{"id":47982,"date":"2025-09-18T09:19:25","date_gmt":"2025-09-18T07:19:25","guid":{"rendered":"https:\/\/www.investglass.com\/?p=47982"},"modified":"2025-09-04T09:24:48","modified_gmt":"2025-09-04T07:24:48","slug":"%e0%a4%95%e0%a5%8d%e0%a4%af%e0%a4%be-%e0%a4%86%e0%a4%aa%e0%a4%95%e0%a5%8b-%e0%a4%8f%e0%a4%9c%e0%a5%87%e0%a4%82%e0%a4%9f-%e0%a4%ac%e0%a4%a8%e0%a4%be%e0%a4%a8%e0%a4%be-%e0%a4%9a%e0%a4%be%e0%a4%b9","status":"publish","type":"post","link":"https:\/\/www.investglass.com\/hi\/should-you-build-an-agent-a-practical-guide-for-anyone-curious-about-building-effective-ai-agents\/","title":{"rendered":"\u0915\u094d\u092f\u093e \u0906\u092a\u0915\u094b \u090f\u0915 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f? \u092a\u094d\u0930\u092d\u093e\u0935\u0940 AI \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0907\u091a\u094d\u091b\u0941\u0915 \u0915\u093f\u0938\u0940 \u092d\u0940 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\u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 AI \u0915\u0902\u092a\u094b\u0928\u0947\u0902\u091f\u094d\u0938 \u0915\u094b \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0930\u0928\u0947, \u0907\u0902\u091f\u0940\u0917\u094d\u0930\u0947\u091f \u0915\u0930\u0928\u0947 \u0914\u0930 \u0921\u093f\u092a\u094d\u0932\u0949\u092f \u0915\u0930\u0928\u0947 \u0915\u0940 \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0905\u0915\u094d\u0938\u0930 \u0938\u0939\u0940 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0935\u093e\u0924\u093e\u0935\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u091a\u093e\u0930\u0942 \u090f\u0915\u0940\u0915\u0930\u0923 \u0914\u0930 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\u0915\u0930\u0924\u093e \u0939\u0948<\/strong> \u090f\u0915 \u090f\u092a\u0940\u0906\u0908 \u0915\u0941\u0902\u091c\u0940 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947, \u092f\u0939 \u092c\u093e\u0939\u0930\u0940 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u091c\u094d\u091e\u093e\u0928 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u0909\u0938\u0947 \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u0909\u0938\u0947 \u0906\u092a\u0915\u0940 \u0915\u093e\u0930\u094d\u092f\u0936\u0940\u0932 \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u093f\u0915\u093e \u092e\u0947\u0902 \u090f\u0915 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092b\u093c\u093e\u0907\u0932 \u092e\u0947\u0902 \u0932\u093f\u0916\u0924\u093e \u0939\u0948\u0964.<\/li>\n\n\n\n<li>\u090f\u0915 \u0910\u0938\u093e \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u090f\u0902 \u091c\u094b \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u093e\u0907\u0932\u094b\u0902 \u0915\u094b \u092a\u0922\u093c\u0915\u0930, \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0915\u0947 \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u091f\u0940\u0915 \u0909\u0924\u094d\u0924\u0930 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0915\u0947 \u0906\u092a\u0915\u0947 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0940 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0947\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u0936\u093e\u0928\u0926\u093e\u0930 \u0932\u0917\u0924\u093e \u0939\u0948, \u0939\u0948 \u0928\u093e? \u0914\u0930 \u0935\u093e\u0915\u0908, \u092f\u0939 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0939\u0948 <strong>\u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902<\/strong>. \u0932\u0947\u0915\u093f\u0928 \u0905\u0917\u0930 \u0906\u092a \u0938\u093f\u0930\u094d\u092b \u0938\u0930\u0932 \u0915\u093e\u092e\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902 (\u091c\u0948\u0938\u0947 \u0915\u093f \u0915\u094b\u0908 \u092b\u093c\u093e\u0907\u0932 \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u092f\u093e \u092e\u093e\u0928\u0915 \u0938\u0902\u0926\u0947\u0936 \u092d\u0947\u091c\u0928\u093e), \u0924\u094b \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092f\u093e \u0905\u0928\u094d\u092f \u0909\u092a\u0915\u0930\u0923 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u092f\u0939 \u0915\u093e\u092e \u0915\u0930 \u0926\u0947\u0902\u0917\u0947\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u091c\u0947\u0902\u091f\u094d\u0938 \u0915\u094b \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0938\u0902\u091a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0914\u0930 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-checklist-when-should-you-build-agents\"><span class=\"ez-toc-section\" id=\"The_Checklist_When_Should_You_Build_Agents\"><\/span>\u091a\u0947\u0915\u0932\u093f\u0938\u094d\u091f: \u090f\u091c\u0947\u0902\u091f \u0915\u092c \u092c\u0928\u093e\u0928\u0947 \u091a\u093e\u0939\u093f\u090f?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u092c \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0914\u0930 \u091f\u0940\u092e\u0947\u0902 \u092e\u0941\u091d\u0938\u0947 \u092a\u0942\u091b\u0924\u0940 \u0939\u0948\u0902 \u0915\u093f \u0909\u0928\u094d\u0939\u0947\u0902 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u0936\u0941\u0930\u0942 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u092f\u093e \u0928\u0939\u0940\u0902, \u0924\u094b \u092e\u0948\u0902 \u0905\u0915\u094d\u0938\u0930 \u092f\u0939 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u091a\u0947\u0915\u0932\u093f\u0938\u094d\u091f \u0938\u093e\u091d\u093e \u0915\u0930\u0924\u093e \u0939\u0942\u0901\u0964 \u0907\u0938\u0947 \u0915\u0941\u091b \u0910\u0938\u0947 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u0947 \u0938\u092e\u0942\u0939 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u092e\u091d\u0947\u0902 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0906\u092a \u0938\u0941\u092c\u0939 \u0915\u0940 \u091a\u093e\u092f \u092a\u0940\u0924\u0947 \u0939\u0941\u090f \u092d\u0940 \u0932\u093e\u0917\u0942 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f, \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f \u0906\u092a \u0938\u094b\u091a-\u0938\u092e\u091d\u0915\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0902, \u0905\u092a\u0928\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947 \u0914\u0930 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0939\u0930 \u092a\u0939\u0932\u0942 \u092a\u0930 \u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0928\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0928\u094b\u091f: \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092c\u093e\u0927\u093e\u0913\u0902 \u092f\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0928\u091c\u093c\u0930\u0905\u0902\u0926\u093e\u091c\u093c \u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0938\u093e\u0935\u0927\u093e\u0928 \u0930\u0939\u0947\u0902 - \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u0928\u0947 \u0915\u093e \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0924\u0947 \u0938\u092e\u092f \u0907\u0928 \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0915\u094b \u091b\u094b\u0921\u093c \u0926\u0947\u0928\u093e \u090f\u0915 \u0906\u092e \u092d\u0942\u0932 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-is-the-task-complex-enough\"><span class=\"ez-toc-section\" id=\"1_Is_the_task_complex_enough\"><\/span>1. \u0915\u094d\u092f\u093e \u092f\u0939 \u0915\u093e\u0930\u094d\u092f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u091c\u091f\u093f\u0932 \u0939\u0948?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0926\u093f \u0906\u092a \u0938\u0940\u0927\u0947-\u0938\u093e\u0927\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0938\u0947 \u0928\u093f\u092a\u091f \u0930\u0939\u0947 \u0939\u0948\u0902 (\u0909\u0926\u093e. \u201c\u091f\u0940\u092e Y \u0915\u094b \u0908\u092e\u0947\u0932 X \u092d\u0947\u091c\u0947\u0902\u201d), \u0924\u094b \u091c\u093c\u0930\u0942\u0930\u0924 \u0938\u0947 \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u091c\u091f\u093f\u0932 \u0928 \u092c\u0928\u093e\u090f\u0902\u0964 \u0932\u0947\u0915\u093f\u0928 \u092c\u0939\u0941-\u091a\u0930\u0923 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u091c\u093f\u0928\u092e\u0947\u0902 \u0924\u0930\u094d\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u0915\u0908 \u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0938\u0947 \u0917\u094d\u0930\u093e\u0939\u0915 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e, \u091c\u0939\u093e\u0901 \u0938\u091f\u0940\u0915 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u093e \u0914\u0930 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948, \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e, \u090f\u0915 \u090f\u091c\u0947\u0902\u091f \u091a\u092e\u0915 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-is-it-valuable-enough-to-justify\"><span class=\"ez-toc-section\" id=\"2_Is_it_valuable_enough_to_justify\"><\/span>2. \u0915\u094d\u092f\u093e \u092f\u0939 \u0907\u0924\u0928\u093e \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0939\u0948 \u0915\u093f \u0907\u0938\u0947 \u0909\u091a\u093f\u0924 \u0920\u0939\u0930\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0947?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u0917\u0930 \u0906\u092a \u0915\u093f\u0938\u0940 \u092e\u093e\u092e\u0942\u0932\u0940 \u091a\u0940\u091c\u093c \u0915\u0947 \u0932\u093f\u090f \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902, \u0924\u094b \u0906\u092a \u091f\u094b\u0915\u0928 \u0914\u0930 \u092e\u0947\u0939\u0928\u0924 \u092c\u0930\u094d\u092c\u093e\u0926 \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0947\u0902 <strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092e\u0942\u0932\u094d\u092f \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u0915\u093e\u0930\u094d\u092f<\/strong>, \u091c\u0948\u0938\u0947 \u0915\u093f \u092c\u093f\u0915\u094d\u0930\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0947 \u0915\u0941\u091b \u0939\u093f\u0938\u094d\u0938\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u093e, \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u093e \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u093e, \u092f\u093e \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u093f\u0915\u093e\u0938 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u094b \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c \u0938\u093f\u0938\u094d\u091f\u092e \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e\u0964 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u090f\u0915\u094d\u0938\u0947\u0938\u093f\u092c\u093f\u0932\u093f\u091f\u0940 \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092f\u093e \u0938\u0947\u0935\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923 \u092a\u0930 \u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0947\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-can-all-parts-of-the-task-be-automated\"><span class=\"ez-toc-section\" id=\"3_Can_all_parts_of_the_task_be_automated\"><\/span>3. \u0915\u094d\u092f\u093e \u0915\u093e\u0930\u094d\u092f \u0915\u0947 \u0938\u092d\u0940 \u092d\u093e\u0917\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u093e\u0902\u091a \u0932\u0947\u0902 \u0915\u093f \u0906\u092a\u0915\u094b \u091c\u093f\u0928 \u091f\u0942\u0932\u094d\u0938, \u090f\u092a\u0940\u0906\u0908 \u092f\u093e \u092b\u093e\u0907\u0932\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948, \u0935\u0947 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902 \u092f\u093e \u0928\u0939\u0940\u0902\u0964 \u090f\u091c\u0947\u0902\u091f \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u092d\u0940\u0924\u0930 \u092c\u0928\u093e\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0906\u0935\u0936\u094d\u092f\u0915 \u0938\u0902\u0938\u093e\u0927\u0928, \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u094d\u091f\u094b\u0930 \u0914\u0930 \u091f\u0942\u0932 \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0917\u0930\u0947\u0936\u0928, \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0938\u0902\u092d\u0935 \u0939\u094b \u0938\u0915\u0947\u0964 \u090f\u091c\u0947\u0902\u091f \u0915\u094b\u0908 \u091c\u093e\u0926\u0942 \u0928\u0939\u0940\u0902 \u0915\u0930\u0924\u0947\u0964 \u092f\u0926\u093f \u0906\u092a\u0915\u0947 \u092a\u093e\u0938 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0921\u0947\u091f\u093e \u092f\u093e \u0938\u093f\u0938\u094d\u091f\u092e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a \u0928\u0939\u0940\u0902 \u0939\u0948, \u0924\u094b \u092f\u093e \u0924\u094b \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u092e \u0915\u0930\u0947\u0902 \u092f\u093e \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 (\u091c\u0948\u0938\u0947, \u092e\u093e\u0928\u0935 \u0939\u0938\u094d\u0924\u0915\u094d\u0937\u0947\u092a) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-what-s-the-cost-of-errors\"><span class=\"ez-toc-section\" id=\"4_Whats_the_cost_of_errors\"><\/span>4. \u0917\u0932\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u0915\u0940\u092e\u0924 \u0915\u094d\u092f\u093e \u0939\u0948?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0909\u091a\u094d\u091a \u091c\u094b\u0916\u093f\u092e \u0935\u093e\u0932\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 (\u091c\u0948\u0938\u0947, \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u092f\u093e \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901) \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0906\u092a \u0936\u0941\u0930\u0941\u0906\u0924 \u092e\u0947\u0902 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u0915\u0947\u0935\u0932 \u092a\u0922\u093c\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u091f\u0942\u0932 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0938\u094c\u0902\u092a\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0909\u0928\u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-your-first-ai-agent-what-to-expect\"><span class=\"ez-toc-section\" id=\"Your_First_AI_Agent_What_to_Expect\"><\/span>\u0906\u092a\u0915\u093e \u092a\u0939\u0932\u093e \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f: \u0915\u094d\u092f\u093e \u0909\u092e\u094d\u092e\u0940\u0926 \u0915\u0930\u0947\u0902<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092e\u093e\u0928 \u0932\u0940\u091c\u093f\u090f \u0915\u093f \u0906\u092a \u0905\u092a\u0928\u093e \u092a\u0939\u0932\u093e \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948\u0902\u0964 \u092f\u0939\u093e\u0902 \u092a\u093e\u092f\u0925\u0928 \u0914\u0930 \u090f\u0915 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u090f\u0915 \u0938\u0930\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from my_agent_library import Agent, Tools import os api_key = os.getenv(&quot;OPENAI_API_KEY&quot;) tools = Tools([ {&quot;name&quot;: &quot;weather_tool&quot;, &quot;description&quot;: &quot;\u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u094c\u0938\u092e \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902\u0964 \u0935\u093f\u0935\u0930\u0923 \u092b\u093c\u0940\u0932\u094d\u0921 \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0935\u093f\u0935\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964&quot;, &quot;execute&quot;: fetch_weather} ]) agent = Agent( model=&quot;gpt-4&quot;, api_key=api_key, tools=tools, working_directory=&quot;.\/agents&quot;, default=&quot;respond with details clearly&quot; ) agent.create(&quot;\u0932\u0902\u0926\u0928 \u092e\u0947\u0902 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u094c\u0938\u092e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902 \u0914\u0930 \u0907\u0938\u0947 \u090f\u0915 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092b\u093c\u093e\u0907\u0932 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u0939\u0947\u091c\u0947\u0902\u0964&quot;)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u091f\u0942\u0932 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0915\u0947 \u090f\u0915 \u090f\u091c\u0947\u0902\u091f \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u092e\u094c\u0938\u092e \u0938\u0902\u092c\u0902\u0927\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0938\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0930\u0942\u092a \u0938\u0947 \u0938\u0939\u0947\u091c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091f\u0942\u0932 \u092a\u0930\u093f\u092d\u093e\u0937\u093e \u092e\u0947\u0902 \u0935\u093f\u0935\u0930\u0923 \u092b\u093c\u0940\u0932\u094d\u0921 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0935\u093f\u0935\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u090f\u091c\u0947\u0902\u091f \u091f\u0942\u0932 \u0915\u094b \u0938\u0939\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u092e\u091d \u0938\u0915\u0947 \u0914\u0930 \u0909\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0947\u0964 \u0906\u092a \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u0915\u094b\u0908 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092e\u094d\u0928 \u0915\u092e\u093e\u0902\u0921 \u091c\u093e\u0930\u0940 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u0915\u093f \u092b\u093c\u093e\u0907\u0932 \u092c\u0928\u093e\u0928\u093e \u092f\u093e \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u091a\u0932\u093e\u0928\u093e\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u092f\u0939 \u0938\u093e\u0930 \u0915\u094b \u092a\u0915\u0921\u093c \u0932\u0947\u0924\u093e \u0939\u0948\u0964 <strong>\u092e\u0942\u0932 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924<\/strong>: \u091f\u0942\u0932 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0947\u0902, \u0905\u092a\u0928\u0940 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902, \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u091c\u094b\u0921\u093c\u0947\u0902 \u0914\u0930 \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u0938\u093e\u0925 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f \u0915\u0930\u0928\u0947 \u0926\u0947\u0902\u0964 \u090f\u091c\u0947\u0902\u091f \u092c\u093e\u0924\u091a\u0940\u0924 \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0938\u0902\u0926\u0947\u0936 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0915\u0947 \u0909\u091a\u093f\u0924 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0901 \u0914\u0930 \u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0901 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-building-effective-agents-from-simple-to-complex\"><span class=\"ez-toc-section\" id=\"Building_Effective_Agents_From_Simple_to_Complex\"><\/span>\u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923: \u0938\u0930\u0932 \u0938\u0947 \u091c\u091f\u093f\u0932 \u0915\u0940 \u0913\u0930<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0924\u0947 \u0938\u092e\u092f, \u0907\u0938\u0947 \u091a\u0930\u0923\u092c\u0926\u094d\u0927 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0906\u0917\u0947 \u092c\u0922\u093c\u0928\u0947 \u0915\u0940 \u0924\u0930\u0939 \u0938\u092e\u091d\u0947\u0902\u0964 \u091b\u094b\u091f\u0947 \u0938\u094d\u0924\u0930 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0915\u0930\u0947\u0902, \u092b\u093f\u0930 \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0947\u0902\u0964 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u091f\u0942\u0932 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u090f \u0917\u090f \u0938\u0902\u0915\u0947\u0924 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0902, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0935\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u0938\u091f\u0940\u0915 \u0914\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0906\u0909\u091f\u092a\u0941\u091f \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0938\u0947 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0930\u0947\u0902<\/strong>\u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u093c\u093e\u0907\u0932\u094b\u0902 \u0915\u094b \u0916\u094b\u091c\u0928\u0947, \u0915\u093f\u0938\u0940 \u092a\u093e\u0920 \u092b\u093c\u093e\u0907\u0932 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u0947, \u092f\u093e \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0938\u0947 \u0928\u094b\u091f\u094d\u0938 \u0906\u092f\u093e\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u091c\u0935\u093e\u092c \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0928\u092f\u093e \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u090f\u0901\u0964.<\/li>\n\n\n\n<li><strong>\u091f\u0942\u0932 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u092a\u0930 \u0906\u0917\u0947 \u092c\u0922\u093c\u0947\u0902<\/strong>\u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f \u0915\u0930\u0928\u093e, \u091c\u0948\u0938\u0947 \u092e\u094c\u0938\u092e \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0932\u093e\u0928\u093e \u092f\u093e \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0938\u094d\u0925\u093e\u0928 \u0916\u094b\u091c\u0928\u093e, \u0935\u093e\u0932\u0947 \u091f\u0942\u0932 \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li><strong>\u092e\u0927\u094d\u092f\u0935\u0930\u094d\u0924\u0940 \u091a\u0930\u0923\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0947\u0902<\/strong>\u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u092f\u094b\u091c\u0928\u093e \u092c\u0928\u093e\u0928\u0947 \u0926\u0947\u0902: \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930\u0947\u0902, \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u091a\u0930\u0923-\u0926\u0930-\u091a\u0930\u0923 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0947\u0902, \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0906\u0927\u093e\u0930 \u0926\u0947\u0902, \u0914\u0930 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u094b \u0938\u094d\u092a\u0937\u094d\u091f \u0930\u0942\u092a \u0938\u0947 \u0938\u0902\u092a\u094d\u0930\u0947\u0937\u093f\u0924 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li><strong>\u0905\u0928\u094d\u092f \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0947\u0902<\/strong>\u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0947 CRM, \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u092e\u0948\u0928\u0947\u091c\u092e\u0947\u0902\u091f \u0938\u093f\u0938\u094d\u091f\u092e \u092f\u093e \u092e\u0948\u0938\u0947\u091c\u093f\u0902\u0917 \u0910\u092a\u094d\u0938 \u0938\u0947 \u091c\u094b\u0921\u093c\u0947\u0902 \u0924\u093e\u0915\u093f \u092f\u0939 \u0938\u094d\u0935\u0924\u0903 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0909\u0924\u094d\u0924\u0930 \u0926\u0947 \u0938\u0915\u0947 \u092f\u093e \u0905\u092a\u0921\u0947\u091f \u092d\u0947\u091c \u0938\u0915\u0947\u0964.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u092c\u0922\u093c\u0924\u0947 \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0928\u0947 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u092e\u0947\u0902 \u0928\u090f \u0939\u094b\u0928\u0947 \u092a\u0930 \u092d\u0940 \u0907\u0938\u0947 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0906\u0938\u093e\u0928 \u092c\u0928\u093e \u0926\u093f\u092f\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-no-code-and-low-code-agent-builders\"><span class=\"ez-toc-section\" id=\"No-Code_and_Low-Code_Agent_Builders\"><\/span>\u0928\u094b-\u0915\u094b\u0921 \u0914\u0930 \u0932\u094b-\u0915\u094b\u0921 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930\u094d\u0938<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u091a\u094d\u091b\u0940 \u0916\u092c\u0930: \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u0936\u0941\u0930\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u092a\u0915\u094b \u090f\u0915 \u0915\u0941\u0936\u0932 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u0930 \u0939\u094b\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0915\u0908 \u0906\u0927\u0941\u0928\u093f\u0915 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u0906\u092a\u0915\u094b \u0907\u0938\u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964 <strong>\u092c\u093f\u0928\u093e \u091c\u094d\u092f\u093e\u0926\u093e \u0915\u094b\u0921 \u0932\u093f\u0916\u0947 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u090f\u0902<\/strong> \u092c\u093f\u0932\u094d\u0915\u0941\u0932 \u092d\u0940\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0915 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0915\u094b \u0921\u094d\u0930\u0948\u0917 \u0914\u0930 \u0921\u094d\u0930\u0949\u092a \u0915\u0930\u0947\u0902, \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u094b \u0915\u094d\u092f\u093e \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u0907\u0938\u0915\u093e \u0935\u093f\u0935\u0930\u0923 \u091c\u094b\u0921\u093c\u0947\u0902, \u090f\u0915 \u090f\u092a\u0940\u0906\u0908 \u0915\u0941\u0902\u091c\u0940 \u0915\u0928\u0947\u0915\u094d\u091f \u0915\u0930\u0947\u0902 \u0914\u0930 &quot;\u092c\u0928\u093e\u090f\u0901&quot; \u092c\u091f\u0928 \u0926\u092c\u093e\u090f\u0901\u0964.<\/li>\n\n\n\n<li>\u092c\u0938 &quot;\u092a\u0947\u0930\u093f\u0938 \u0915\u093e \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u094c\u0938\u092e \u091c\u093e\u0928\u093f\u090f&quot; \u091f\u093e\u0907\u092a \u0915\u0930\u0915\u0947 \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0928\u0908 \u092c\u093e\u0924\u091a\u0940\u0924 \u0936\u0941\u0930\u0942 \u0915\u0930\u0947\u0902 \u0914\u0930 \u0926\u0947\u0916\u0947\u0902 \u0915\u093f \u092f\u0939 \u0921\u0947\u091f\u093e \u0915\u0948\u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0924\u0941\u0930\u0902\u0924 \u091c\u0935\u093e\u092c \u0926\u0947\u0924\u093e \u0939\u0948\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0926\u093f \u0906\u092a \u0938\u094d\u0935\u092f\u0902 \u0915\u0930\u0915\u0947 \u0938\u0940\u0916\u0928\u0947 \u0915\u093e \u0924\u0930\u0940\u0915\u093e \u092a\u0938\u0902\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0924\u092c \u092d\u0940 \u092f\u0947 \u0909\u092a\u0915\u0930\u0923 \u0905\u0915\u094d\u0938\u0930 \u0906\u092a\u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u0939\u0941\u0924 \u0905\u091a\u094d\u091b\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-common-mistakes-why-most-ai-agents-fail-in-production\"><span class=\"ez-toc-section\" id=\"Common_Mistakes_Why_Most_AI_Agents_Fail_in_Production\"><\/span>\u0906\u092e \u0917\u0932\u0924\u093f\u092f\u093e\u0901: \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0915\u094d\u092f\u094b\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0939\u093e\u0902 \u092a\u0930 \u0905\u0928\u0941\u092d\u0935\u0940 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u092d\u0940 \u0917\u0932\u0924\u0940 \u0915\u0930 \u092c\u0948\u0920\u0924\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0909\u091a\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u094b \u092d\u0942\u0932 \u091c\u093e\u0928\u093e<\/strong>\u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927 \u0915\u0947 \u090f\u091c\u0947\u0902\u091f \u0909\u0928 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092f\u093e \u092b\u093e\u0907\u0932\u094b\u0902 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u093f\u0928 \u0924\u0915 \u0909\u0928\u094d\u0939\u0947\u0902 \u0928\u0939\u0940\u0902 \u092a\u0939\u0941\u0902\u091a\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964.<\/li>\n\n\n\n<li><strong>\u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u0917\u092f\u093e<\/strong>\u092e\u0927\u094d\u092f\u0935\u0930\u094d\u0924\u0940 \u091a\u0930\u0923\u094b\u0902 \u092a\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u091a\u0932\u093e\u0928\u0947 \u0915\u094b \u091b\u094b\u0921\u093c \u0926\u0947\u0928\u0947 \u0915\u093e \u092e\u0924\u0932\u092c \u0939\u0948 \u0915\u093f \u091c\u092c \u0924\u0915 \u0917\u094d\u0930\u093e\u0939\u0915 \u092c\u0917 \u0915\u093e \u092a\u0924\u093e \u0928\u0939\u0940\u0902 \u0932\u0917\u093e \u0932\u0947\u0924\u0947, \u0924\u092c \u0924\u0915 \u0906\u092a \u092c\u0917 \u0915\u093e \u092a\u0924\u093e \u0928\u0939\u0940\u0902 \u0932\u0917\u093e \u092a\u093e\u090f\u0902\u0917\u0947\u0964.<\/li>\n\n\n\n<li><strong>\u0916\u0930\u093e\u092c \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0921\u093f\u091c\u093c\u093e\u0907\u0928<\/strong>\u0938\u094d\u092a\u0937\u094d\u091f \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0914\u0930 \u0924\u0930\u094d\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0938\u0902\u0915\u0947\u0924\u094b\u0902 \u0915\u0947 \u0905\u092d\u093e\u0935 \u092e\u0947\u0902, \u090f\u091c\u0947\u0902\u091f \u0905\u091f\u0915 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u092f\u093e \u092e\u0924\u093f\u092d\u094d\u0930\u092e \u0915\u093e \u0936\u093f\u0915\u093e\u0930 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964.<\/li>\n\n\n\n<li><strong>\u0905\u0935\u0932\u094b\u0915\u0928\u0936\u0940\u0932\u0924\u093e \u0915\u093e \u0905\u092d\u093e\u0935<\/strong>\u092f\u0926\u093f \u0906\u092a \u0932\u0949\u0917, \u0938\u0902\u0926\u0947\u0936 \u092f\u093e \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0935\u093e\u0939 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0924\u094b \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0932\u0917\u092d\u0917 \u0905\u0938\u0902\u092d\u0935 \u0939\u0948\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u092c\u0916\u094d\u0936\u0940\u0936:<\/strong> \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0932\u093f\u090f \u0939\u092e\u0947\u0936\u093e \u090f\u0915 \u0921\u093f\u092b\u093c\u0949\u0932\u094d\u091f \u0935\u0930\u094d\u0915\u093f\u0902\u0917 \u0921\u093e\u092f\u0930\u0947\u0915\u094d\u091f\u0930\u0940 \u0938\u0947\u091f \u0915\u0930\u0947\u0902, \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u090f\u092a\u0940\u0906\u0908 \u0915\u0941\u0902\u091c\u0940 \u0915\u094b \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0930\u0916\u0947\u0902 \u0914\u0930 \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0926\u094d\u0935\u093e\u0930\u093e \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u092e\u093e\u0902\u0921 \u0915\u094b \u0932\u0949\u0917 \u0915\u0930\u0947\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-building-ai-agents-without-coding-yes-you-can\"><span class=\"ez-toc-section\" id=\"Building_AI_Agents_Without_Coding_Yes_You_Can\"><\/span>\u092c\u093f\u0928\u093e \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e: \u091c\u0940 \u0939\u093e\u0902, \u0906\u092a \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902!<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u092c \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u092a\u0915\u094b \u091c\u091f\u093f\u0932 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u093e \u091c\u094d\u091e\u093e\u0928 \u0939\u094b\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0928\u094b-\u0915\u094b\u0921 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0906\u092a\u0915\u094b \u092f\u0947 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u094b\u0908 \u092b\u093c\u093e\u0907\u0932 \u0905\u092a\u0932\u094b\u0921 \u0915\u0930\u0947\u0902 \u092f\u093e \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u093c\u093e\u0907\u0932\u094b\u0902 \u0938\u0947 \u0915\u0928\u0947\u0915\u094d\u091f \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u090f\u091c\u0947\u0902\u091f \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0915\u094d\u0937\u092e \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e (\u0938\u0930\u0932 \u0905\u0902\u0917\u094d\u0930\u0947\u091c\u0940 \u092e\u0947\u0902) \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u090f\u0915 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092f\u093e \u0915\u0902\u091f\u0947\u0902\u091f \u0938\u094d\u091f\u094d\u0930\u093f\u0902\u0917 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0947\u0902 \u091c\u0948\u0938\u0947: <em>\u201c&quot;\u092e\u0947\u0930\u0947 \u0928\u094b\u091f\u094d\u0938 \u0916\u094b\u091c\u0947\u0902 \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c \u0926\u0947\u0902\u0964&quot;\u201d<\/em><\/li>\n\n\n\n<li>\u090f\u0915 \u0928\u0908 \u092c\u093e\u0924\u091a\u0940\u0924 \u0936\u0941\u0930\u0942 \u0915\u0930\u0915\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u093e \u0924\u0941\u0930\u0902\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0947\u0902\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0947 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u091f\u0942\u0932 \u092a\u0930\u093f\u092d\u093e\u0937\u093e\u0913\u0902, \u092e\u0927\u094d\u092f\u0935\u0930\u094d\u0924\u0940 \u091a\u0930\u0923\u094b\u0902 \u0914\u0930 \u090f\u0932\u090f\u0932\u090f\u092e \u0924\u0930\u094d\u0915 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u092d\u0940 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-role-of-developers-and-teams\"><span class=\"ez-toc-section\" id=\"The_Role_of_Developers_and_Teams\"><\/span>\u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0914\u0930 \u091f\u0940\u092e\u094b\u0902 \u0915\u0940 \u092d\u0942\u092e\u093f\u0915\u093e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0939\u093e\u0932\u093e\u0902\u0915\u093f \u0928\u094b-\u0915\u094b\u0921 \u091f\u0942\u0932\u094d\u0938 \u092c\u093e\u0927\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092b\u093f\u0930 \u092d\u0940 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u091c\u0947\u0902\u091f\u094d\u0938 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0914\u0930 \u0905\u0928\u094d\u092f \u091f\u0942\u0932\u094d\u0938 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u091f\u0942\u0932 \u090f\u0915\u094d\u091c\u0940\u0915\u094d\u092f\u0942\u0936\u0928 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u0932\u093f\u0916\u0947\u0902 \u0914\u0930 \u090f\u092a\u0940\u0906\u0908 \u0938\u0947 \u0915\u0928\u0947\u0915\u094d\u091f \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0907\u0928\u092a\u0941\u091f \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u091f\u0947\u0938\u094d\u091f \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0915\u0921\u093c\u093e\u0908 \u0938\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0938\u092b\u0932\u0924\u093e \u0915\u094b \u0926\u094b\u0939\u0930\u093e \u0938\u0915\u0947\u0902, \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0938\u094d\u091f\u092e, \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0914\u0930 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u094b \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u093f\u0924 \u0915\u0930\u0947\u0902\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u091a\u094d\u091b\u0947 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u0940\u0915\u0930\u0923 \u0914\u0930 \u0938\u094d\u092a\u0937\u094d\u091f \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0938\u0947 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948 \u0915\u093f \u091f\u0940\u092e\u0947\u0902 \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0930 \u0938\u0915\u0947\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-growing-ecosystem-of-tools\"><span class=\"ez-toc-section\" id=\"Growing_Ecosystem_of_Tools\"><\/span>\u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u093e \u092c\u0922\u093c\u0924\u093e \u0939\u0941\u0906 \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u092c\u0922\u093c\u0924\u0947 \u0939\u0941\u090f \u0907\u0915\u094b\u0938\u093f\u0938\u094d\u091f\u092e \u092e\u0947\u0902 \u0924\u092c\u094d\u0926\u0940\u0932 \u0939\u094b \u091a\u0941\u0915\u093e \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0906\u092a \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0938\u094d\u0924\u0930 \u092a\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902 \u092f\u093e \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092e\u0947\u0902 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930 \u0930\u0939\u0947 \u0939\u094b\u0902, \u0905\u092c \u0906\u092a\u0915\u0947 \u092a\u093e\u0938 \u0915\u0908 \u0935\u093f\u0915\u0932\u094d\u092a \u092e\u094c\u091c\u0942\u0926 \u0939\u0948\u0902\u0964 <strong>\u0915\u0908 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/strong> \u0938\u0947 \u091a\u0941\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0926\u0943\u0936\u094d\u092f \u0907\u0902\u091f\u0930\u092b\u0947\u0938 \u0935\u093e\u0932\u0947 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930\u0964.<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u090f\u091c\u0947\u0902\u091f \u091c\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 (\u091c\u0948\u0938\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u093c\u093e\u0907\u0932\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930\u0928\u093e \u092f\u093e \u092e\u094c\u0938\u092e \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e) \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964.<\/li>\n\n\n\n<li>\u0910\u0938\u0940 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u091c\u094b \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0939\u0932\u0947 \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0940 \u091c\u093e \u0930\u0939\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0914\u0930 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-real-world-applications-of-ai-agents\"><span class=\"ez-toc-section\" id=\"Real-World_Applications_of_AI_Agents\"><\/span>\u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935 \u0921\u093e\u0932 \u0930\u0939\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0907\u0938 \u092c\u093e\u0924 \u0915\u094b \u092c\u0926\u0932 \u0930\u0939\u0947 \u0939\u0948\u0902 \u0915\u093f \u0938\u0902\u0917\u0920\u0928 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0915\u0948\u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0924\u0947 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u0947\u0935\u093e \u092e\u0947\u0902, \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u090f\u091c\u0947\u0902\u091f \u091a\u094c\u092c\u0940\u0938\u094b\u0902 \u0918\u0902\u091f\u0947 \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c \u0926\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u094b \u0939\u0932 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0924\u0941\u0930\u0902\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u2014\u0905\u092c \u0939\u094b\u0932\u094d\u0921 \u092a\u0930 \u0907\u0902\u0924\u091c\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u091c\u0930\u0942\u0930\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901 \u0930\u094b\u0917\u0940 \u0921\u0947\u091f\u093e \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947, \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0928\u0947 \u0914\u0930 \u092f\u0939\u093e\u0901 \u0924\u0915 \u0915\u093f \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0909\u092a\u091a\u093e\u0930 \u092f\u094b\u091c\u0928\u093e\u090f\u0901 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e \u0930\u0939\u0940 \u0939\u0948\u0902, \u0914\u0930 \u092f\u0939 \u0938\u092c \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0938\u093e\u0935\u0927\u093e\u0928\u0940 \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0924\u0947 \u0939\u0941\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0935\u093f\u0924\u094d\u0924 \u0935\u093f\u092d\u093e\u0917 \u0915\u0940 \u091f\u0940\u092e\u0947\u0902 \u0927\u094b\u0916\u093e\u0927\u0921\u093c\u0940 \u0935\u093e\u0932\u0947 \u0932\u0947\u0928-\u0926\u0947\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u092c\u093e\u091c\u093e\u0930 \u0915\u0947 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0928\u093f\u0935\u0947\u0936 \u0938\u0932\u093e\u0939 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948 \u091c\u093f\u0928\u092e\u0947\u0902 \u092a\u0939\u0932\u0947 \u0918\u0902\u091f\u094b\u0902 \u0915\u093e \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0932\u0917\u0924\u093e \u0925\u093e\u0964 \u0936\u093f\u0915\u094d\u0937\u093e \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902, \u090f\u091c\u0947\u0902\u091f \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0905\u0928\u0941\u092d\u0935 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0905\u0938\u093e\u0907\u0928\u092e\u0947\u0902\u091f \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u091b\u093e\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0926\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0940\u0916\u0928\u093e \u0905\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f \u0914\u0930 \u0906\u0915\u0930\u094d\u0937\u0915 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0928 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u091c\u094b \u091a\u0940\u091c\u093c \u0907\u0924\u0928\u0940 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948, \u0935\u0939 \u0939\u0948 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u091a\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930\u0928\u0947, \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u092f\u094b\u0917\u094d\u092f \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u0947 \u0915\u0940 \u0909\u0928\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0964 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0914\u0930 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u091f\u0942\u0932 \u0907\u0928 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u0928\u093e \u0914\u0930 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u093e \u092a\u0939\u0932\u0947 \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0906\u0938\u093e\u0928 \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0914\u0930 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924\u094b\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u0947 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964 \u092c\u0947\u0936\u0915, \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928, \u0932\u093e\u0917\u0924 \u0914\u0930 \u0935\u093f\u0932\u0902\u092c\u0924\u093e \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u0924\u0941\u0932\u0928 \u092c\u0928\u093e\u0928\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u0924\u092c \u091c\u092c \u090f\u091c\u0947\u0902\u091f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e\u090f\u0901 \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u0938\u0939\u0940 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u092a\u0930 \u0938\u094b\u091a-\u0938\u092e\u091d\u0915\u0930 \u0932\u093e\u0917\u0942 \u0915\u0930\u0915\u0947, \u0938\u0902\u0917\u0920\u0928 \u0928\u0908 \u0915\u093e\u0930\u094d\u092f\u0915\u0941\u0936\u0932\u0924\u093e \u0915\u094b \u0905\u0928\u0932\u0949\u0915 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0939\u0930 \u091c\u0917\u0939 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0947\u0939\u0924\u0930 \u0905\u0928\u0941\u092d\u0935 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-measuring-agent-performance\"><span class=\"ez-toc-section\" id=\"Measuring_Agent_Performance\"><\/span>\u090f\u091c\u0947\u0902\u091f \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092e\u093e\u092a\u0928\u093e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0947\u0935\u0932 \u0909\u0928\u094d\u0939\u0947\u0902 \u091a\u093e\u0932\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0939\u0948, \u092c\u0932\u094d\u0915\u093f \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947About \u0939\u0948 \u0915\u093f \u0935\u0947 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u092e\u0942\u0932\u094d\u092f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0947\u0902\u0964 \u0910\u0938\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a\u0915\u094b \u092f\u0939 \u092e\u093e\u092a\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948 \u0915\u093f \u0906\u092a\u0915\u093e AI \u090f\u091c\u0947\u0902\u091f \u0915\u093f\u0924\u0928\u093e \u0905\u091a\u094d\u091b\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930 \u0930\u0939\u093e \u0939\u0948\u0964 \u0938\u091f\u0940\u0915\u0924\u093e (accuracy), \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u092e\u092f (response time), \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0940 \u0938\u0902\u0924\u0941\u0937\u094d\u091f\u093f (user satisfaction), \u0914\u0930 \u090f\u091c\u0947\u0902\u091f \u0915\u093f\u0924\u0928\u0940 \u092c\u093e\u0930 \u0905\u092a\u0928\u0947 \u0938\u094c\u0902\u092a\u0947 \u0917\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u092b\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u0942\u0930\u093e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0938\u0902\u0915\u0947\u0924\u0915\u094b\u0902 (KPIs) \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0915\u0947 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0930\u0947\u0902\u0964 \u0938\u091f\u0940\u0915 (precision), \u092f\u093e\u0926 (recall), \u0914\u0930 F1-\u0938\u094d\u0915\u094b\u0930 \u091c\u0948\u0938\u0947 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0906\u092a\u0915\u094b \u0907\u0938 \u092c\u093e\u0924 \u0915\u0940 \u0917\u0939\u0930\u093e\u0908 \u0938\u0947 \u091c\u093e\u0902\u091a \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0906\u092a\u0915\u093e \u090f\u091c\u0947\u0902\u091f \u0915\u093f\u0924\u0928\u0940 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0938\u0947 \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c \u0926\u0947\u0924\u093e \u0939\u0948 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0942\u091c\u093c\u0930 \u092b\u0940\u0921\u092c\u0948\u0915 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0914\u0930 \u0916\u0926\u093e\u0928 \u0939\u0948\u0964 \u092b\u0940\u0921\u092c\u0948\u0915 \u0915\u094b \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u093f\u0924 \u0915\u0930\u0915\u0947, \u0906\u092a \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0915\u092e\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092f\u0942\u095b\u0930\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u0928\u093f\u092f\u092e\u093f\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0906\u092a\u0915\u093e \u090f\u091c\u0947\u0902\u091f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948 \u0914\u0930 \u0905\u092a\u094d\u0930\u0924\u094d\u092f\u093e\u0936\u093f\u0924 \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0932\u0948\u0902\u0917\u091a\u0947\u0928 \u0914\u0930 \u0935\u0930\u094d\u091f\u0947\u0915\u094d\u0938 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u091c\u0948\u0938\u0947 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u091f\u0942\u0932 \u0914\u0930 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0906\u092a\u0915\u0947 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u094b \u0906\u0938\u093e\u0928 \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0928\u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092c\u0947\u0939\u0924\u0930 \u0939\u094b\u0924\u0947 \u0930\u0939\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u093e\u0926 \u0930\u0916\u0947\u0902, \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u090f\u0915 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924\u093f \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948: \u092e\u093e\u092a\u0947\u0902, \u0938\u0940\u0916\u0947\u0902 \u0914\u0930 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0947\u0902 \u0924\u093e\u0915\u093f \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b \u0938\u0915\u0947 \u0915\u093f \u0906\u092a\u0915\u093e \u090f\u091c\u0947\u0902\u091f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0924\u093e \u0930\u0939\u0947 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u092a\u0930\u093f\u0923\u093e\u092e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0947\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-agent-security-and-reliability\"><span class=\"ez-toc-section\" id=\"Agent_Security_and_Reliability\"><\/span>\u090f\u091c\u0947\u0902\u091f \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u091c\u092c \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u094b \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092c\u093e\u0924 \u0906\u0924\u0940 \u0939\u0948, \u0924\u094b \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0938\u0947 \u0915\u094b\u0908 \u0938\u092e\u091d\u094c\u0924\u093e \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u0935\u093f\u0924\u094d\u0924 \u091c\u0948\u0938\u0947 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902\u0964 \u092d\u0930\u094b\u0938\u0947\u092e\u0902\u0926 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0939\u0930 \u091a\u0930\u0923 \u092e\u0947\u0902 \u0909\u091a\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f (\u0917\u093e\u0930\u094d\u0921\u0930\u0947\u0932\u094d\u0938) \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0939\u094b\u0902\u0917\u0947\u0964 \u0907\u0938\u0915\u093e \u092e\u0924\u0932\u092c \u0939\u0948 \u0938\u092d\u0940 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u093e, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0928\u093e, \u0914\u0930 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e \u0915\u093f \u0921\u0947\u091f\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0914\u0930 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u0940 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u093e \u092d\u0940 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948: \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u0915\u093f \u090f\u091c\u0947\u0902\u091f \u0905\u092a\u0928\u0947 \u0909\u0924\u094d\u0924\u0930\u094b\u0902 \u0924\u0915 \u0915\u0948\u0938\u0947 \u092a\u0939\u0941\u0902\u091a\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0906\u0924\u094d\u092e\u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0914\u0930 \u092d\u0930\u094b\u0938\u093e \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0928\u093f\u092f\u092e\u093f\u0924 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0911\u0921\u093f\u091f\u093f\u0902\u0917 \u0938\u0947 \u0915\u092e\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u092e\u0938\u094d\u092f\u093e \u092c\u0928\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0939\u0940 \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0914\u0930 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930 \u091f\u0942\u0932\u094d\u0938, \u091c\u0948\u0938\u0947 \u0915\u093f \u0935\u0930\u094d\u091f\u0947\u0915\u094d\u0938 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u093f\u0932\u094d\u0921\u0930, \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0921\u0947\u0935\u0932\u092a\u0930 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0914\u0930 \u0938\u0930\u094d\u0935\u094b\u0924\u094d\u0924\u092e \u092a\u094d\u0930\u0925\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0928 \u091f\u0942\u0932\u094d\u0938 \u092e\u0947\u0902 \u0905\u0915\u094d\u0938\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0921\u0947\u091f\u093e \u0939\u0948\u0902\u0921\u0932\u093f\u0902\u0917, \u0907\u0928\u092a\u0941\u091f \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0914\u0930 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0932\u0949\u0917\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u0930\u094d\u0925\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0906\u092a \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u093e \u0924\u0941\u0930\u0902\u0924 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u0902\u0924\u0924\u0903, \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f AI \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u093e \u0915\u0947\u0935\u0932 \u0924\u0915\u0928\u0940\u0915 \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0939\u0948 \u2014 \u092f\u0939 \u0910\u0938\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0939\u0948 \u091c\u093f\u0928 \u092a\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u092d\u0930\u094b\u0938\u093e \u0915\u0930 \u0938\u0915\u0947\u0902\u0964 \u0938\u0941\u0930\u0915\u094d\u0937\u093e, \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0914\u0930 \u0928\u093f\u0930\u0902\u0924\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0915\u0930, \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0910\u0938\u0947 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0928 \u0915\u0947\u0935\u0932 \u0905\u091a\u094d\u091b\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u092c\u0932\u094d\u0915\u093f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0939\u093f\u0924\u0927\u093e\u0930\u0915\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092d\u0940 \u0905\u0930\u094d\u091c\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-final-thoughts-build-agents-thoughtfully\"><span class=\"ez-toc-section\" id=\"Final_Thoughts_Build_Agents_Thoughtfully\"><\/span>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937: \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0938\u094b\u091a-\u0938\u092e\u091d\u0915\u0930 \u0915\u0930\u0947\u0902\u0964<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u093e \u0928\u093f\u0930\u094d\u0923\u092f \u091c\u0932\u094d\u0926\u092c\u093e\u091c\u0940 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0932\u0947\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u0916\u0941\u0926 \u0938\u0947 \u092a\u0942\u091b\u0947\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092f\u0939 \u090f\u0915 <strong>\u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f<\/strong> \u0915\u094c\u0928 \u0938\u0940 \u0910\u0938\u0940 \u0915\u0902\u092a\u0928\u0940 \u0939\u0948 \u091c\u093f\u0938\u0947 \u090f\u0906\u0908 \u0938\u0947 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u092b\u093e\u092f\u0926\u093e \u0939\u094b\u0924\u093e \u0939\u0948?<\/li>\n\n\n\n<li>\u0915\u094d\u092f\u093e \u092e\u0947\u0930\u0947 \u092a\u093e\u0938 \u0939\u0948 <strong>\u0921\u0947\u091f\u093e, \u092a\u0939\u0941\u0902\u091a \u0914\u0930 \u0909\u092a\u0915\u0930\u0923<\/strong> \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948?<\/li>\n\n\n\n<li>\u0915\u094d\u092f\u093e <strong>\u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0930\u0947\u0932\u093f\u0902\u0917<\/strong> \u091c\u0917\u0939 \u092e\u0947\u0902?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u092f\u0926\u093f \u0939\u093e\u0901, \u0924\u094b \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u0906\u0917\u0947 \u092c\u0922\u093c\u0947\u0902\u0964 \u092f\u0926\u093f \u0928\u0939\u0940\u0902, \u0924\u094b \u092c\u0947\u0939\u0924\u0930 \u0939\u094b\u0917\u093e \u0915\u093f \u0906\u092a \u0938\u0930\u0932 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902 \u092f\u093e \u092e\u094c\u091c\u0942\u0926\u093e \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0930\u0947\u0902\u0964 \u092f\u093e\u0926 \u0930\u0916\u0947\u0902: \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u0906\u0915\u0930\u094d\u0937\u0915 \u0921\u0947\u092e\u094b \u0926\u093f\u0916\u093e\u0928\u0947 \u0938\u0947 \u091c\u093c\u094d\u092f\u093e\u0926\u093e \u091c\u093c\u0930\u0942\u0930\u0940 \u0939\u0948 \u0910\u0938\u0947 \u092e\u091c\u093c\u092c\u0942\u0924 \u0938\u093f\u0938\u094d\u091f\u092e \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0930\u0928\u093e \u091c\u094b \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902, \u091f\u0940\u092e\u094b\u0902 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0940 \u092e\u0926\u0926 \u0915\u0930\u0947\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-faqs-answering-common-questions\"><span class=\"ez-toc-section\" id=\"FAQs_Answering_Common_Questions\"><\/span>\u0905\u0915\u094d\u0938\u0930 \u092a\u0942\u091b\u0947 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u0936\u094d\u0928: \u0906\u092e \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-what-are-the-4-rules-of-ai-agents\"><span class=\"ez-toc-section\" id=\"1_What_are_the_4_rules_of_AI_agents\"><\/span>1. <strong>\u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0915\u0947 4 \u0928\u093f\u092f\u092e \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u091c\u091f\u093f\u0932\u0924\u093e:<\/strong> \u0915\u0947\u0935\u0932 \u0909\u0928 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u090f\u0902 \u091c\u093f\u0928\u092e\u0947\u0902 \u0924\u0930\u094d\u0915 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/li>\n\n\n\n<li><strong>\u0915\u0940\u092e\u0924:<\/strong> \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0947\u0902 \u0915\u093f \u0915\u093e\u0930\u094d\u092f \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u0938\u093e\u0930\u094d\u0925\u0915 \u0939\u0948\u0964.<\/li>\n\n\n\n<li><strong>\u0935\u094d\u092f\u0935\u0939\u093e\u0930\u094d\u092f\u0924\u093e:<\/strong> \u091c\u093e\u0902\u091a \u0932\u0947\u0902 \u0915\u093f \u0909\u092a\u0915\u0930\u0923, \u090f\u092a\u0940\u0906\u0908 \u0914\u0930 \u0921\u0947\u091f\u093e \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902 \u092f\u093e \u0928\u0939\u0940\u0902\u0964.<\/li>\n\n\n\n<li><strong>\u091c\u094b\u0916\u093f\u092e:<\/strong> \u091c\u094b\u0916\u093f\u092e \u092d\u0930\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0909\u091a\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0964.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-why-do-we-use-agents\"><span class=\"ez-toc-section\" id=\"2_Why_do_we_use_agents\"><\/span>2. <strong>\u0939\u092e \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u094d\u092f\u094b\u0902 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0935\u0947 \u0909\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0938\u0902\u092d\u093e\u0932 \u0928\u0939\u0940\u0902 \u0938\u0915\u0924\u0947\u0964 \u0935\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0938\u0935\u093e\u0932\u094b\u0902 \u0915\u0947 \u091c\u0935\u093e\u092c \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0935\u093e\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902 \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u094b\u0902 \u0914\u0930 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u092c\u0921\u093c\u0940 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e\u0913\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u091c\u093c\u093e\u0926\u0940 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-can-i-build-ai-agents-without-coding\"><span class=\"ez-toc-section\" id=\"3_Can_I_build_AI_agents_without_coding\"><\/span>3. <strong>\u0915\u094d\u092f\u093e \u092e\u0948\u0902 \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u092c\u093f\u0928\u093e \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e \u0938\u0915\u0924\u093e \u0939\u0942\u0901?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u092c\u093f\u0932\u094d\u0915\u0941\u0932\u0964 \u0906\u0927\u0941\u0928\u093f\u0915 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0906\u092a\u0915\u094b \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u0928\u0947, API \u0915\u0928\u0947\u0915\u094d\u091f \u0915\u0930\u0928\u0947 \u0914\u0930 \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u090f\u0915 \u0938\u093e\u0927\u093e\u0930\u0923 \u0935\u093f\u0935\u0930\u0923 \u092f\u093e \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0915\u0947 \u0938\u093e\u0925 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964 \u092c\u0938 \u0932\u0949\u0917 \u0907\u0928 \u0915\u0930\u0947\u0902, \u090f\u0915 \u0928\u092f\u093e \u0916\u093e\u0924\u093e \u092c\u0928\u093e\u090f\u0902, \u0905\u092a\u0928\u0940 API \u0915\u0941\u0902\u091c\u0940 \u092a\u0947\u0938\u094d\u091f \u0915\u0930\u0947\u0902 \u0914\u0930 \u092c\u093f\u0928\u093e \u0915\u094b\u0921 \u0915\u094b \u091b\u0941\u090f \u090f\u0915 \u0928\u092f\u093e \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e\u090f\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-why-do-most-ai-agents-fail-in-production-and-how-to-build-ones-that-don-t\"><span class=\"ez-toc-section\" id=\"4_Why_do_most_AI_agents_fail_in_production_and_how_to_build_ones_that_dont\"><\/span>4. <strong>\u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0915\u094d\u092f\u094b\u0902 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0910\u0938\u0947 \u090f\u0906\u0908 \u090f\u091c\u0947\u0902\u091f \u0915\u0948\u0938\u0947 \u092c\u0928\u093e\u090f \u091c\u093e\u090f\u0902 \u091c\u094b \u0935\u093f\u092b\u0932 \u0928 \u0939\u094b\u0902?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0935\u093f\u092b\u0932\u0924\u093e\u090f\u0901 \u092a\u0930\u0940\u0915\u094d\u0937\u0923, \u0905\u0935\u0932\u094b\u0915\u0928\u0936\u0940\u0932\u0924\u093e \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u0940 \u0915\u092e\u0940 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964 \u0938\u092b\u0932 \u0939\u094b\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091b\u094b\u091f\u0947 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0938\u0947 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u092e\u0927\u094d\u092f\u0935\u0930\u094d\u0924\u0940 \u091a\u0930\u0923\u094b\u0902 \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0947\u0902 \u0914\u0930 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0947 \u092a\u094d\u0930\u0935\u093e\u0939 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u0924\u0930\u094d\u0915 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u091f\u094b\u0915\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0947\u0902\u0964.<\/li>\n\n\n\n<li>\u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0915\u094b \u0938\u094d\u092a\u0937\u094d\u091f \u0930\u0916\u0947\u0902, \u0915\u0947\u0935\u0932 \u0906\u0935\u0936\u094d\u092f\u0915 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u094b \u0939\u0940 \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0947\u0902 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0902\u0964.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0907\u0928 \u092e\u0941\u0916\u094d\u092f \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u0915\u093e \u092a\u093e\u0932\u0928 \u0915\u0930\u0947\u0902, \u0914\u0930 \u0906\u092a \u0910\u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u090f\u091c\u0947\u0902\u091f \u092c\u0928\u093e \u0930\u0939\u0947 \u0939\u094b\u0902\u0917\u0947 \u091c\u094b \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091a\u093e\u0939\u0947 \u0935\u0947 \u0915\u093f\u0938\u0940 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092b\u093c\u093e\u0907\u0932 \u0915\u094b \u092a\u0922\u093c \u0930\u0939\u0947 \u0939\u094b\u0902, \u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u0902\u0926\u0947\u0936\u094b\u0902 \u0915\u093e \u091c\u0935\u093e\u092c \u0926\u0947 \u0930\u0939\u0947 \u0939\u094b\u0902, \u092f\u093e \u0915\u093f\u0938\u0940 \u0928\u0908 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0947 \u0932\u093f\u090f \u092e\u094c\u0938\u092e \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0932\u093e \u0930\u0939\u0947 \u0939\u094b\u0902\u0964.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>So, you\u2019ve been hearing all the buzz about AI agents and wondering: \u201cShould I build an agent for my work, or am I better off sticking to simpler workflows?\u201d If you\u2019re anything like most developers, teams, and curious users dabbling in AI, you\u2019ve probably already seen agent builder tools, read a bit of documentation, and [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":46228,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[55],"class_list":["post-47982","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-artificial-intelligence"],"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>Master the Process: Build an Agent for Real-World Applications<\/title>\n<meta name=\"description\" content=\"Learn how to build effective agents for real-world applications. Enhance your skills and tackle practical challenges. Read the article to get started!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.investglass.com\/hi\/\u0915\u094d\u092f\u093e-\u0906\u092a\u0915\u094b-\u090f\u091c\u0947\u0902\u091f-\u092c\u0928\u093e\u0928\u093e-\u091a\u093e\u0939\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Should You Build an Agent? 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