_of_RAG_on_Wealth_Management\"><\/span>\u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092a\u0930 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u093e \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0947\u0935\u0932 \u090f\u0915 \u0924\u0915\u0928\u0940\u0915\u0940 \u0909\u092a\u0932\u092c\u094d\u0927\u093f \u0928\u0939\u0940\u0902 \u0939\u0948; \u092f\u0939 \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0942\u0930\u094d\u0924 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u0930\u093f\u0923\u093e\u092e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-increased-advisor-productivity\"><span class=\"ez-toc-section\" id=\"Increased_Advisor_Productivity\"><\/span>\u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u0940 \u0909\u0924\u094d\u092a\u093e\u0926\u0915\u0924\u093e \u092e\u0947\u0902 \u0935\u0943\u0926\u094d\u0927\u093f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0905\u092a\u0928\u093e \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0938\u092e\u092f \u0936\u094b\u0927 \u0915\u0930\u0928\u0947, \u0921\u0947\u091f\u093e \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092c\u093f\u0924\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 RAG \u0907\u0938 \u092d\u093e\u0930\u0940-\u092d\u0930\u0915\u092e \u0915\u093e\u092e \u0915\u0947 \u090f\u0915 \u092c\u0921\u093c\u0947 \u0939\u093f\u0938\u094d\u0938\u0947 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0938\u0902\u0936\u094d\u0932\u0947\u0937\u093f\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0924\u0915 \u0924\u094d\u0935\u0930\u093f\u0924 \u092a\u0939\u0941\u0901\u091a \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947, \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0905\u0927\u093f\u0915 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0940 \u0938\u0947\u0935\u093e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0930\u093f\u0936\u094d\u0924\u093e \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0938\u092e\u092f \u0938\u092e\u0930\u094d\u092a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0909\u091a\u094d\u091a-\u092e\u0942\u0932\u094d\u092f \u0935\u093e\u0932\u0940 \u0930\u0923\u0928\u0940\u0924\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-enhanced-client-experience\"><span class=\"ez-toc-section\" id=\"Enhanced_Client_Experience\"><\/span>\u0909\u0928\u094d\u0928\u0924 \u0917\u094d\u0930\u093e\u0939\u0915 \u0905\u0928\u0941\u092d\u0935<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u091c \u0915\u0947 \u0917\u094d\u0930\u093e\u0939\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0914\u0930 \u0938\u0915\u094d\u0930\u093f\u092f \u0938\u0947\u0935\u093e \u0915\u0940 \u0905\u092a\u0947\u0915\u094d\u0937\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 RAG \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u0940 \u0905\u0928\u0942\u0920\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0914\u0930 \u092e\u094c\u091c\u0942\u0926\u093e \u092c\u093e\u091c\u093e\u0930 \u0917\u0924\u093f\u0936\u0940\u0932\u0924\u093e \u0915\u0940 \u0935\u094d\u092f\u093e\u092a\u0915 \u0938\u092e\u091d \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u0924\u093f-\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0938\u0932\u093e\u0939 \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u0947\u0935\u093e \u0915\u093e \u092f\u0939 \u0938\u094d\u0924\u0930 \u092e\u091c\u092c\u0942\u0924 \u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u0926\u0947\u0924\u093e \u0939\u0948, \u0938\u0902\u0924\u0941\u0937\u094d\u091f\u093f \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u092a\u094d\u0930\u0924\u093f\u0927\u093e\u0930\u0923 \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0917\u094d\u0930\u093e\u0939\u0915 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f, \u0926\u0947\u0916\u0947\u0902 <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%95%e0%a5%87-%e0%a4%b8%e0%a4%be%e0%a4%a5-%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a4%be%e0%a4%b9%e0%a4%95-%e0%a4%85%e0%a4%a8%e0%a5%81%e0%a4%ad%e0%a4%b5-%e0%a4%95%e0%a5%8b-2\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u090f\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0917\u094d\u0930\u093e\u0939\u0915 \u0905\u0928\u0941\u092d\u0935 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u093e<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-improved-risk-management\"><span class=\"ez-toc-section\" id=\"Improved_Risk_Management\"><\/span>\u092c\u0947\u0939\u0924\u0930 \u091c\u094b\u0916\u093f\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u094b\u0916\u093f\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0927\u0928 \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u093e \u090f\u0915 \u092e\u0941\u0916\u094d\u092f \u0915\u093e\u0930\u094d\u092f \u0939\u0948\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u091c\u094b\u0916\u093f\u092e\u094b\u0902, \u092c\u093e\u091c\u093e\u0930 \u0915\u0940 \u0905\u0938\u094d\u0925\u093f\u0930\u0924\u093e \u0914\u0930 \u0935\u093f\u0928\u093f\u092f\u093e\u092e\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u0938\u093e\u092e\u0928\u0947 \u0932\u093e\u0915\u0930, \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901 \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0940 \u0938\u0902\u092a\u0924\u094d\u0924\u093f \u0915\u0940 \u0930\u0915\u094d\u0937\u093e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-streamlined-operations-and-reduced-costs\"><span class=\"ez-toc-section\" id=\"Streamlined_Operations_and_Reduced_Costs\"><\/span>\u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0938\u0902\u091a\u093e\u0932\u0928 \u0914\u0930 \u0918\u091f\u0940 \u0939\u0941\u0908 \u0932\u093e\u0917\u0924<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f (\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932), \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u091c\u093e\u0901\u091a \u0914\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u091c\u0928\u0930\u0947\u0936\u0928 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0915\u0947, RAG \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u094b \u0915\u093e\u092b\u0940 \u0939\u0926 \u0924\u0915 \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0938\u0947 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0936\u094d\u0930\u092e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u092e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901 \u0915\u092e \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u0932\u093e\u0917\u0924 \u0915\u092e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0926\u0915\u094d\u0937\u0924\u093e \u092e\u0947\u0902 \u092f\u0939 \u0935\u0943\u0926\u094d\u0927\u093f \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u094b \u0915\u0930\u094d\u092e\u091a\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u0906\u0928\u0941\u092a\u093e\u0924\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u0943\u0926\u094d\u0927\u093f \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0905\u092a\u0928\u0947 \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-case-studies-rag-in-action\"><span class=\"ez-toc-section\" id=\"Case_Studies_RAG_in_Action\"><\/span>\u0915\u0947\u0938 \u0938\u094d\u091f\u0921\u0940\u091c\u093c: \u0906\u0930\u090f\u091c\u0940 \u090f\u0915\u094d\u0936\u0928 \u092e\u0947\u0902<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0907\u090f \u0915\u0941\u091b \u0910\u0938\u0947 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u090f\u0902 \u091c\u094b \u092f\u0939 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f InvestGlass \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u092d\u0940\u0924\u0930 RAG \u0915\u094b \u0915\u0948\u0938\u0947 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scenario-1-the-complex-onboarding\"><span class=\"ez-toc-section\" id=\"Scenario_1_The_Complex_Onboarding\"><\/span>\u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f 1: \u091c\u091f\u093f\u0932 \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0915 \u0928\u0908 \u0909\u091a\u094d\u091a-\u0915\u0941\u0932-\u092e\u0942\u0932\u094d\u092f \u0935\u093e\u0932\u0940 (\u0939\u093e\u0908-\u0928\u0947\u091f-\u0935\u0930\u094d\u0925) \u0915\u094d\u0932\u093e\u0907\u0902\u091f, \u091c\u094b \u090f\u0915 \u091c\u091f\u093f\u0932 \u0915\u0949\u0930\u094d\u092a\u094b\u0930\u0947\u091f \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u0947 \u0938\u093e\u0925 \u0939\u0948, \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092b\u0930\u094d\u092e \u0915\u0947 \u0938\u093e\u0925 \u091c\u0941\u0921\u093c \u0930\u0939\u0940 \u0939\u0948\u0964 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u091f\u094d\u0930\u0938\u094d\u091f \u0921\u0940\u0921, \u0915\u0949\u0930\u094d\u092a\u094b\u0930\u0947\u091f \u0930\u091c\u093f\u0938\u094d\u091f\u094d\u0930\u0940 \u092b\u093e\u0907\u0932\u093f\u0902\u0917 \u0914\u0930 \u091f\u0948\u0915\u094d\u0938 \u092b\u0949\u0930\u094d\u092e \u0938\u0939\u093f\u0924 \u0926\u0930\u094d\u091c\u0928\u094b\u0902 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c \u091c\u092e\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092c\u093f\u0928\u093e \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0947: \u090f\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0905\u0927\u093f\u0915\u093e\u0930\u0940 \u0915\u094b \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u0915\u0940 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0915\u0930\u0928\u0940 \u0939\u094b\u0917\u0940, \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u092e\u093f\u0932\u093e\u0928 \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e \u0914\u0930 \u090f\u090f\u092e\u090f\u0932 (AML) \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u0947 \u092e\u0941\u0915\u093e\u092c\u0932\u0947 \u0909\u0938\u0915\u0940 \u091c\u093e\u0901\u091a \u0915\u0930\u0928\u0940 \u0939\u094b\u0917\u0940\u0964 \u0907\u0938 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 \u0926\u093f\u0928 \u0932\u0917\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0907\u0938\u092e\u0947\u0902 \u092e\u093e\u0928\u0935\u0940\u092f \u0924\u094d\u0930\u0941\u091f\u093f \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">InvestGlass RAG \u0915\u0947 \u0938\u093e\u0925: \u0938\u093f\u0938\u094d\u091f\u092e \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0915\u094b \u0905\u0902\u0924\u0930\u094d\u0917\u094d\u0930\u0939\u0923 \u0914\u0930 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092e\u0941\u0916\u094d\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948, \u0905\u0902\u0924\u093f\u092e \u0932\u093e\u092d\u0915\u093e\u0930\u0940 \u0938\u094d\u0935\u093e\u092e\u093f\u092f\u094b\u0902 (UBOs) \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0935\u0949\u091a\u0932\u093f\u0938\u094d\u091f \u0914\u0930 \u0906\u0902\u0924\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0935\u093f\u0930\u0941\u0926\u094d\u0927 \u0907\u0938 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0924\u0941\u0930\u0902\u0924 \u092e\u093f\u0932\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 RAG \u0938\u093f\u0938\u094d\u091f\u092e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0905\u0927\u093f\u0915\u093e\u0930\u0940 \u0915\u0940 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u0938\u0940 \u092d\u0940 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0932\u093e\u0932 \u091d\u0902\u0921\u0947 (red flags) \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u091c\u094b\u0916\u093f\u092e \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0918\u0902\u091f\u094b\u0902 \u092e\u0947\u0902 \u092a\u0942\u0930\u0940 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e\u092b\u0940 \u0905\u0927\u093f\u0915 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scenario-2-the-market-shock\"><span class=\"ez-toc-section\" id=\"Scenario_2_The_Market_Shock\"><\/span>\u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f 2: \u092c\u093e\u091c\u093c\u093e\u0930 \u0915\u093e \u091d\u091f\u0915\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0915 \u0905\u091a\u093e\u0928\u0915 \u092d\u0942-\u0930\u093e\u091c\u0928\u0940\u0924\u093f\u0915 \u0918\u091f\u0928\u093e \u090a\u0930\u094d\u091c\u093e \u092c\u093e\u091c\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u092d\u093e\u0930\u0940 \u0905\u0938\u094d\u0925\u093f\u0930\u0924\u093e \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u090f\u0915 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u094b \u0905\u092a\u0928\u0947 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u092a\u0930 \u092a\u0921\u093c\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u093e \u0924\u0941\u0930\u0902\u0924 \u0906\u0915\u0932\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u090f\u0915 \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u093e \u0938\u0902\u091a\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092c\u093f\u0928\u093e \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u0947: \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u094b \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0947 \u0932\u093f\u090f \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u091a\u0932\u093e\u0928\u0940 \u0939\u094b\u0917\u0940, \u090a\u0930\u094d\u091c\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0909\u0928\u0915\u0947 \u090f\u0915\u094d\u0938\u092a\u094b\u091c\u0930 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e, \u0928\u0935\u0940\u0928\u0924\u092e \u092c\u093e\u091c\u093e\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092a\u0922\u093c\u0928\u093e \u0939\u094b\u0917\u093e \u0914\u0930 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0908\u092e\u0947\u0932 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0939\u094b\u0902\u0917\u0947\u0964 \u092f\u0939 \u090f\u0915 \u0938\u092e\u092f \u0932\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948, \u0914\u0930 \u0915\u094d\u0932\u093e\u0907\u0902\u091f\u094d\u0938 \u0915\u094b \u0938\u092e\u092f \u092a\u0930 \u0938\u0932\u093e\u0939 \u0928\u0939\u0940\u0902 \u092e\u093f\u0932 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">InvestGlass RAG \u0915\u0947 \u0938\u093e\u0925: \u0938\u0932\u093e\u0939\u0915\u093e\u0930 AI \u0915\u094b\u092a\u093e\u092f\u0932\u091f \u0938\u0947 \u092a\u0942\u091b\u0924\u093e \u0939\u0948: \u201c\u092f\u0942 \u092f\u0942\u0930\u094b\u092a\u0940\u092f \u090a\u0930\u094d\u091c\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u090f\u0915\u094d\u0938\u092a\u094b\u091c\u0930 \u0935\u093e\u0932\u0947 \u0938\u092d\u0940 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0947\u0902 \u0914\u0930 \u092d\u0942-\u0930\u093e\u091c\u0928\u0940\u0924\u093f\u0915 \u0918\u091f\u0928\u093e \u092a\u0930 \u0928\u0935\u0940\u0928\u0924\u092e \u0936\u094b\u0927 \u0915\u093e \u0938\u093e\u0930\u093e\u0902\u0936 \u0926\u0947\u0902\u0964\u201d RAG \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0924\u0941\u0930\u0902\u0924 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0921\u0947\u091f\u093e \u0914\u0930 \u092c\u093e\u091c\u093e\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0938\u0902\u0936\u094d\u0932\u0947\u0937\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u091c\u094b\u0916\u093f\u092e \u0935\u093e\u0932\u0947 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0905\u0928\u0941\u0936\u0902\u0938\u093f\u0924 \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u093e \u0938\u093e\u0930\u093e\u0902\u0936 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u094b \u0938\u092e\u092f \u092a\u0930 \u0914\u0930 \u0938\u0915\u094d\u0930\u093f\u092f \u0938\u0932\u093e\u0939 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f, \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0908\u092e\u0947\u0932 \u091c\u0928\u0930\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-future-agentic-rag-graph-rag-and-beyond\"><span class=\"ez-toc-section\" id=\"The_Future_Agentic_RAG_Graph_RAG_and_Beyond\"><\/span>\u092d\u0935\u093f\u0937\u094d\u092f: \u090f\u0930\u094d\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940, \u0917\u094d\u0930\u093e\u092b\u093c \u0906\u0930\u090f\u091c\u0940 \u0914\u0930 \u0909\u0938\u0938\u0947 \u0906\u0917\u0947<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0939\u092e 2026 \u0914\u0930 \u0909\u0938\u0915\u0947 \u0906\u0917\u0947 \u0915\u0940 \u0913\u0930 \u0926\u0947\u0916 \u0930\u0939\u0947 \u0939\u0948\u0902, \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u093e \u0935\u093f\u0915\u093e\u0938 \u0924\u0947\u095b \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u0905\u0917\u0932\u093e \u092c\u095c\u093e \u0915\u0926\u092e \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940 (Agentic RAG) \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-is-agentic-rag\"><span class=\"ez-toc-section\" id=\"What_is_Agentic_RAG\"><\/span>\u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940 (Agentic RAG) \u0915\u094d\u092f\u093e \u0939\u0948?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u092c\u0915\u093f \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0906\u0930\u090f\u091c\u0940 \u090f\u0915 \u0930\u0948\u0916\u093f\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948 (\u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e, \u092b\u093f\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u093e), \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u092a\u0947\u0936 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0947 \u090f\u091c\u0947\u0902\u091f \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092f\u094b\u091c\u0928\u093e \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092e\u0947\u0902 \u0915\u0908 \u0916\u094b\u091c \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0905\u0902\u0924\u093f\u092e \u0909\u0924\u094d\u0924\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u091c\u091f\u093f\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0938\u0902\u0936\u094d\u0932\u0947\u0937\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, InvestGlass \u092e\u0947\u0902 \u090f\u0915 \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u0906\u0930\u090f\u091c\u0940 (Agentic RAG) \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u0938\u0940 \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u0947 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u092c\u093e\u091c\u093e\u0930 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092c\u0926\u0932\u093e\u0935 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0940 \u0939\u0948, \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u0917\u094d\u0930\u093e\u0939\u0915 \u0915\u0940 \u0939\u094b\u0932\u094d\u0921\u093f\u0902\u0917\u094d\u0938 \u092a\u0930 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u0914\u0930 \u0927\u0928 \u092a\u094d\u0930\u092c\u0902\u0927\u0915 (\u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u0930) \u0915\u0940 \u0938\u092e\u0940\u0915\u094d\u0937\u093e \u0915\u0947 \u0932\u093f\u090f \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u090f\u0915 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0908\u092e\u0947\u0932 \u0915\u093e \u092e\u0938\u094c\u0926\u093e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0936\u0940\u0932 \u092a\u0942\u091b\u0924\u093e\u091b \u0938\u0947 \u0938\u0915\u094d\u0930\u093f\u092f, \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0915\u0940 \u0913\u0930 \u092c\u0926\u0932\u093e\u0935 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 InvestGlass \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u0907\u0928 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u093e \u0939\u0948, \u091c\u0948\u0938\u093e \u0915\u093f \u0909\u0928\u0915\u0947 \u0907\u0928\u0938\u093e\u0907\u091f\u094d\u0938 \u092e\u0947\u0902 \u0939\u093e\u0907\u0932\u093e\u0907\u091f \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948 <a href=\"https:\/\/www.investglass.com\/hi\/2025-%e0%a4%95%e0%a4%be-%e0%a4%b8%e0%a4%b0%e0%a5%8d%e0%a4%b5%e0%a4%b6%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b7%e0%a5%8d%e0%a4%a0-%e0%a4%8f%e0%a4%9c%e0%a5%87%e0%a4%82%e0%a4%9f%e0%a4%bf%e0%a4%95-%e0%a4%8f\/\" rel=\"noreferrer noopener\" target=\"_blank\">2025 \u0915\u093e \u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u090f\u0906\u0908 \u0938\u092e\u093e\u0927\u093e\u0928<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-intersection-of-rag-and-knowledge-graphs-graph-rag\"><span class=\"ez-toc-section\" id=\"The_Intersection_of_RAG_and_Knowledge_Graphs_Graph_RAG\"><\/span>\u0906\u0930\u090f\u091c\u0940 (RAG) \u0914\u0930 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0915\u093e \u0938\u0902\u0917\u092e (\u0917\u094d\u0930\u093e\u092b \u0906\u0930\u090f\u091c\u0940)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0938\u094d\u092a\u0947\u0938 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0930\u094b\u092e\u093e\u0902\u091a\u0915 \u0935\u093f\u0915\u093e\u0938\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0915\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u201c\u0917\u094d\u0930\u093e\u092b \u0906\u0930\u090f\u091c\u0940\u201d (Graph RAG) \u0915\u093e \u0909\u0926\u092f \u0939\u0941\u0906 \u0939\u0948\u0964 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0921\u0947\u091f\u093e \u0915\u093e \u090f\u0915 \u0938\u0902\u0930\u091a\u093f\u0924 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0939\u0948 \u091c\u094b \u0938\u0902\u0938\u094d\u0925\u093e\u0913\u0902 (\u0928\u094b\u0921\u094d\u0938) \u0914\u0930 \u0909\u0928\u0915\u0947 \u092c\u0940\u091a \u0915\u0947 \u0930\u093f\u0936\u094d\u0924\u094b\u0902 (\u0915\u093f\u0928\u093e\u0930\u094b\u0902) \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u090f\u0915 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u201c\u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u094d\u0938 \u0907\u0928\u201d (Invests In) \u090f\u091c \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u201c\u0915\u094d\u0932\u093e\u0907\u0902\u091f\u201d \u0928\u094b\u0921 \u0915\u094b \u201c\u0915\u0902\u092a\u0928\u0940\u201d \u0928\u094b\u0921 \u0938\u0947 \u091c\u094b\u0921\u093c \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 \u0909\u0938 \u201c\u0915\u0902\u092a\u0928\u0940\u201d \u0928\u094b\u0921 \u0915\u094b \u201c\u0907\u0902\u0921\u0938\u094d\u091f\u094d\u0930\u0940 \u0938\u0947\u0915\u094d\u091f\u0930\u201d \u0928\u094b\u0921 \u0938\u0947 \u091c\u094b\u0921\u093c \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0935\u0947\u0915\u094d\u091f\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 RAG \u0910\u0938\u0947 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0915\u094b \u0922\u0942\u0901\u0922\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948 \u091c\u094b \u0915\u093f\u0938\u0940 \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u0947 \u0905\u0930\u094d\u0925 \u0915\u0940 \u0926\u0943\u0937\u094d\u091f\u093f \u0938\u0947 \u0938\u092e\u093e\u0928 \u0939\u094b\u0902\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092f\u0939 \u201c\u092e\u0932\u094d\u091f\u0940-\u0939\u0949\u092a\u201d \u0930\u0940\u091c\u093c\u0928\u093f\u0902\u0917 \u092f\u093e\u0928\u0940 \u0910\u0938\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u0915\u0947 \u0932\u093f\u090f \u0915\u0908 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0906\u092a\u0938 \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0917\u094d\u0930\u093e\u092b\u093c RAG \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0928\u0947\u0935\u093f\u0917\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b\u093c \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0939\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0926\u093f \u0915\u094b\u0908 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u092a\u0942\u091b\u0924\u093e \u0939\u0948, \u201c\u0924\u0915\u0928\u0940\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0939\u093e\u0932\u093f\u092f\u093e \u0935\u093f\u0928\u093f\u092f\u093e\u092e\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u094d\u0932\u093e\u0907\u0902\u091f Y \u0915\u0947 \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0915\u094b \u0915\u0948\u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948?\u201d, \u0924\u094b \u090f\u0915 \u0917\u094d\u0930\u093e\u092b\u093c RAG \u0938\u093f\u0938\u094d\u091f\u092e \u0917\u094d\u0930\u093e\u092b\u093c \u0915\u094b \u092a\u093e\u0930 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948: \u201c\u0935\u093f\u0928\u093f\u092f\u092e\u0928\u201d (Regulation) \u0928\u094b\u0921 \u0938\u0947 \u201c\u091f\u0947\u0915 \u0938\u0947\u0915\u094d\u091f\u0930\u201d \u0928\u094b\u0921 \u0924\u0915, \u0909\u0938 \u0938\u0947\u0915\u094d\u091f\u0930 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u0940 \u201c\u0915\u0902\u092a\u0928\u093f\u092f\u094b\u0902\u201d \u0924\u0915, \u0914\u0930 \u0905\u0902\u0924 \u092e\u0947\u0902 \u201c\u0915\u094d\u0932\u093e\u0907\u0902\u091f Y\u201d \u0924\u0915 \u091c\u093f\u0928\u0915\u0947 \u092a\u093e\u0938 \u0909\u0928 \u0915\u0902\u092a\u0928\u093f\u092f\u094b\u0902 \u0915\u0947 \u0936\u0947\u092f\u0930 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u0915\u094d\u0937\u092e\u0924\u093e \u091c\u091f\u093f\u0932 \u091c\u094b\u0916\u093f\u092e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928, \u0927\u094b\u0916\u093e\u0927\u0921\u093c\u0940 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0917\u0939\u0928 \u092c\u093e\u091c\u093e\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u092e\u0942\u0932\u094d\u092f \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-multimodal-rag\"><span class=\"ez-toc-section\" id=\"Multimodal_RAG\"><\/span>\u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0906\u0930\u090f\u091c\u0940<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0906\u0930\u090f\u091c\u0940 (Multimodal RAG) \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0915\u0947\u0935\u0932 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0939\u0940 \u0928\u0939\u0940\u0902, \u092c\u0932\u094d\u0915\u093f \u0907\u092e\u0947\u091c, \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u094b \u092d\u0940 \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0917\u093e, \u091c\u093f\u0938\u0938\u0947 InvestGlass \u091c\u0948\u0938\u0947 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0940 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924\u094b\u0902, \u091c\u0948\u0938\u0947 \u0915\u093f \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u0940 \u0917\u0908 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u092e\u0940\u091f\u093f\u0902\u0917, \u0938\u094d\u0915\u0948\u0928 \u0915\u093f\u090f \u0917\u090f \u0939\u0938\u094d\u0924\u0932\u093f\u0916\u093f\u0924 \u0928\u094b\u091f\u094d\u0938, \u092f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u092e\u093e\u0930\u094d\u0915\u0947\u091f \u091a\u093e\u0930\u094d\u091f \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0902 \u0914\u0930 \u0905\u0927\u093f\u0915 \u092c\u0922\u093c \u091c\u093e\u090f\u0902\u0917\u0940\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-security-and-compliance-the-non-negotiables-of-financial-ai\"><span class=\"ez-toc-section\" id=\"Security_and_Compliance_The_Non-Negotiables_of_Financial_AI\"><\/span>\u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0905\u0928\u0941\u092a\u093e\u0932\u0928: \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u090f\u0906\u0908 \u0915\u0947 \u0917\u0948\u0930-\u0938\u092e\u091d\u094c\u0924\u093e \u092f\u094b\u0917\u094d\u092f \u092a\u0939\u0932\u0942<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924 \u092e\u0947\u0902 \u090f\u0906\u0908 \u0915\u094b \u0905\u092a\u0928\u093e\u0928\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0947 \u0905\u091f\u0942\u091f \u0930\u0942\u092a \u0938\u0947 \u091c\u0941\u0921\u093c\u093e \u0939\u0941\u0906 \u0939\u0948\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0924\u0915\u0928\u0940\u0915 \u0907\u0938 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0932\u093e\u092d \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u0947 \u0915\u0920\u094b\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-privacy-and-the-right-to-be-forgotten\"><span class=\"ez-toc-section\" id=\"Data_Privacy_and_the_%E2%80%9CRight_to_be_Forgotten%E2%80%9D\"><\/span>\u0921\u093e\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u201c\u092d\u0941\u0932\u093e\u090f \u091c\u093e\u0928\u0947 \u0915\u093e \u0905\u0927\u093f\u0915\u093e\u0930\u201d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u0940\u0921\u0940\u092a\u0940\u0906\u0930 \u091c\u0948\u0938\u0947 \u0928\u093f\u092f\u092e \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u201c\u092d\u0941\u0932\u093e\u090f \u091c\u093e\u0928\u0947 \u0915\u093e \u0905\u0927\u093f\u0915\u093e\u0930\u201d \u092f\u093e\u0928\u0940 \u0909\u0928\u0915\u0947 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0921\u0947\u091f\u093e \u0915\u094b \u092e\u093f\u091f\u093e\u0928\u0947 \u0915\u093e \u0905\u0927\u093f\u0915\u093e\u0930 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u091a\u0941\u0928\u094c\u0924\u0940 \u0916\u0921\u093c\u0940 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0926\u093f \u0915\u093f\u0938\u0940 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u0938\u0940 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0924\u094b \u092f\u0939 \u0917\u093e\u0930\u0902\u091f\u0940 \u0926\u0947\u0928\u093e \u0932\u0917\u092d\u0917 \u0905\u0938\u0902\u092d\u0935 \u0939\u0948 \u0915\u093f \u0921\u0947\u091f\u093e \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0902\u0924\u0930\u093f\u0915 \u0935\u0947\u091f (weights) \u0938\u0947 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0939\u091f\u093e \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u093e \u092c\u0939\u0941\u0924 \u0939\u0940 \u0936\u093e\u0928\u0926\u093e\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091a\u0942\u0902\u0915\u093f LLM \u0915\u094b \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e (\u092a\u094d\u0930\u094b\u092a\u0930\u093e\u0907\u091f\u0930\u0940) \u0921\u0947\u091f\u093e \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u092c\u0932\u094d\u0915\u093f \u092f\u0939 \u0915\u0947\u0935\u0932 \u091c\u0928\u0930\u0947\u0936\u0928 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0907\u0938\u0947 \u0938\u0902\u0926\u0930\u094d\u092d (context) \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u0915\u093f\u0938\u0940 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0939\u091f\u093e\u0928\u093e \u0909\u0924\u0928\u093e \u0939\u0940 \u0906\u0938\u093e\u0928 \u0939\u0948 \u091c\u093f\u0924\u0928\u093e \u0915\u093f \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u0909\u0928\u0915\u0947 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u094b \u0939\u091f\u093e\u0928\u093e\u0964 \u0905\u0917\u0932\u0940 \u092c\u093e\u0930 \u091c\u092c \u0938\u093f\u0938\u094d\u091f\u092e \u0938\u0947 \u092a\u0942\u091b\u0924\u093e\u091b \u0915\u0940 \u091c\u093e\u090f\u0917\u0940, \u0924\u094b \u0935\u0939 \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 (retrieve) \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0917\u093e, \u091c\u093f\u0938\u0938\u0947 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u093e \u092a\u0942\u0930\u094d\u0923 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b \u0938\u0915\u0947\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-auditability-and-explainable-ai-xai\"><span class=\"ez-toc-section\" id=\"Auditability_and_Explainable_AI_XAI\"><\/span>\u0911\u0921\u093f\u091f\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u090f\u0915\u094d\u0938\u092a\u094d\u0932\u0947\u0928\u0947\u092c\u0932 \u090f\u0906\u0908 (XAI)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0928\u093f\u092f\u093e\u092e\u0915\u094b\u0902 \u0915\u0940 \u0905\u092a\u0947\u0915\u094d\u0937\u093e \u0939\u0948 \u0915\u093f \u0938\u0902\u0938\u094d\u0925\u093e\u0928 \u0905\u092a\u0928\u0947 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u0947 \u092a\u0940\u091b\u0947 \u0915\u0947 \u0924\u0930\u094d\u0915 \u0915\u094b \u0938\u094d\u092a\u0937\u094d\u091f \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b\u0902, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0924\u092c \u091c\u092c \u0935\u0947 \u0928\u093f\u0930\u094d\u0923\u092f \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0940 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u2019\u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938\u201c \u090f\u0906\u0908 \u092e\u0949\u0921\u0932, \u091c\u0939\u093e\u0901 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0905\u0938\u094d\u092a\u0937\u094d\u091f \u0939\u094b\u0924\u0940 \u0939\u0948, \u0907\u0938 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0905\u0938\u094d\u0935\u0940\u0915\u093e\u0930\u094d\u092f \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u0938\u094d\u092a\u0937\u094d\u091f \u0938\u094d\u0930\u094b\u0924 \u090f\u091f\u094d\u0930\u093f\u092c\u094d\u092f\u0942\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947 \u0938\u094d\u0935\u093e\u092d\u093e\u0935\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u092f\u093f\u0924 AI (XAI) \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091c\u092c InvestGlass AI \u0915\u094b\u092a\u093e\u092f\u0932\u091f \u090f\u0915 \u0928\u093f\u0935\u0947\u0936 \u0938\u093f\u092b\u093c\u093e\u0930\u093f\u0936 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u094b \u092f\u0939 \u0909\u0928 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092c\u093e\u091c\u093c\u093e\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f\u094b\u0902, \u0906\u0902\u0924\u0930\u093f\u0915 \u092e\u0949\u0921\u0932\u094b\u0902 \u0914\u0930 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u093e \u0939\u0935\u093e\u0932\u093e \u0926\u0947 \u0938\u0915\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0907\u0938\u0928\u0947 \u0909\u0938 \u0938\u093f\u092b\u093c\u093e\u0930\u093f\u0936 \u0915\u094b \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u0925\u093e\u0964 \u092f\u0939 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u094b AI \u0915\u0947 \u0924\u0930\u094d\u0915 \u0915\u094b \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u094d\u092a\u0937\u094d\u091f \u0911\u0921\u093f\u091f \u091f\u094d\u0930\u0947\u0932 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-role-based-access-control-rbac\"><span class=\"ez-toc-section\" id=\"Role-Based_Access_Control_RBAC\"><\/span>\u092d\u0942\u092e\u093f\u0915\u093e-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0939\u0941\u0901\u091a \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 (\u0906\u0930\u092c\u0940\u090f\u0938\u0940)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0915 \u092c\u0921\u093c\u0947 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928 \u092e\u0947\u0902, \u0938\u092d\u0940 \u0915\u0930\u094d\u092e\u091a\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u092d\u0940 \u0921\u0947\u091f\u093e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a \u0928\u0939\u0940\u0902 \u092e\u093f\u0932\u0928\u0940 \u091a\u093e\u0939\u093f\u090f\u0964 \u090f\u0915 \u091c\u0942\u0928\u093f\u092f\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0915 \u0915\u094b \u092b\u0930\u094d\u092e \u0915\u0947 \u0936\u0940\u0930\u094d\u0937-\u0938\u094d\u0924\u0930\u0940\u092f \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f RAG \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0938\u0947 \u092a\u094d\u0930\u0936\u094d\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0928\u0939\u0940\u0902 \u0939\u094b\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0915 \u092e\u091c\u092c\u0942\u0924 RAG \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u094b \u092b\u0930\u094d\u092e \u0915\u0947 \u0930\u094b\u0932-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0902\u091f\u094d\u0930\u094b\u0932 (RBAC) \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u0938\u093e\u0925 \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u091c\u092c \u0915\u094b\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094b\u0908 \u0915\u094d\u0935\u0947\u0930\u0940 \u0938\u092c\u092e\u093f\u091f \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u094b \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0918\u091f\u0915 \u0915\u094b \u0915\u0947\u0935\u0932 \u0909\u0928 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930\u0928\u0940 \u091a\u093e\u0939\u093f\u090f \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0926\u0947\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0905\u0927\u093f\u0915\u0943\u0924 \u0939\u0948\u0964 InvestGlass \u0915\u093e \u0938\u0949\u0935\u0930\u0947\u0928 CRM \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u094d\u0924\u0930 \u092a\u0930 \u0907\u0928 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0902\u091f\u094d\u0930\u094b\u0932 \u0915\u094b \u0938\u0916\u094d\u0924\u0940 \u0938\u0947 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u090f, \u091c\u093f\u0938\u0938\u0947 \u0905\u0928\u0927\u093f\u0915\u0943\u0924 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u092a\u094b\u091c\u0930 \u0915\u094b \u0930\u094b\u0915\u093e \u091c\u093e \u0938\u0915\u0947\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-overcoming-the-challenges-of-rag-implementation\"><span class=\"ez-toc-section\" id=\"Overcoming_the_Challenges_of_RAG_Implementation\"><\/span>RAG \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u092a\u093e\u0930 \u092a\u093e\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 \u0915\u0947 \u0932\u093e\u092d \u0938\u094d\u092a\u0937\u094d\u091f \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938 \u0924\u0915\u0928\u0940\u0915 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u093e \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u0930\u0939\u093f\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u094b \u0938\u092b\u0932 \u0924\u0948\u0928\u093e\u0924\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0908 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u094b \u092a\u093e\u0930 \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-quality-and-governance\"><span class=\"ez-toc-section\" id=\"Data_Quality_and_Governance\"><\/span>\u0921\u0947\u091f\u093e \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0914\u0930 \u0936\u093e\u0938\u0928<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u0940 \u092a\u094d\u0930\u092d\u093e\u0935\u0936\u0940\u0932\u0924\u093e \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0926\u093f \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092a\u0941\u0930\u093e\u0928\u0940, \u200b\u200b\u0905\u091f\u0940\u0915 \u092f\u093e \u0916\u0930\u093e\u092c \u0938\u0902\u0930\u091a\u093f\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u0947 \u092d\u0930\u093e \u0939\u0948, \u0924\u094b AI \u0926\u094b\u0937\u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0902 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0947\u0917\u093e - \u091c\u093f\u0938\u0947 \u201c\u0915\u091a\u0930\u093e \u0905\u0902\u0926\u0930, \u0915\u091a\u0930\u093e \u092c\u093e\u0939\u0930\u201d (garbage in, garbage out) \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u094b \u0921\u0947\u091f\u093e \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e, \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u0914\u0930 \u092a\u0942\u0930\u094d\u0923\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0924 \u0921\u0947\u091f\u093e \u0936\u093e\u0938\u0928 \u0922\u093e\u0902\u091a\u0947 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u091a\u093e\u0939\u093f\u090f\u0964 \u0938\u092e\u091d\u0928\u093e <a href=\"https:\/\/www.investglass.com\/hi\/%e0%a4%8f%e0%a4%86%e0%a4%88-%e0%a4%95%e0%a5%80-%e0%a4%b5%e0%a4%bf%e0%a4%ab%e0%a4%b2%e0%a4%a4%e0%a4%be-%e0%a4%95%e0%a5%87-%e0%a4%aa%e0%a5%8d%e0%a4%b0%e0%a4%ae%e0%a5%81%e0%a4%96-%e0%a4%95%e0%a4%be\/\" rel=\"noreferrer noopener\" target=\"_blank\">\u090f\u0906\u0908 \u0915\u094d\u092f\u094b\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u093e \u0939\u0948<\/a> \u0907\u0928 \u0915\u092e\u093f\u092f\u094b\u0902 \u0938\u0947 \u092c\u091a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-integration-with-legacy-systems\"><span class=\"ez-toc-section\" id=\"Integration_with_Legacy_Systems\"><\/span>\u092a\u0941\u0930\u093e\u0928\u0947 \u0938\u093f\u0938\u094d\u091f\u092e\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0915\u0908 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928 \u092a\u0941\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0939\u0948\u0902 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0906\u0927\u0941\u0928\u093f\u0915 \u090f\u0906\u0908 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u0915\u0920\u093f\u0928 \u0939\u0948\u0964 RAG \u0915\u094b \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938, \u090f\u0932\u090f\u0932\u090f\u092e \u0914\u0930 \u092e\u094c\u091c\u0942\u0926\u093e \u0938\u0940\u0906\u0930\u090f\u092e, \u092a\u0940\u090f\u092e\u090f\u0938 \u0914\u0930 \u0915\u094b\u0930 \u092c\u0948\u0902\u0915\u093f\u0902\u0917 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0939\u091c \u0915\u0928\u0947\u0915\u094d\u091f\u093f\u0935\u093f\u091f\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 (InvestGlass) \u090f\u0915 \u090f\u0915\u0940\u0915\u0943\u0924, \u090f\u092a\u0940\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947 \u0907\u0938 \u091a\u0941\u0928\u094c\u0924\u0940 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u090f\u0915\u0940\u0915\u0930\u0923 \u0914\u0930 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0935\u093e\u0939 \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-managing-costs-and-compute-resources\"><span class=\"ez-toc-section\" id=\"Managing_Costs_and_Compute_Resources\"><\/span>\u0932\u093e\u0917\u0924 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0932\u090f\u0932\u090f\u092e \u0914\u0930 \u0935\u0947\u0915\u094d\u091f\u0930 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u094b \u091a\u0932\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0936\u0915\u094d\u0924\u093f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b \u092e\u0939\u0902\u0917\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u0947 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0940 \u0932\u093e\u0917\u0924 \u0915\u094b \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u0914\u0930 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u0947 \u0906\u0930\u090f\u091c\u0940 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u092c\u093e\u0930-\u092c\u093e\u0930 \u0906\u0928\u0947 \u0935\u093e\u0932\u0940 \u0915\u094d\u0935\u0947\u0930\u0940\u091c\u093c \u0915\u0947 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u0938\u093f\u092e\u0947\u0902\u091f\u093f\u0915 \u0915\u0948\u0936\u0947 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0932\u093e\u0917\u0924 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u092e\u092f \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ensuring-explainability-and-trust\"><span class=\"ez-toc-section\" id=\"Ensuring_Explainability_and_Trust\"><\/span>\u0938\u094d\u092a\u0937\u094d\u091f\u0940\u0915\u0930\u0923 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0935\u093f\u0928\u093f\u092f\u092e\u093f\u0924 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902, \u090f\u0906\u0908 \u0915\u0947 \u0932\u093f\u090f \u0915\u0947\u0935\u0932 \u090f\u0915 \u0938\u091f\u0940\u0915 \u0909\u0924\u094d\u0924\u0930 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u093e \u0939\u0940 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948; \u0909\u0938\u0947 \u092f\u0939 \u092d\u0940 \u0938\u094d\u092a\u0937\u094d\u091f \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e \u0915\u093f \u0935\u0939 \u0909\u0938 \u0909\u0924\u094d\u0924\u0930 \u0924\u0915 \u0915\u0948\u0938\u0947 \u092a\u0939\u0941\u0901\u091a\u093e\u0964 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0930\u094b\u0924 attribution \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f, \u092b\u0930\u094d\u092e\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e \u0915\u093f \u090f\u0906\u0908 \u0915\u093e \u0924\u0930\u094d\u0915 \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0914\u0930 \u0928\u093f\u092f\u093e\u092e\u0915\u094b\u0902 \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u0940 \u0914\u0930 \u0938\u092e\u091d\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u0939\u094b\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-human-element-ai-as-an-augmentation-not-a-replacement\"><span class=\"ez-toc-section\" id=\"The_Human_Element_AI_as_an_Augmentation_Not_a_Replacement\"><\/span>\u092e\u093e\u0928\u0935 \u0924\u0924\u094d\u0935: \u090f\u0906\u0908 \u090f\u0915 \u0938\u0902\u0935\u0930\u094d\u0927\u0928 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902, \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u0928 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0928\u0939\u0940\u0902<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 (RAG) \u0914\u0930 \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u090f\u0906\u0908 (Agentic AI) \u0915\u0940 \u0905\u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u092f\u0939 \u092f\u093e\u0926 \u0930\u0916\u0928\u093e \u0905\u0924\u094d\u092f\u0902\u0924 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948 \u0915\u093f \u0907\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u092e\u093e\u0928\u0935 \u092c\u0941\u0926\u094d\u0927\u093f \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0928 \u0915\u093f \u0909\u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f\u0964 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u0940 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u092f\u0939 \u0905\u092d\u0940 \u092d\u0940 \u0905\u092a\u0930\u093f\u0939\u093e\u0930\u094d\u092f \u092c\u0928\u0940 \u0939\u0941\u0908 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-importance-of-empathy-and-judgment\"><span class=\"ez-toc-section\" id=\"The_Importance_of_Empathy_and_Judgment\"><\/span>\u0938\u0939\u093e\u0928\u0941\u092d\u0942\u0924\u093f \u0914\u0930 \u0935\u093f\u0935\u0947\u0915 \u0915\u093e \u092e\u0939\u0924\u094d\u0935<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0906\u0908 \u092d\u093e\u0930\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947, \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0907\u0938\u092e\u0947\u0902 \u092e\u093e\u0928\u0935\u0940\u092f \u0938\u0939\u093e\u0928\u0941\u092d\u0942\u0924\u093f, \u092d\u093e\u0935\u0928\u093e\u0924\u094d\u092e\u0915 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0914\u0930 \u0917\u0941\u0923\u093e\u0924\u094d\u092e\u0915 \u0915\u093e\u0930\u0915\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0942\u0915\u094d\u0937\u094d\u092e \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u093e \u0905\u092d\u093e\u0935 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0924\u0932\u093e\u0915, \u0935\u094d\u092f\u0935\u0938\u093e\u092f \u0915\u0940 \u092c\u093f\u0915\u094d\u0930\u0940, \u092f\u093e \u0935\u093f\u0930\u093e\u0938\u0924 \u091c\u0948\u0938\u0940 \u091c\u0940\u0935\u0928 \u0915\u0940 \u0915\u093f\u0938\u0940 \u092c\u0921\u093c\u0940 \u0918\u091f\u0928\u093e \u0915\u093e \u0905\u0928\u0941\u092d\u0935 \u0915\u0930 \u0930\u0939\u0947 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u094b \u0915\u0947\u0935\u0932 \u0921\u0947\u091f\u093e-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0928\u093f\u0935\u0947\u0936 \u0930\u0923\u0928\u0940\u0924\u093f \u0938\u0947 \u0905\u0927\u093f\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0909\u0928\u094d\u0939\u0947\u0902 \u090f\u0915 \u0910\u0938\u0947 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u094b \u0909\u0928\u0915\u0940 \u092d\u093e\u0935\u0928\u093e\u0924\u094d\u092e\u0915 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u0938\u092e\u091d \u0938\u0915\u0947, \u0906\u0936\u094d\u0935\u093e\u0938\u0928 \u0926\u0947 \u0938\u0915\u0947, \u0914\u0930 \u0909\u0928\u0915\u0940 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092f\u094b\u091c\u0928\u093e \u0915\u094b \u0909\u0928\u0915\u0940 \u0905\u0928\u0942\u0920\u0940 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0938\u093e\u0930 \u0922\u093e\u0932 \u0938\u0915\u0947\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-advisor-of-the-future\"><span class=\"ez-toc-section\" id=\"The_Advisor_of_the_Future\"><\/span>\u092d\u0935\u093f\u0937\u094d\u092f \u0915\u093e \u0938\u0932\u093e\u0939\u0915\u093e\u0930<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092d\u0935\u093f\u0937\u094d\u092f \u0915\u093e \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u090f\u0915 \u201c\u092c\u093e\u092f\u094b\u0928\u093f\u0915 \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u201d \u0939\u094b\u0917\u093e, \u091c\u094b \u090f\u0915 \u0910\u0938\u093e \u092a\u0947\u0936\u0947\u0935\u0930 \u0939\u0948 \u091c\u094b \u092e\u093e\u0924\u094d\u0930\u093e\u0924\u094d\u092e\u0915 \u092d\u093e\u0930\u0940 \u0915\u093e\u092e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0928\u094d\u0935\u0947\u0938\u094d\u091f\u0917\u094d\u0932\u093e\u0938 \u0915\u094b\u092a\u093e\u092f\u0932\u091f \u091c\u0948\u0938\u0947 \u090f\u0906\u0908 \u091f\u0942\u0932 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u0915\u0947 \u0917\u0941\u0923\u093e\u0924\u094d\u092e\u0915 \u092a\u0939\u0932\u0941\u0913\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928, \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u091c\u093e\u0902\u091a \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0938\u0902\u091a\u093e\u0930 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f RAG \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947, \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u0905\u092a\u0928\u0947 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0917\u0939\u0930\u0947, \u092d\u0930\u094b\u0938\u0947\u092e\u0902\u0926 \u0930\u093f\u0936\u094d\u0924\u0947 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0938\u092e\u092f \u0938\u092e\u0930\u094d\u092a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-preparing-for-the-ai-driven-future\"><span class=\"ez-toc-section\" id=\"Preparing_for_the_AI-Driven_Future\"><\/span>\u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930\u0940<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0906\u0908 \u0914\u0930 \u0906\u0930\u091c\u0940 (RAG) \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094b\u0908 \u092c\u0940\u0924\u093e \u0939\u0941\u0906 \u0926\u094c\u0930 \u0928\u0939\u0940\u0902 \u0939\u0948; \u092f\u0939 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e \u0909\u0926\u094d\u092f\u094b\u0917 \u092e\u0947\u0902 \u090f\u0915 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u092c\u0926\u0932\u093e\u0935 \u0939\u0948\u0964 \u091c\u094b \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901 \u0907\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0930\u0939\u0924\u0940 \u0939\u0948\u0902, \u0935\u0947 \u0905\u092a\u0928\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u092a\u0930\u094d\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u092a\u0940\u091b\u0947 \u091b\u0942\u091f\u0928\u0947 \u0915\u093e \u091c\u094b\u0916\u093f\u092e \u0909\u0920\u093e\u0924\u0940 \u0939\u0948\u0902\u0964 \u0907\u0938 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u094b\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u094b \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u091a\u0930\u0923\u094b\u0902 \u092a\u0930 \u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. \u0921\u0947\u091f\u093e \u0915\u0940 \u0924\u0948\u092f\u093e\u0930\u0940 \u0915\u093e \u0906\u0915\u0932\u0928 \u0915\u0930\u0947\u0902: \u092a\u094d\u0930\u094b\u092a\u093e\u0907\u091f\u0930\u0940 \u0921\u0947\u091f\u093e \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e, \u0938\u0902\u0930\u091a\u0928\u093e \u0914\u0930 \u092a\u0939\u0941\u0902\u091a \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0947\u0902\u0964 \u0921\u0947\u091f\u093e \u0915\u094b \u090f\u0906\u0908 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0917\u0935\u0930\u094d\u0928\u0947\u0902\u0938 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0932\u093e\u0917\u0942 \u0915\u0930\u0947\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2. \u0909\u091a\u094d\u091a-\u092e\u0942\u0932\u094d\u092f \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0947\u0902: \u0935\u093f\u0936\u093f\u0937\u094d\u091f, \u0909\u091a\u094d\u091a-\u092a\u094d\u0930\u092d\u093e\u0935 \u0935\u093e\u0932\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u0938\u0947 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0930\u0947\u0902, \u091c\u0948\u0938\u0947 \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0911\u0928\u092c\u094b\u0930\u094d\u0921\u093f\u0902\u0917 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u092f\u093e \u092a\u094b\u0930\u094d\u091f\u092b\u094b\u0932\u093f\u092f\u094b \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u093e\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3. \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0902: \u0910\u0938\u0947 \u090f\u0906\u0908 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u091a\u0941\u0928\u0947\u0902 \u091c\u094b \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u094d\u0930\u092d\u0941\u0924\u093e \u0914\u0930 \u0928\u093f\u092f\u093e\u092e\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0947\u0902 \u0915\u093f \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0930\u0939\u0947 \u0914\u0930 \u0909\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4. \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u092e\u0947\u0902 \u0928\u093f\u0935\u0947\u0936 \u0915\u0930\u0947\u0902: \u090f\u0906\u0908 \u092e\u093e\u0928\u0935 \u0938\u0932\u093e\u0939\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u0938\u0936\u0915\u094d\u0924 \u092c\u0928\u093e\u0928\u0947 \u0915\u093e \u090f\u0915 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948, \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u093e \u0928\u0939\u0940\u0902\u0964 \u0915\u0930\u094d\u092e\u091a\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0930\u092e\u094b\u0902 \u092e\u0947\u0902 \u0928\u093f\u0935\u0947\u0936 \u0915\u0930\u0947\u0902 \u0915\u093f \u0906\u0930\u090f\u091c\u0940 (RAG) \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion-a-paradigm-shift-in-wealth-management\"><span class=\"ez-toc-section\" id=\"Conclusion_A_Paradigm_Shift_in_Wealth_Management\"><\/span>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937: \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092e\u0947\u0902 \u090f\u0915 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u092c\u0926\u0932\u093e\u0935<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e\u0913\u0902 \u092e\u0947\u0902 \u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u0936\u0928 (RAG) \u0915\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u090f\u0915 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u092c\u0926\u0932\u093e\u0935 (\u092a\u0948\u0930\u093e\u0921\u093e\u0907\u092e \u0936\u093f\u092b\u094d\u091f) \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0909\u0926\u094d\u092f\u094b\u0917 \u0915\u094b \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0914\u0930 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0938\u0947 \u0906\u0917\u0947 \u0932\u0947 \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0906\u0930\u094d\u091f\u093f\u092b\u093f\u0936\u093f\u092f\u0932 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924, \u0938\u091f\u0940\u0915 \u0914\u0930 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">InvestGlass \u091c\u0948\u0938\u0947 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f, RAG \u0935\u0939 \u0907\u0902\u091c\u0928 \u0939\u0948 \u091c\u094b \u0938\u0902\u092a\u094d\u0930\u092d\u0941, \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 CRM \u0915\u0947 \u090f\u0915 \u0928\u090f \u092f\u0941\u0917 \u0915\u094b \u0936\u0915\u094d\u0924\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 AI \u0915\u094b \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924 \u0915\u0930\u0915\u0947, InvestGlass \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u094b \u091c\u091f\u093f\u0932 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947, \u0905\u0924\u093f-\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0917\u094d\u0930\u093e\u0939\u0915 \u0905\u0928\u0941\u092d\u0935 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0928\u093f\u092f\u093e\u092e\u0915 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0915\u0947 \u0909\u091a\u094d\u091a\u0924\u092e \u092e\u093e\u0928\u0915\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0939\u092e \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0913\u0930 \u0926\u0947\u0916\u0924\u0947 \u0939\u0948\u0902, \u0909\u0928\u094d\u0928\u0924 \u0914\u0930 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0917\u094d\u0930\u093e\u092b \u0906\u0930\u090f\u091c\u0940 (Graph RAG) \u0914\u0930 \u090f\u091c\u0947\u0902\u091f\u093f\u0915 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0924\u0915 \u0906\u0930\u090f\u091c\u0940 (RAG) \u0915\u093e \u0928\u093f\u0930\u0902\u0924\u0930 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u092d\u0940 \u0905\u0927\u093f\u0915 \u092e\u0942\u0932\u094d\u092f \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0928\u0947 \u0915\u093e \u0935\u093e\u0926\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091c\u094b \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u094d\u0930\u092d\u0941\u0924\u093e \u0914\u0930 \u092e\u093e\u0928\u0935-\u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0938\u0932\u093e\u0939\u0915\u093e\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0924\u0947 \u0939\u0941\u090f \u0907\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u093e\u0924\u0940 \u0939\u0948\u0902, \u0935\u0947 \u0915\u0932 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u092a\u0930\u094d\u0927\u0940 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u092e\u0947\u0902 \u0906\u0917\u0947 \u092c\u0922\u093c\u0928\u0947 \u0935\u093e\u0932\u0940 \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901 \u0939\u094b\u0902\u0917\u0940\u0964 \u0935\u093f\u0924\u094d\u0924 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0906\u0908 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0905\u092c \u0915\u094b\u0908 \u0926\u0942\u0930 \u0915\u093e \u0935\u093e\u0926\u093e \u0928\u0939\u0940\u0902 \u0939\u0948; \u0906\u0930\u090f\u091c\u0940 \u0915\u0947 \u0938\u093e\u0925, \u092f\u0939 \u090f\u0915 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 InvestGlass \u0907\u0938 \u0926\u093f\u0936\u093e \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0906\u0917\u0947 \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-frequently-asked-questions-faqs\"><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions_FAQs\"><\/span>\u0905\u0915\u094d\u0938\u0930 \u092a\u0942\u091b\u0947 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u0936\u094d\u0928 (FAQs)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">1. RAG \u0914\u0930 \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI \u0915\u0947 \u092c\u0940\u091a \u092e\u0941\u0916\u094d\u092f \u0905\u0902\u0924\u0930 \u0915\u094d\u092f\u093e \u0939\u0948?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG, \u090f\u0906\u0908 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0914\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091c\u0939\u093e\u0902 \u092e\u093e\u0928\u0915 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0905\u092a\u0928\u0947 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u091c\u094d\u091e\u093e\u0928 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u092a\u0941\u0930\u093e\u0928\u093e \u092f\u093e \u0905\u0936\u0941\u0926\u094d\u0927 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u0935\u0939\u0940\u0902 RAG \u0909\u0924\u094d\u0924\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u090f\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924, \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u093f\u0924\u094d\u0924 \u091c\u0948\u0938\u0947 \u0935\u093f\u0928\u093f\u092f\u092e\u093f\u0924 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2. \u0906\u0930\u090f\u091c\u0940 (RAG) \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0947\u0935\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0906\u0908 \u092e\u0924\u093f\u092d\u094d\u0930\u092e (\u0939\u0932\u0942\u0938\u0940\u0928\u0947\u0936\u0928) \u0915\u094b \u0915\u0948\u0938\u0947 \u0930\u094b\u0915\u0924\u093e \u0939\u0948?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0906\u0930\u090f\u091c\u0940 (RAG) \u090f\u0906\u0908 \u0915\u094b \u0915\u0947\u0935\u0932 \u092a\u094d\u0930\u093e\u092a\u094d\u0924, \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924 \u0930\u0916\u0924\u093e \u0939\u0948\u0964 \u090f\u0932\u090f\u0932\u090f\u092e (LLM) \u0915\u094b \u092b\u0930\u094d\u092e \u0915\u0947 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u092a\u0928\u0947 \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0930 \u0915\u0930\u0915\u0947, \u0906\u0930\u090f\u091c\u0940 \u090f\u0906\u0908 \u0926\u094d\u0935\u093e\u0930\u093e \u0924\u0925\u094d\u092f\u094b\u0902 \u0915\u0947 \u0906\u0935\u093f\u0937\u094d\u0915\u093e\u0930 \u0915\u0947 \u091c\u094b\u0916\u093f\u092e \u0915\u094b \u0915\u093e\u092b\u0940 \u0915\u092e \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0926\u093e\u0935\u0947 \u0915\u094b \u090f\u0915 \u0938\u094d\u0930\u094b\u0924 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u0938\u0947 \u0935\u093e\u092a\u0938 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u094b \u0935\u0947\u0932\u094d\u0925 \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u092e\u0947\u0902 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3. \u0915\u094d\u092f\u093e RAG \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0921\u0947\u091f\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0939\u0948?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0939\u093e\u0901, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u091c\u092c \u0907\u0938\u0947 InvestGlass \u091c\u0948\u0938\u0947 \u0938\u0902\u092a\u094d\u0930\u092d\u0941 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092a\u0930 \u0924\u0948\u0928\u093e\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 RAG \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u0947 \u092e\u093e\u0932\u093f\u0915\u093e\u0928\u093e \u0921\u0947\u091f\u093e \u0915\u094b \u0905\u092a\u0928\u0947 \u0938\u094d\u0935\u092f\u0902 \u0915\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0930\u0916\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0921\u0947\u091f\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f (\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932) \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 AI \u092e\u0949\u0921\u0932 \u0915\u0947 \u0938\u093e\u092e\u0928\u0947 \u0909\u091c\u093e\u0917\u0930 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 GDPR \u0914\u0930 FINMA \u092e\u093e\u0928\u0915\u094b\u0902 \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u093e\u0928\u0942\u0928\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4. How does InvestGlass use AI for client onboarding?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">InvestGlass uses AI to automate document processing and compliance checks. Through OCR and NLP, the platform extracts data from onboarding forms and uses RAG to verify this information against regulatory databases. This streamlines the KYC process, reduces manual errors, and accelerates time-to-onboard for new clients.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5. What is an AI Copilot in the context of InvestGlass?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The InvestGlass AI Copilot is a personalised assistant for financial advisors. Powered by RAG, it can instantly retrieve client profiles, transaction histories, and market research to provide tailored investment recommendations and answer complex queries in real-time, acting as a knowledgeable partner for every advisor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">6. Can RAG help with regulatory compliance?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Absolutely. RAG can instantly retrieve and cross-reference complex regulatory texts. Financial firms can use RAG to ensure that proposed trades or onboarding procedures align with the latest compliance guidelines, reducing regulatory risk and the manual burden on compliance teams.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">7. What is Agentic RAG?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agentic RAG involves AI agents that can autonomously plan and execute complex retrieval tasks. Unlike standard RAG, which is reactive, Agentic RAG can proactively monitor data, perform multi-step research across multiple databases, and synthesise information to support advanced decision-making without waiting for a human query.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8. Why is data sovereignty important for AI in finance?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Data sovereignty ensures that sensitive financial data is subject to local privacy laws. For platforms like InvestGlass, hosting data in Switzerland guarantees adherence to strict regulations like FINMA and GDPR, protecting client information from unauthorised cross-border access and ensuring full regulatory compliance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">9. How does RAG improve portfolio management?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG provides real-time, context-aware insights into portfolio performance. Advisors can query the system to analyse risk exposure or asset allocation, and RAG will retrieve the most current market data and internal models to provide accurate, actionable intelligence. This enables faster, more informed investment decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">10. Do I need technical expertise to use InvestGlass&#8217;s AI features?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No, InvestGlass is designed for ease of use. The AI capabilities, including RAG-powered search and automation, are integrated seamlessly into the CRM interface. Financial professionals can leverage advanced technology through simple natural language interactions, without needing any programming or data science skills.<\/p>","protected":false},"excerpt":{"rendered":"<p>Quick Answer: Retrieval-Augmented Generation (RAG) is an AI framework that enhances Large Language Models by grounding their responses in verified, proprietary data retrieved from secure databases. For financial institutions, RAG eliminates the risks of AI hallucinations, ensures regulatory compliance, and enables hyper-personalised client experiences all while keeping sensitive data under sovereign control. What You&#8217;ll Learn: [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":45983,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[924,918,1401,95],"class_list":["post-45916","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai-in-finance","tag-crm-software","tag-rag","tag-wealth-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI RAG Technology for Flawless Car Detailing<\/title>\n<meta name=\"description\" content=\"Discover the game-changing AI RAG Technology that enhances car detailing with premium microfiber towels and brushes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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