{"id":3499,"date":"2025-05-03T14:40:15","date_gmt":"2025-05-03T11:40:15","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=3499"},"modified":"2025-06-13T08:50:19","modified_gmt":"2025-06-13T05:50:19","slug":"attaining-llm-certainty-with-ai-decision-circuits","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/attaining-llm-certainty-with-ai-decision-circuits\/","title":{"rendered":"\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0648\u0627\u0626\u0631 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0630\u0643\u064a\u0629"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0625\u0646 \u0627\u0644\u0648\u0639\u062f \u0627\u0644\u0630\u064a \u062a\u062d\u0645\u0644\u0647 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI Agents) \u0642\u062f \u0627\u062c\u062a\u0627\u062d \u0627\u0644\u0639\u0627\u0644\u0645. \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0627\u0644\u0645 \u0645\u0646 \u062d\u0648\u0644\u0647\u0645\u060c \u0648\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a (\u0648\u0644\u0643\u0646 \u0644\u064a\u0633 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629)\u060c \u0648\u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0646\u064a\u0627\u0628\u0629 \u0639\u0646\u0643\u060c \u0648\u0628\u0634\u0643\u0644 \u0639\u0627\u0645 \u062c\u0639\u0644 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0635\u0639\u0628 \u0645\u0646 \u0623\u062a\u0645\u062a\u0629 \u0623\u064a \u0645\u0647\u0645\u0629 \u0633\u0647\u0644\u0627\u064b \u0648\u0645\u062a\u0627\u062d\u064b\u0627.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u064a\u062a\u0639\u0627\u0645\u0644\u0648\u0646 \u0645\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0628\u0633\u0631\u0639\u0629. \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0628\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0627 &#8211; \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0639\u0645\u0644\u064a\u062a\u0643 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u062a\u0637\u0644\u0628 \u0648\u062c\u0648\u062f \u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631 \u0628\u0634\u0623\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u060c \u0641\u0642\u062f \u062a\u0635\u0628\u062d \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0647\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627. \u062d\u062a\u0649 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u062f\u0642\u0629 99.95% \u0633\u064a\u0631\u062a\u0643\u0628 5 \u0623\u062e\u0637\u0627\u0621 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 10,000 \u0645\u0643\u0627\u0644\u0645\u0629. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0639\u0631\u0641\u0629 \u0630\u0644\u0643\u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0623\u0646 \u064a\u062e\u0628\u0631\u0643 <strong>\u0623\u064a<\/strong> 5 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0640 10,000 \u0645\u0643\u0627\u0644\u0645\u0629 \u062a\u0645 \u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"attachment-post-thumbnail size-post-thumbnail not-transparent wp-post-image aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/2000.jpg\" alt=\"\u062a\u0635\u064a\u064a\u0631 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU)\" width=\"2000\" height=\"1667\" data-has-transparency=\"false\" data-dominant-color=\"6b6e6e\" \/><\/p>\n<p class=\"wp-block-paragraph\">\u062a\u0642\u0646\u064a\u0629 &#8220;LLM-as-a-Judge&#8221; \u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u062a\u0642\u0648\u0645 \u0641\u064a\u0647\u0627 \u0628\u062a\u063a\u0630\u064a\u0629 \u0643\u0644 \u0645\u062f\u062e\u0644 \u0628\u0639\u0645\u0644\u064a\u0629 LLM \u0623\u062e\u0631\u0649 \u0644\u062a\u0642\u064a\u064a\u0645 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0627\u062a\u062c \u0627\u0644\u0642\u0627\u062f\u0645 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644 \u0635\u062d\u064a\u062d\u064b\u0627. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0647\u0630\u0647 \u0639\u0645\u0644\u064a\u0629 LLM \u0623\u062e\u0631\u0649\u060c \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629 \u0623\u064a\u0636\u064b\u0627. \u062a\u062e\u0644\u0642 \u0647\u0627\u062a\u0627\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u062a\u0627\u0646 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u062a\u0627\u0646 \u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0631\u062a\u0628\u0627\u0643 \u0645\u0639 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0628\u064a\u0627\u062a \u0627\u0644\u0643\u0627\u0630\u0628\u0629 \u0648\u0627\u0644\u0633\u0644\u0628\u064a\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0627\u0644\u0643\u0627\u0630\u0628\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0639\u0628\u0627\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0642\u062f \u064a\u062a\u0645 \u0627\u0644\u062d\u0643\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u062e\u0644 \u0627\u0644\u0645\u0635\u0646\u0641 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0628\u0648\u0627\u0633\u0637\u0629 \u0639\u0645\u0644\u064a\u0629 LLM \u0628\u0623\u0646\u0647 \u063a\u064a\u0631 \u0635\u062d\u064a\u062d \u0645\u0646 \u0642\u0628\u0644 LLM \u0627\u0644\u0642\u0627\u0636\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0647 \u0623\u0648 \u0627\u0644\u0639\u0643\u0633.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602416 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/image-151.png\" alt=\"\" \/ width=\"604\" height=\"601\"><\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0633\u0628\u0628 \u0647\u0630\u0627 &#8221; <a href=\"https:\/\/en.wikipedia.org\/wiki\/There_are_unknown_unknowns\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u0645\u062c\u0647\u0648\u0644 \u0627\u0644\u0645\u0639\u0631\u0648\u0641<\/a> &#8220;\u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0645\u0631\u0627\u062c\u0639\u0629 \u0648\u0641\u0647\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0640 10,000. \u0644\u0642\u062f \u0639\u062f\u0646\u0627 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0645\u0634\u0643\u0644\u0629 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u064a\u0642\u064a\u0646 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u061f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u060c \u0623\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u064a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u0623\u0646 \u0646\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u064a\u0642\u064a\u0646\u064b\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u062a\u0639\u0645\u064a\u0645\u0647\u0627 \u0639\u0644\u0649 \u0639\u062f\u062f \u0639\u0634\u0648\u0627\u0626\u064a \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u062f\u0627\u0644\u0629 \u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645. \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0630\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0645\u062a\u0627\u062d \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u062e\u0627\u0635 \u0628\u064a\u060c <a href=\"https:\/\/github.com\/Barneyjm\/ai-decision-circuits\/blob\/main\/formula-derivation.md\" target=\"_blank\" rel=\"noreferrer noopener\">ai-decision-circuits<\/a>.<\/p>\n<h2 class=\"wp-block-heading\">\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a<\/h2>\n<p class=\"wp-block-paragraph\">\u0625\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u062a\u0635\u062d\u064a\u062d\u0647\u0627 \u0644\u064a\u0633\u0627 \u0628\u0645\u0641\u0647\u0648\u0645\u064a\u0646 \u062c\u062f\u064a\u062f\u064a\u0646. \u064a\u0639\u062a\u0628\u0631 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0627\u0638\u0631\u064a\u0629. \u062d\u062a\u0649 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0642\u062f\u0631\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0643\u062a\u0634\u0627\u0641\u0647\u0627. \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u0644\u0647\u0627\u0645 \u0623\u0641\u0643\u0627\u0631 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u062a\u0646\u0641\u064a\u0630 \u0634\u064a\u0621 \u0645\u0645\u0627\u062b\u0644 \u0645\u0639 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 <mark>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/mark> \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-603022 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/image-237-1024x427-1.png\" alt=\"\" \/ width=\"1024\" height=\"427\"><\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0645\u0646\u0637\u0642 Boolean\u060c \u062a\u0639\u062a\u0628\u0631 \u0628\u0648\u0627\u0628\u0627\u062a NAND \u0647\u064a \u0627\u0644\u0643\u0623\u0633 \u0627\u0644\u0645\u0642\u062f\u0633\u0629 \u0644\u0644\u062d\u0633\u0627\u0628 \u0644\u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0623\u064a \u0639\u0645\u0644\u064a\u0629. \u0625\u0646\u0647\u0627 \u0643\u0627\u0645\u0644\u0629 \u0648\u0638\u064a\u0641\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u064a\u0645\u0643\u0646 \u0625\u0646\u0634\u0627\u0621 \u0623\u064a \u0639\u0645\u0644\u064a\u0629 \u0645\u0646\u0637\u0642\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0648\u0627\u0628\u0627\u062a NAND \u0641\u0642\u0637. \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0627 \u0627\u0644\u0645\u0628\u062f\u0623 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0647\u064a\u0627\u0643\u0644 \u0642\u0648\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0639 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u062f\u0645\u062c. \u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0628\u0625\u0646\u0634\u0627\u0621 <mark>\u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u0648\u0646\u064a\u0629<\/mark> \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0623\u0648 \u0627\u0644\u0645\u0634\u0648\u0634\u0629.<\/p>\n<h2 class=\"wp-block-heading\">\u0645\u0646 \u0627\u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 \u062f\u0648\u0627\u0626\u0631 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 (AI)<\/h2>\n<p class=\"wp-block-paragraph\">\u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u062b\u0644\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0636\u0645\u0627\u0646 \u062d\u0633\u0627\u0628\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 (AI) \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u0644\u0627\u0621 \u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0628\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0623\u0643\u062b\u0631 \u062f\u0642\u0629. \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0627\u0626\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0628\u0627\u062f\u0626 \u0645\u0646 \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0645\u0646\u0637\u0642 Boolean:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (Redundant Processing):<\/strong> \u064a\u0642\u0648\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0646\u0641\u0633 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPUs) \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u062f\u0648\u0627\u0626\u0631 \u0645\u062a\u0643\u0631\u0631\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0632\u064a\u062f \u0645\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0646\u0638\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062c\u0645\u0627\u0639 (Consensus Mechanisms):<\/strong> \u064a\u062a\u0645 \u062f\u0645\u062c \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0635\u0648\u064a\u062a \u0623\u0648 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u062d\u0629\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0628\u0648\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u063a\u0644\u0628\u064a \u0641\u064a \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0627\u0645\u062d\u0629 \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621. \u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u064a\u0627\u062a \u062a\u0636\u0645\u0646 \u0623\u0646 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u064a\u0639\u0643\u0633 \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0622\u0631\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062a\u062d\u0642\u0642 (Validator Agents):<\/strong> \u064a\u062a\u062d\u0642\u0642 \u0645\u062f\u0642\u0642\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0648\u0646 \u0645\u0646 \u0645\u062f\u0649 \u0645\u0639\u0642\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u064a\u0639\u0645\u0644\u0648\u0646 \u0628\u0634\u0643\u0644 \u0645\u0634\u0627\u0628\u0647 \u0644\u0631\u0645\u0648\u0632 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0645\u062b\u0644 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Parity_bit\" target=\"_blank\" rel=\"noopener noreferrer\">\u0628\u062a\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0641\u0624 (Parity bits)<\/a> \u0623\u0648 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Cyclic_redundancy_check\" target=\"_blank\" rel=\"noopener noreferrer\">\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u062f\u0648\u0631\u064a (CRC checks)<\/a>. \u0647\u0630\u0647 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u064a\u0642\u0644\u0644\u0648\u0646 \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062e\u0627\u0637\u0626\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u062f\u0645\u062c \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0628\u0634\u0631\u064a \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 (Human-in-the-Loop Integration):<\/strong> \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0628\u0634\u0631\u064a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0641\u064a \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0627\u0644\u0628\u0634\u0631\u064a \u0643\u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629. \u0647\u0630\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0647\u0627\u0645\u0629 \u062a\u062e\u0636\u0639 \u0644\u062a\u0642\u064a\u064a\u0645 \u0628\u0634\u0631\u064a.<\/li>\n<\/ol>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0643\u0645\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0627\u0645\u0644 \u0648\u0627\u062d\u062f\u060c \u064a\u0623\u062a\u064a \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0641\u0634\u0644 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0645\u062e\u0632\u0646\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0645\u062b\u0644 <a href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noreferrer noopener\">LangSmith<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602527 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/14CXTDzzYRqcCGDGs3oitbQ.png\" alt=\"\" \/ width=\"340\" height=\"104\"><\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0627\u0645\u0644 \u062f\u0642\u064a\u0642 \u0628\u0646\u0633\u0628\u0629 90%\u060c \u0641\u0625\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0641\u0634\u0644\u060c <code>p_1<\/code>\u060c <code>1\u20130.9<\/code> \u0647\u0648 0.1\u060c \u0623\u0648 10%.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602529 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1dOyeoKqXdlHTrFbBQS_Z9w.png\" alt=\"\" \/ width=\"479\" height=\"110\"><\/p>\n<p class=\"wp-block-paragraph\">\u0625\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0641\u0634\u0644 \u0639\u0627\u0645\u0644\u064a\u0646 \u0645\u0633\u062a\u0642\u0644\u064a\u0646 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0647\u0648 \u0627\u062d\u062a\u0645\u0627\u0644 \u062f\u0642\u0629 \u0643\u0644\u0627 \u0627\u0644\u0639\u0627\u0645\u0644\u064a\u0646 \u0645\u0636\u0631\u0648\u0628\u064b\u0627 \u0645\u0639\u064b\u0627:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602538 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1_Qjoz0f7DMEJ_gkZg_DI8g.png\" alt=\"\" \/ width=\"573\" height=\"139\"><\/p>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0646\u0627 N \u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0645\u0639 \u0647\u0624\u0644\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0644\u0644\u0625\u062e\u0641\u0627\u0642\u0627\u062a \u0647\u0648<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602535 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1Ib06Xzpv_24ng47yqaqVvQ.png\" alt=\"\" \/ width=\"800\" height=\"122\"><\/p>\n<p class=\"wp-block-paragraph\">\u0644\u0630\u0644\u0643 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 10,000 \u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0628\u064a\u0646 \u0639\u0627\u0645\u0644\u064a\u0646 \u0645\u0633\u062a\u0642\u0644\u064a\u0646 \u0628\u062f\u0642\u0629 90%\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0644\u0644\u0625\u062e\u0641\u0627\u0642\u0627\u062a \u0647\u0648 100 \u0625\u062e\u0641\u0627\u0642.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602536 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1tGwFH_tkMq4UntaTcKZR9Q.png\" alt=\"\" \/ width=\"269\" height=\"78\"><\/p>\n<p class=\"wp-block-paragraph\">\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0627 \u0632\u0644\u0646\u0627 \u0644\u0627 \u0646\u0639\u0631\u0641 <em>\u0623\u064a<\/em> \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629 \u0627\u0644\u0640 10,000 \u0647\u064a \u0627\u0644\u0625\u062e\u0641\u0627\u0642\u0627\u062a \u0627\u0644\u0640 100 \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0646\u0627 \u062f\u0645\u062c \u0623\u0631\u0628\u0639\u0629 \u0627\u0645\u062a\u062f\u0627\u062f\u0627\u062a \u0644\u0647\u0630\u0647 \u0627\u0644\u0641\u0643\u0631\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u062d\u0644 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u064a\u0648\u0641\u0631 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0623\u064a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0639\u064a\u0646\u0629:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0645\u0635\u0646\u0641 \u0623\u0633\u0627\u0633\u064a (\u062f\u0642\u0629 \u0628\u0633\u064a\u0637\u0629 \u0623\u0639\u0644\u0627\u0647)<\/li>\n<li class=\"wp-block-list-item\">\u0645\u0635\u0646\u0641 \u0627\u062d\u062a\u064a\u0627\u0637\u064a (\u062f\u0642\u0629 \u0628\u0633\u064a\u0637\u0629 \u0623\u0639\u0644\u0627\u0647)<\/li>\n<li class=\"wp-block-list-item\">\u0645\u062f\u0642\u0642 \u0627\u0644\u0645\u062e\u0637\u0637 (\u062f\u0642\u0629 0.7 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644)<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602531 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1Jlfbre-WkiYnoXCXlGy9yw.png\" alt=\"\" \/ width=\"800\" height=\"188\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602528 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/14OyEtVfMldrhCWWp3wtFcQ.png\" alt=\"\" \/ width=\"800\" height=\"90\"><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0645\u062f\u0642\u0642 \u0633\u0644\u0628\u064a (n = \u062f\u0642\u0629 0.6 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644)<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602534 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1dqM127YrjQwy-gBWcDx9LQ.png\" alt=\"\" \/ width=\"800\" height=\"172\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602537\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1bx0-aIYi5fIAVIDn7NXRuQ.png\" alt=\"\" \/ width=\"800\" height=\"80\"><\/p>\n<p class=\"wp-block-paragraph\">\u0644\u0648\u0636\u0639 \u0647\u0630\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 (<a href=\"https:\/\/github.com\/Barneyjm\/ai-decision-circuits\/tree\/main\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0643\u0627\u0645\u0644<\/a>)\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <span lang=\"ar\">Python<\/span> \u0628\u0633\u064a\u0637:<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token keyword\">def<\/span> <span class=\"token function\">primary_parser<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> customer_input<span class=\"token punctuation\">:<\/span> str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> str<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Primary parser: Direct command with format expectations.\r\n    \"\"\"<\/span>\r\n    prompt <span class=\"token operator\">=<\/span> f<span class=\"token triple-quoted-string string\">\"\"\"\r\n    Extract the category of the customer service call from the following text as a JSON object with key 'call_type'. \r\n    The call type must be one of: {', '.join(self.call_types)}.\r\n    If the category cannot be determined, return {{'call_type': null}}.\r\n    \r\n    Customer input: \"{customer_input}\"\r\n    \"\"\"<\/span>\r\n    \r\n    response <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token comment\"># Try to parse the response as JSON<\/span>\r\n        result <span class=\"token operator\">=<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span> result\r\n    <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token comment\"># If JSON parsing fails, try to extract the call type from the text<\/span>\r\n        <span class=\"token keyword\">for<\/span> call_type <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>call_types<span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">if<\/span> call_type <span class=\"token keyword\">in<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">:<\/span>\r\n                <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> call_type<span class=\"token punctuation\">}<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">}<\/span>\r\n\r\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">backup_parser<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> customer_input<span class=\"token punctuation\">:<\/span> str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> str<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Backup parser: Chain of thought approach with formatting instructions.\r\n    \"\"\"<\/span>\r\n    prompt <span class=\"token operator\">=<\/span> f<span class=\"token triple-quoted-string string\">\"\"\"\r\n    First, identify the main issue or concern in the customer's message.\r\n    Then, match it to one of the following categories: {', '.join(self.call_types)}.\r\n    \r\n    Think through each category and determine which one best fits the customer's issue.\r\n    \r\n    Return your answer as a JSON object with key 'call_type'.\r\n    \r\n    Customer input: \"{customer_input}\"\r\n    \"\"\"<\/span>\r\n    \r\n    response <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token comment\"># Try to parse the response as JSON<\/span>\r\n        result <span class=\"token operator\">=<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">return<\/span> result\r\n    <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token comment\"># If JSON parsing fails, try to extract the call type from the text<\/span>\r\n        <span class=\"token keyword\">for<\/span> call_type <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>call_types<span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">if<\/span> call_type <span class=\"token keyword\">in<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">:<\/span>\r\n                <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> call_type<span class=\"token punctuation\">}<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">}<\/span>\r\n\r\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">negative_checker<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> customer_input<span class=\"token punctuation\">:<\/span> str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Negative checker: Determines if the text contains enough information to categorize.\r\n    \"\"\"<\/span>\r\n    prompt <span class=\"token operator\">=<\/span> f<span class=\"token triple-quoted-string string\">\"\"\"\r\n    Does this customer service call contain enough information to categorize it into one of these types: \r\n    {', '.join(self.call_types)}?\r\n    \r\n    Answer only 'yes' or 'no'.\r\n    \r\n    Customer input: \"{customer_input}\"\r\n    \"\"\"<\/span>\r\n    \r\n    response <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span>\r\n    answer <span class=\"token operator\">=<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    \r\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">\"yes\"<\/span> <span class=\"token keyword\">in<\/span> answer<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"yes\"<\/span>\r\n    <span class=\"token keyword\">elif<\/span> <span class=\"token string\">\"no\"<\/span> <span class=\"token keyword\">in<\/span> answer<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"no\"<\/span>\r\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token comment\"># Default to yes if the answer is unclear<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"yes\"<\/span>\r\n\r\n@staticmethod\r\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">validate_call_type<\/span><span class=\"token punctuation\">(<\/span>parsed_output<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> bool<span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Schema validator: Checks if the output matches the expected schema.\r\n    \"\"\"<\/span>\r\n    <span class=\"token comment\"># Check if output matches expected schema<\/span>\r\n    <span class=\"token keyword\">if<\/span> <span class=\"token operator\">not<\/span> isinstance<span class=\"token punctuation\">(<\/span>parsed_output<span class=\"token punctuation\">,<\/span> dict<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">or<\/span> <span class=\"token string\">'call_type'<\/span> <span class=\"token operator\">not<\/span> <span class=\"token keyword\">in<\/span> parsed_output<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span>\r\n        \r\n    <span class=\"token comment\"># Verify the extracted call type is in our list of known types or null<\/span>\r\n    call_type <span class=\"token operator\">=<\/span> parsed_output<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token keyword\">return<\/span> call_type <span class=\"token keyword\">is<\/span> None <span class=\"token operator\">or<\/span> call_type <span class=\"token keyword\">in<\/span> CALL_TYPES<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0645\u0639 \u0645\u0646\u0637\u0642 <span lang=\"ar\">Boolean<\/span> \u0628\u0633\u064a\u0637\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0643\u0644 \u0625\u062c\u0627\u0628\u0629:<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token keyword\">def<\/span> <span class=\"token function\">combine_results<\/span><span class=\"token punctuation\">(<\/span>\r\n    primary_result<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> str<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> \r\n    backup_result<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> str<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> \r\n    negative_check<span class=\"token punctuation\">:<\/span> str<span class=\"token punctuation\">,<\/span> \r\n    validation_result<span class=\"token punctuation\">:<\/span> bool<span class=\"token punctuation\">,<\/span>\r\n    customer_input<span class=\"token punctuation\">:<\/span> str\r\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> str<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Combiner: Combines the results from different strategies.\r\n    \"\"\"<\/span>\r\n    <span class=\"token comment\"># If validation failed, use backup<\/span>\r\n    <span class=\"token keyword\">if<\/span> <span class=\"token operator\">not<\/span> validation_result<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">if<\/span> RobustCallClassifier<span class=\"token punctuation\">.<\/span>validate_call_type<span class=\"token punctuation\">(<\/span>backup_result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">return<\/span> backup_result\r\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"needs_human\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span>\r\n            \r\n    <span class=\"token comment\"># If negative check says no call type can be determined but we extracted one, double-check<\/span>\r\n    <span class=\"token keyword\">if<\/span> negative_check <span class=\"token operator\">==<\/span> <span class=\"token string\">'no'<\/span> <span class=\"token operator\">and<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token operator\">not<\/span> None<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">if<\/span> backup_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> None<span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"needs_human\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span>\r\n        <span class=\"token keyword\">elif<\/span> backup_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">==<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token comment\"># Both agree despite negative check, so go with it but mark low confidence<\/span>\r\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"medium\"<\/span><span class=\"token punctuation\">}<\/span>\r\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>\r\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">\"call_type\"<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"needs_human\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span>\r\n            \r\n    <span class=\"token comment\"># If primary and backup agree, high confidence<\/span>\r\n    <span class=\"token keyword\">if<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">==<\/span> backup_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">and<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token operator\">not<\/span> None<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"high\"<\/span><span class=\"token punctuation\">}<\/span>\r\n        \r\n    <span class=\"token comment\"># Default: use primary result with medium confidence<\/span>\r\n    <span class=\"token keyword\">if<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token operator\">not<\/span> None<span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"medium\"<\/span><span class=\"token punctuation\">}<\/span>\r\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> None<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"needs_human\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">\u0645\u0646\u0637\u0642 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631: \u0634\u0631\u062d \u062a\u0641\u0635\u064a\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629<\/h2>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0639\u0646\u062f \u0641\u0634\u0644 \u0646\u0638\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0648\u062f\u0629<\/h3>\n<pre class=\"wp-block-prismatic-blocks language-none\" tabindex=\"0\"><code class=\"language- language-none\">if not validation_result:<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u064a\u0639\u0646\u064a: &#8220;\u0625\u0630\u0627 \u0631\u0641\u0636 \u062e\u0628\u064a\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u062f\u064a\u0646\u0627 (\u0627\u0644\u0645\u062f\u0642\u0642) \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0648\u0644\u064a\u060c \u0641\u0644\u0627 \u062a\u062b\u0642 \u0628\u0647.&#8221; \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0639\u062f \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0623\u064a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643. \u0648\u0625\u0630\u0627 \u0641\u0634\u0644 \u0647\u0630\u0627 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u0641\u0625\u0646\u0647 \u064a\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u0644\u0629 \u0644\u0645\u0631\u0627\u062c\u0639\u062a\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0645\u062e\u062a\u0635 \u0628\u0634\u0631\u064a. \u0647\u0630\u0627 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u064a\u0636\u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0639\u0628\u0627\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629: &#8220;\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0634\u064a\u0621 \u063a\u064a\u0631 \u0635\u062d\u064a\u062d \u0628\u0634\u0623\u0646 \u0625\u062c\u0627\u0628\u062a\u0646\u0627 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u0641\u0644\u0646\u062c\u0631\u0628 \u0637\u0631\u064a\u0642\u062a\u0646\u0627 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0634\u0643\u0648\u0643\u064b\u0627 \u0641\u064a\u0647\u060c \u0641\u0644\u0646\u0637\u0644\u0628 \u062a\u062f\u062e\u0644 \u062e\u0628\u064a\u0631 \u0628\u0634\u0631\u064a.&#8221; \u0647\u0630\u0627 \u064a\u0636\u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a<\/h3>\n<pre class=\"wp-block-prismatic-blocks language-none\" tabindex=\"0\"><code class=\"language- language-none\">if negative_check == 'no' and primary_result['call_type'] is not None:<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u062a\u062a\u062d\u0642\u0642 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0645\u0646 \u0646\u0648\u0639 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a: &#8220;\u064a\u0634\u064a\u0631 \u0645\u062f\u0642\u0642 \u0627\u0644\u0633\u0644\u0628\u064a\u0629 \u0644\u062f\u064a\u0646\u0627 \u0625\u0644\u0649 \u0623\u0646\u0647 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0646\u0648\u0639 \u0645\u0643\u0627\u0644\u0645\u0629\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u062f\u064a\u0646\u0627 \u0648\u062c\u062f \u0646\u0648\u0639\u064b\u0627 \u0639\u0644\u0649 \u0623\u064a \u062d\u0627\u0644.&#8221;<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0644\u0643\u0633\u0631 \u0627\u0644\u062a\u0639\u0627\u062f\u0644:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0625\u0630\u0627 \u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0639\u0644\u0649 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0646\u0648\u0639 \u0645\u0643\u0627\u0644\u0645\u0629 \u2190 \u064a\u062a\u0645 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0628\u0634\u0631\u064a<\/li>\n<li class=\"wp-block-list-item\">\u0625\u0630\u0627 \u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u2190 \u064a\u062a\u0645 \u0627\u0644\u0642\u0628\u0648\u0644 \u0648\u0644\u0643\u0646 \u0628\u062b\u0642\u0629 \u0645\u062a\u0648\u0633\u0637\u0629<\/li>\n<li class=\"wp-block-list-item\">\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u0649 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0646\u0648\u0639 \u0645\u0643\u0627\u0644\u0645\u0629 \u0645\u062e\u062a\u0644\u0641 \u2190 \u064a\u062a\u0645 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0628\u0634\u0631\u064a<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u064a\u0634\u0628\u0647 \u0627\u0644\u0642\u0648\u0644: &#8220;\u0625\u0630\u0627 \u0642\u0627\u0644 \u0623\u062d\u062f \u0627\u0644\u062e\u0628\u0631\u0627\u0621 &#8220;\u0647\u0630\u0627 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0635\u0646\u064a\u0641&#8221; \u0648\u0644\u0643\u0646 \u0622\u062e\u0631 \u064a\u0642\u0648\u0644 \u0625\u0646\u0647 \u0643\u0630\u0644\u0643\u060c \u0641\u0646\u062d\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0641\u0627\u0635\u0644 \u0644\u0644\u062a\u0639\u0627\u062f\u0644 \u0623\u0648 \u062d\u0643\u0645 \u0628\u0634\u0631\u064a.&#8221; \u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u062a\u0635\u0646\u064a\u0641 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0641\u0642 \u0627\u0644\u062e\u0628\u0631\u0627\u0621<\/h3>\n<pre class=\"wp-block-prismatic-blocks language-none\" tabindex=\"0\"><code class=\"language- language-none\">if primary_result['call_type'] == backup_result['call_type'] and primary_result['call_type'] is not None:<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0648\u0635\u0644 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u060c \u064a\u0636\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0644\u0627\u0645\u0629 &#8220;\u062b\u0642\u0629 \u0639\u0627\u0644\u064a\u0629&#8221; &#8211; \u0648\u0647\u0630\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0633\u064a\u0646\u0627\u0631\u064a\u0648. \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u062a\u062d\u062f\u062b \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0637\u0627\u0628\u0642 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0634\u0643\u0644 \u0642\u0627\u0637\u0639.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0645\u0639\u0646\u0649 \u0645\u0628\u0633\u0637: &#8220;\u0625\u0630\u0627 \u062a\u0648\u0635\u0644 \u062e\u0628\u064a\u0631\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u0627\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0643\u0648\u0646 \u0648\u0627\u062b\u0642\u064a\u0646 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0647\u0645\u0627.&#8221; \u0647\u0630\u0627 \u064a\u0645\u062b\u0644 \u062a\u0648\u0627\u0641\u0642 \u0622\u0631\u0627\u0621 \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u060c \u0648\u0647\u0648 \u0645\u0624\u0634\u0631 \u0642\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/p>\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629<\/h3>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u062d\u0627\u0644 \u0639\u062f\u0645 \u0627\u0646\u0637\u0628\u0627\u0642 \u0623\u064a \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u064a\u0639\u0648\u062f \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627 \u0625\u0644\u0649 \u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u062b\u0642\u0629 &#8220;\u0645\u062a\u0648\u0633\u0637\u0629&#8221;. \u0648\u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0646\u0641\u0633\u0647 \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0646\u0648\u0639 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0629\u060c \u0641\u0625\u0646\u0647 \u064a\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u0644\u0629 \u0644\u0645\u0631\u0627\u062c\u0639\u062a\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0645\u062d\u0644\u0644 \u0628\u0634\u0631\u064a \u0645\u062a\u062e\u0635\u0635.<\/p>\n<h2 class=\"wp-block-heading\">\u0623\u0647\u0645\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/h2>\n<p class=\"wp-block-paragraph\">\u064a\u0633\u0627\u0647\u0645 \u0647\u0630\u0627 \u0627\u0644\u0645\u0646\u0637\u0642 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0642\u0648\u064a \u0645\u0646 \u062e\u0644\u0627\u0644:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629<\/strong>: \u0644\u0627 \u064a\u0645\u0646\u062d \u0627\u0644\u0646\u0638\u0627\u0645 \u062b\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0625\u0644\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0641\u0642 \u0637\u0631\u0642 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0625\u0646\u0630\u0627\u0631\u0627\u062a \u0627\u0644\u0643\u0627\u0630\u0628\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a<\/strong>: \u0639\u0646\u062f\u0645\u0627 \u062a\u062e\u062a\u0644\u0641 \u0623\u062c\u0632\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0641\u0625\u0646\u0647 \u0625\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062b\u0642\u0629 \u0623\u0648 \u064a\u0635\u0639\u062f \u0627\u0644\u0623\u0645\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0639\u062f\u0645 \u062a\u062c\u0627\u0647\u0644 \u0623\u064a \u0645\u0634\u0643\u0644\u0629 \u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u062a\u0635\u0639\u064a\u062f \u0627\u0644\u0630\u0643\u064a<\/strong>: \u0644\u0627 \u064a\u0631\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0648\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0648\u0646 \u0633\u0648\u0649 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u062d\u0642\u064b\u0627 \u0625\u0644\u0649 \u062e\u0628\u0631\u0627\u062a\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0643\u0641\u0627\u0621\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0625\u062c\u0647\u0627\u062f \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u062b\u0642\u0629<\/strong>: \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0633\u062a\u0648\u0649 \u062b\u0642\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u0628\u0645\u0639\u0627\u0645\u0644\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629.<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u064a\u0634\u0628\u0647 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0647\u0627 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u062f\u0648\u0627\u0626\u0631 \u0632\u0627\u0626\u062f\u0629 \u0648\u0622\u0644\u064a\u0627\u062a \u062a\u0635\u0648\u064a\u062a \u0644\u0645\u0646\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0645\u0646 \u0627\u0644\u062a\u0633\u0628\u0628 \u0641\u064a \u0641\u0634\u0644 \u0627\u0644\u0646\u0638\u0627\u0645. \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0645\u0646\u0637\u0642 \u0627\u0644\u062f\u0645\u062c \u0627\u0644\u0645\u062f\u0631\u0648\u0633 \u0623\u0646 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062e\u0637\u0623 \u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u064a\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u0642\u0637 \u062d\u064a\u062b \u064a\u0636\u064a\u0641\u0648\u0646 \u0623\u0643\u0628\u0631 \u0642\u064a\u0645\u0629. \u0647\u0630\u0627 \u064a\u0636\u0645\u0646 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0622\u0646 \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0638\u0627\u0645 \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u062f\u0642\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0645\u062b\u0627\u0644<\/h3>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0639\u0627\u0645 2015\u060c \u0646\u0634\u0631\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u064a\u0627\u0647 \u0641\u064a \u0645\u062f\u064a\u0646\u0629 \u0641\u064a\u0644\u0627\u062f\u0644\u0641\u064a\u0627 <a href=\"https:\/\/metadata.phila.gov\/#home\/datasetdetails\/560184fc077169215719b5a5\/representationdetails\/561f12d775d3fc3a4c7beb7b\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0633\u0628 \u0627\u0644\u0641\u0626\u0629.<\/a> \u064a\u064f\u0639\u062f \u0641\u0647\u0645 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0634\u0627\u0626\u0639\u0629 \u062c\u062f\u064b\u0627 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u0641\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u0645\u0627\u0639 \u0634\u062e\u0635 \u0628\u0634\u0631\u064a \u0625\u0644\u0649 \u0643\u0644 \u0645\u0643\u0627\u0644\u0645\u0629 \u0647\u0627\u062a\u0641\u064a\u0629 \u0644\u0644\u0639\u0645\u064a\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0629 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u064a\u0627\u0647\u060c \u0647\u0630\u0627 \u0645\u0647\u0645 \u0644\u0623\u0646\u0647 \u0643\u0644\u0645\u0627 \u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062d\u0631\u062c\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639\u060c \u0643\u0644\u0645\u0627 \u0623\u0645\u0643\u0646 \u062d\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0623\u0642\u0631\u0628.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0646\u0627\u0621 \u062a\u062c\u0631\u0628\u0629. \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM) \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0635\u0648\u0635 \u0645\u0632\u064a\u0641\u0629 \u0644\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629 \u0627\u0644\u0645\u0639\u0646\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0645\u0637\u0627\u0644\u0628\u0629 &#8220;\u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0633\u062e\u0629 \u0642\u0635\u064a\u0631\u0629 \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0629 \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629: &lt;category&gt;&#8221;. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0645\u0639 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u062a\u0627\u062d <a href=\"https:\/\/github.com\/Barneyjm\/ai-decision-circuits\/blob\/main\/customer-calls.json\" target=\"_blank\" rel=\"noreferrer noopener\">\u0647\u0646\u0627<\/a>:<\/p>\n<pre class=\"wp-block-prismatic-blocks language-json\" tabindex=\"0\"><code class=\"language-json\"><span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token property\">\"calls\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span>\r\n    <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token property\">\"id\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"type\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"ABATEMENT\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"customer_input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"I need to report an abandoned property that has a major leak. Water is pouring out and flooding the sidewalk.\"<\/span>\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token property\">\"id\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">7<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"type\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"AMR (METERING)\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"customer_input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Can someone check my water meter? The digital display is completely blank and I can't read it.\"<\/span>\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token property\">\"id\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"type\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"BTR\/O (BAD TASTE &amp; ODOR)\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"customer_input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"My tap water smells like rotten eggs. Is it safe to drink?\"<\/span>\r\n    <span class=\"token punctuation\">}<\/span>\r\n  <span class=\"token punctuation\">]<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0628\u062a\u0642\u064a\u064a\u0645 \u0623\u0643\u062b\u0631 \u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0643\u062d\u0643\u0645 (<a href=\"https:\/\/github.com\/Barneyjm\/ai-decision-circuits\/blob\/main\/customer-calls.json\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0643\u0627\u0645\u0644 \u0647\u0646\u0627<\/a>):<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token keyword\">def<\/span> <span class=\"token function\">classify<\/span><span class=\"token punctuation\">(<\/span>customer_input<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\r\n  CALL_TYPES <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n      <span class=\"token string\">\"RESTORE\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"ABATEMENT\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"AMR (METERING)\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"BILLING\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"BPCS (BROKEN PIPE)\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"BTR\/O (BAD TASTE &amp; ODOR)\"<\/span><span class=\"token punctuation\">,<\/span> \r\n      <span class=\"token string\">\"C\/I - DEP (CAVE IN\/DEPRESSION)\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"CEMENT\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"CHOKED DRAIN\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"CLAIMS\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"COMPOST\"<\/span>\r\n  <span class=\"token punctuation\">]<\/span>\r\n  model <span class=\"token operator\">=<\/span> ChatAnthropic<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">'claude-3-7-sonnet-latest'<\/span><span class=\"token punctuation\">)<\/span>\r\n      \r\n  prompt <span class=\"token operator\">=<\/span> f<span class=\"token triple-quoted-string string\">\"\"\"\r\n  You are a customer service AI for a water utility company. Classify the following customer input into one of these categories:\r\n  {', '.join(CALL_TYPES)}\r\n  \r\n  Customer input: \"{customer_input}\"\r\n  \r\n  Respond with just the category name, nothing else.\r\n  \"\"\"<\/span>\r\n  \r\n  <span class=\"token comment\"># Get the response from Claude<\/span>\r\n  response <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span>\r\n  predicted_type <span class=\"token operator\">=<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n  <span class=\"token keyword\">return<\/span> predicted_type<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0646\u0635 \u0641\u0642\u0637 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631 (LLM)\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0639\u0632\u0644 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0646 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0625\u0631\u062c\u0627\u0639\u0647\u0627 \u0648\u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token keyword\">def<\/span> <span class=\"token function\">compare<\/span><span class=\"token punctuation\">(<\/span>customer_input<span class=\"token punctuation\">,<\/span> actual_type<span class=\"token punctuation\">)<\/span>\r\n  predicted_type <span class=\"token operator\">=<\/span> classify<span class=\"token punctuation\">(<\/span>customer_input<span class=\"token punctuation\">)<\/span>\r\n  \r\n  result <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">:<\/span> call<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"customer_input\"<\/span><span class=\"token punctuation\">:<\/span> customer_input<span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"actual_type\"<\/span><span class=\"token punctuation\">:<\/span> actual_type<span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"predicted_type\"<\/span><span class=\"token punctuation\">:<\/span> predicted_type<span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"correct\"<\/span><span class=\"token punctuation\">:<\/span> actual_type <span class=\"token operator\">==<\/span> predicted_type\r\n  <span class=\"token punctuation\">}<\/span>\r\n  <span class=\"token keyword\">return<\/span> result<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0637\u0646\u0639\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Claude 3.7 Sonnet (\u0623\u062d\u062f\u062b \u0646\u0645\u0648\u0630\u062c\u060c \u062d\u062a\u0649 \u0643\u062a\u0627\u0628\u0629 \u0647\u0630\u0647 \u0627\u0644\u0633\u0637\u0648\u0631)\u060c \u064a\u0643\u0648\u0646 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0644\u063a\u0627\u064a\u0629 \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 91% \u0645\u0646 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0628\u062f\u0642\u0629:<\/p>\n<pre class=\"wp-block-prismatic-blocks language-json\" tabindex=\"0\"><code class=\"language-json\"><span class=\"token property\">\"metrics\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n    <span class=\"token property\">\"overall_accuracy\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0.91<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token property\">\"correct\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">91<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token property\">\"total\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">100<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0644\u0645 \u062a\u0643\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u0639\u0631\u0641\u0629 \u0645\u0633\u0628\u0642\u0629 \u0628\u0627\u0644\u0641\u0626\u0629\u060c \u0641\u0633\u0646\u0638\u0644 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0631\u0627\u062c\u0639\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629 \u0627\u0644\u0640 100 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0640 9 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0631\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627 \u0623\u0639\u0644\u0627\u0647\u060c \u0646\u062d\u0635\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u062f\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 <em>\u0627\u0644\u062b\u0642\u0629<\/em> \u0641\u064a \u062a\u0644\u0643 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u062f\u0642\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u062a\u0628\u0644\u063a 87% \u0648\u0644\u0643\u0646 \u062f\u0642\u0629 \u062a\u0628\u0644\u063a 92.5% \u0641\u064a \u0625\u062c\u0627\u0628\u0627\u062a\u0646\u0627 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-json\" tabindex=\"0\"><code class=\"language-json\"><span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token property\">\"metrics\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token property\">\"overall_accuracy\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0.87<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"correct\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">87<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"total\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">100<\/span>\r\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"confidence_metrics\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token property\">\"high\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n        <span class=\"token property\">\"count\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">80<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"correct\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">74<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"accuracy\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0.925<\/span>\r\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"medium\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n        <span class=\"token property\">\"count\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">18<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"correct\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">13<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"accuracy\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0.722<\/span>\r\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token property\">\"low\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n        <span class=\"token property\">\"count\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"correct\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token property\">\"accuracy\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0.0<\/span>\r\n      <span class=\"token punctuation\">}<\/span>\r\n  <span class=\"token punctuation\">}<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0646\u062d\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062f\u0642\u0629 100% \u0641\u064a \u0625\u062c\u0627\u0628\u0627\u062a\u0646\u0627 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629 \u0644\u0630\u0644\u0643 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0647\u0646\u0627\u0643 \u0639\u0645\u0644 \u064a\u062a\u0639\u064a\u0646 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647. \u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0646\u0627 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0647\u0648 \u0627\u0644\u062a\u0639\u0645\u0642 \u0641\u064a <em>\u0633\u0628\u0628<\/em> \u0639\u062f\u0645 \u062f\u0642\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0644\u0627 \u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0636\u0639\u064a\u0641\u0629 \u0648\u0642\u062f\u0631\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641. \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 100% \u0641\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0644\u062a\u0631\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0627\u0644\u0646\u062a\u0627\u0626\u062c<\/h3>\n<p class=\"wp-block-paragraph\">\u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062d\u0627\u0644\u064a \u0628\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 &#8220;\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629&#8221; \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0641\u0642 \u0627\u0644\u0645\u062d\u0644\u0644\u0627\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a. \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0623\u0639\u0644\u0649\u060c \u064a\u062c\u0628 \u0623\u0646 \u0646\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0627\u0646\u062a\u0642\u0627\u0626\u064a\u0629 \u0628\u0634\u0623\u0646 \u0645\u0627 \u064a\u0639\u062a\u0628\u0631 &#8220;\u0639\u0627\u0644\u064a \u0627\u0644\u062b\u0642\u0629&#8221;.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Modified high confidence logic<\/span>\r\n<span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">==<\/span> backup_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">and<\/span> \r\n    primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token operator\">not<\/span> None <span class=\"token operator\">and<\/span>\r\n    validation_result <span class=\"token operator\">and<\/span>\r\n    negative_check <span class=\"token operator\">==<\/span> <span class=\"token string\">'yes'<\/span> <span class=\"token operator\">and<\/span>\r\n    additional_validation_metrics <span class=\"token operator\">&gt;<\/span> threshold<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">:<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"high\"<\/span><span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0636\u0627\u0641\u0629 \u0645\u0639\u0627\u064a\u064a\u0631 \u062a\u0623\u0647\u064a\u0644 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0633\u0646\u062d\u0635\u0644 \u0639\u0644\u0649 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c &#8220;\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629&#8221;\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0633\u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629. \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0644\u062a\u0631\u0629 \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0632\u064a\u0627\u062f\u0629 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u0642\u0642 \u0625\u0636\u0627\u0641\u064a\u0629: \u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/h3>\n<p class=\"wp-block-paragraph\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u062a\u0639\u0632\u064a\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a:<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0645\u062d\u0644\u0644 \u062b\u0644\u0627\u062b\u064a (Tertiary Analyzer)<\/strong>: \u0625\u0636\u0627\u0641\u0629 \u0637\u0631\u064a\u0642\u0629 \u062a\u062d\u0644\u064a\u0644 \u0645\u0633\u062a\u0642\u0644\u0629 \u062b\u0627\u0644\u062b\u0629. \u064a\u0639\u062a\u0628\u0631 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u0628\u0645\u062b\u0627\u0628\u0629 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u062d\u064a\u062b \u064a\u0642\u0627\u0631\u0646 \u0646\u062a\u0627\u0626\u062c \u0637\u0631\u064a\u0642\u062a\u064a\u0646 \u062a\u062d\u0644\u064a\u0644\u064a\u062a\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u062a\u064a\u0646 \u0645\u0639 \u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629\u060c \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0623\u0643\u0628\u0631 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Only mark high confidence if all three agree <\/span>\r\n<span class=\"token keyword\">if<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">==<\/span> backup_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">==<\/span> tertiary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\"><strong>\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 (Historical Pattern Matching)<\/strong>: \u0642\u0627\u0631\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u062a\u0627\u0631\u064a\u062e\u064a\u064b\u0627 (\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062a\u062c\u0647\u064a). \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629 \u0643\u0645\u0631\u062c\u0639\u060c \u0648\u062a\u0642\u0627\u0631\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0628\u0647\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u064a \u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0623\u0648 \u062a\u0646\u0627\u0642\u0636\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0646\u0648\u0639\u064b\u0627 \u0645\u0646 &#8220;\u0627\u0644\u0630\u0627\u0643\u0631\u0629&#8221; \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token keyword\">if<\/span> similarity_to_known_correct_cases<span class=\"token punctuation\">(<\/span>primary_result<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.95<\/span><span class=\"token punctuation\">:<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0639\u0627\u062f\u064a (Adversarial Testing)<\/strong>: \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u064a\u0638\u0644 \u0645\u0633\u062a\u0642\u0631\u064b\u0627. \u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u0625\u0644\u0649 \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u062f\u0649 \u0642\u0648\u0629 \u0648\u0635\u0644\u0627\u0628\u0629 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0631\u064a\u0636\u0647 \u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u062d\u0633\u0627\u0633\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a\u060c \u0641\u0642\u062f \u064a\u0634\u064a\u0631 \u0630\u0644\u0643 \u0625\u0644\u0649 \u0648\u062c\u0648\u062f \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0623\u0648 \u062a\u062d\u064a\u0632\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\">variations <span class=\"token operator\">=<\/span> generate_input_variations<span class=\"token punctuation\">(<\/span>customer_input<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">if<\/span> all<span class=\"token punctuation\">(<\/span>analyze_call_type<span class=\"token punctuation\">(<\/span>var<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">==<\/span> primary_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">'call_type'<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> var <span class=\"token keyword\">in<\/span> variations<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0635\u064a\u063a\u0629 \u0639\u0627\u0645\u0629 \u0644\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 LLM<\/h3>\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Barneyjm\/ai-decision-circuits\/blob\/main\/formula-derivation.md\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u0627\u0634\u062a\u0642\u0627\u0642 \u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u062a\u0627\u062d \u0647\u0646\u0627<\/a>.<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">N = \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u0627\u062a (10,000 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">p_1 = \u062f\u0642\u0629 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a (0.8 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">p_2 = \u062f\u0642\u0629 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a (0.8 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">v = \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u062f\u0642\u0642 \u0627\u0644\u0645\u062e\u0637\u0637 (schema validator) (0.7 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">n = \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062f\u0642\u0642 \u0627\u0644\u0633\u0644\u0628\u064a (negative checker) (0.6 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">H = \u0639\u062f\u062f \u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629<\/li>\n<li class=\"wp-block-list-item\">E_final = \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629<\/li>\n<li class=\"wp-block-list-item\">m = \u0639\u062f\u062f \u0627\u0644\u0645\u062f\u0642\u0642\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u064a\u0646<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602530\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/17ImUl2JOnQe1ZS0LGpg8Bw.png\" alt=\"\" \/ width=\"800\" height=\"298\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602532\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/17pc2P9H6PnAYb8k_mPTaVQ.png\" alt=\"\" \/ width=\"800\" height=\"160\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602526\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1-ZqaKFw_v4wE5zRmAwNZpA.png\" alt=\"\" \/ width=\"800\" height=\"133\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602539\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1A9d9WgnrcZLK8kHlHutoFg.png\" alt=\"\" \/ width=\"800\" height=\"54\"><\/p>\n<h3 class=\"wp-block-heading\">\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0623\u0645\u062b\u0644<\/h3>\n<p class=\"wp-block-paragraph\">\u062a\u0643\u0634\u0641 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0631\u0624\u0649 \u0623\u0633\u0627\u0633\u064a\u0629 \u062d\u0648\u0644 \u062f\u0642\u0629 \u0646\u0638\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP):<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u0644\u0644\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629 (parsers) \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0639\u0627\u0626\u062f\u0627\u062a \u0648\u0644\u0643\u0646 \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/li>\n<li class=\"wp-block-list-item\">\u062f\u0642\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0640:<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602533\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1ymurxh6O0TnGteu7Jkoifg.png\" alt=\"\" \/ width=\"800\" height=\"169\"><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u062a\u062a\u0646\u0627\u0633\u0628 <em>\u0637\u0631\u062f\u064a\u064b\u0627<\/em> \u0645\u0639 \u0625\u062c\u0645\u0627\u0644\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 N.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602524\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1ykWCr6YnhmoYXTvKaLRtDA.png\" alt=\"\" \/ width=\"800\" height=\"220\"><\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a (H_rate) \u0627\u0644\u0645\u062d\u0633\u0648\u0628 \u0644\u062a\u062a\u0628\u0639 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0625\u0630\u0627 \u0628\u062f\u0623 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0641\u064a \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0641\u0648\u0642 3.5%\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0639\u0644\u0645 \u0623\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u064a\u062a\u0639\u0637\u0644. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u064a\u062a\u0646\u0627\u0642\u0635 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0625\u0644\u0649 \u0623\u0642\u0644 \u0645\u0646 3.5%\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0639\u0644\u0645 \u0623\u0646 \u062a\u062d\u0633\u064a\u0646\u0627\u062a\u0646\u0627 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u0645\u062a\u0648\u0642\u0639.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/h3>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0625\u0646\u0634\u0627\u0621 \u062f\u0627\u0644\u0629 \u062a\u0643\u0644\u0641\u0629 \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0646\u0638\u0627\u0645\u0646\u0627. \u062a\u064f\u0639\u062f \u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0623\u062f\u0627\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0627\u0644\u064a \u0644\u0644\u0646\u0638\u0627\u0645 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602540\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1CSDQ6gpw_2sJ8SEjaGvIaw.png\" alt=\"\" \/ width=\"800\" height=\"138\"><\/p>\n<p class=\"wp-block-paragraph\">\u062d\u064a\u062b:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">c_p = \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0643\u0644 \u0645\u062d\u0644\u0644 \u0646\u062d\u0648\u064a (0.10 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">m = \u0639\u062f\u062f \u0645\u0631\u0627\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0646\u062d\u0648\u064a (\u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627 2 * N)<\/li>\n<li class=\"wp-block-list-item\">H = \u0639\u062f\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062f\u062e\u0644\u064b\u0627 \u0628\u0634\u0631\u064a\u064b\u0627 (352 \u0645\u0646 \u0645\u062b\u0627\u0644\u0646\u0627)<\/li>\n<li class=\"wp-block-list-item\">c_h = \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0627\u0644\u0648\u0627\u062d\u062f (200 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644: 4 \u0633\u0627\u0639\u0627\u062a \u0628\u0633\u0639\u0631 50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627\/\u0644\u0644\u0633\u0627\u0639\u0629)<\/li>\n<li class=\"wp-block-list-item\">c_e = \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0648\u0627\u062d\u062f \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641 (1000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644)<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-602525\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/1vah_eyncoEH0LoZR3TOzRQ.png\" alt=\"\" \/ width=\"800\" height=\"210\"><\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062d\u0633\u0628 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0648\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062e\u0637\u0623 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a (70,400 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627) \u063a\u064a\u0631 \u0645\u0631\u063a\u0648\u0628\u0629 \u0648\u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062b\u0642\u0629. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 (48,000 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627) \u063a\u064a\u0631 \u0645\u0631\u063a\u0648\u0628\u0629 \u0648\u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644\u0627\u062a \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u062e\u0641\u0636 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0627\u0644\u0637\u0628\u0639\u060c \u062a\u0643\u0648\u0646 \u062f\u0648\u0627\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0643\u0637\u0631\u0642 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0635\u0641\u0647\u0627.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0623\u0639\u0644\u0627\u0647\u060c \u0644\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629\u060c E_final\u060c \u0628\u0646\u0633\u0628\u0629 50%\u060c \u062d\u064a\u062b<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">p1 \u0648 p2 = 0.8\u060c<\/li>\n<li class=\"wp-block-list-item\">v = 0.7 \u0648<\/li>\n<li class=\"wp-block-list-item\">n = 0.6<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0644\u062f\u064a\u0646\u0627 \u062b\u0644\u0627\u062b\u0629 \u062e\u064a\u0627\u0631\u0627\u062a:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0625\u0636\u0627\u0641\u0629 \u0645\u062d\u0644\u0644 \u0646\u062d\u0648\u064a \u062c\u062f\u064a\u062f \u0628\u062f\u0642\u0629 50% \u0648\u0625\u062f\u0631\u0627\u062c\u0647 \u0643\u0645\u062d\u0644\u0644 \u062b\u0627\u0646\u0648\u064a. \u062a\u062c\u062f\u0631 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0623\u0646 \u0647\u0630\u0627 \u064a\u0623\u062a\u064a \u0645\u0639 \u0645\u0641\u0627\u0636\u0644\u0629: \u062a\u0632\u062f\u0627\u062f \u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644\u0627\u062a \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a.<\/li>\n<li class=\"wp-block-list-item\">\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0627\u0644\u0646\u062d\u0648\u064a\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646 \u0628\u0646\u0633\u0628\u0629 10% \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627. \u0642\u062f \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u0645\u0645\u0643\u0646\u064b\u0627 \u0623\u0648 \u063a\u064a\u0631 \u0645\u0645\u0643\u0646 \u0646\u0638\u0631\u064b\u0627 \u0644\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u064a\u0624\u062f\u064a\u0647\u0627 \u0647\u0624\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0627\u0644\u0646\u062d\u0648\u064a\u0648\u0646.<\/li>\n<li class=\"wp-block-list-item\">\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u062f\u0642\u0642 \u0628\u0646\u0633\u0628\u0629 15%. \u0645\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0647\u0630\u0627 \u064a\u0632\u064a\u062f \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062a\u0646\u0627\u0647\u064a\u0629<\/h3>\n<p class=\"wp-block-paragraph\">\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u062f\u0645\u062c \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u0645\u062c\u062a\u0645\u0639\u060c \u0633\u064a\u0635\u0628\u062d \u0627\u0644\u0633\u0639\u064a \u0648\u0631\u0627\u0621 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0636\u0631\u0648\u0631\u0629 \u0645\u0644\u062d\u0629\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0628\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0627\u0647\u062c \u0627\u0644\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0644\u0627 \u062a\u062a\u0648\u0633\u0639 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0648\u062a\u0643\u062a\u0633\u0628 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0623\u062a\u064a \u0625\u0644\u0627 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0633\u0642 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642. \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0644\u0627 \u064a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u0648\u0629\u060c \u0628\u0644 \u0641\u064a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0628\u0639\u0646\u0627\u064a\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0639 \u0631\u0642\u0627\u0628\u0629 \u0628\u0634\u0631\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0645\u0627 \u062a\u0637\u0648\u0631\u062a \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u0646 \u0645\u0643\u0648\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u062c\u0647\u0632\u0629 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0646\u062b\u0642 \u0628\u0647\u0627 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u0646\u0627 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629\u060c \u0641\u0625\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0622\u0646 \u0641\u064a \u0631\u062d\u0644\u0629 \u0645\u0645\u0627\u062b\u0644\u0629. \u062a\u0645\u062b\u0644 \u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0645\u0648\u0635\u0648\u0641\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0645\u0627 \u0633\u064a\u0635\u0628\u062d \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0630\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062d\u0631\u062c\u0629 &#8211; \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0639\u062f \u0641\u0642\u0637 \u0628\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0628\u0644 \u062a\u0636\u0645\u0646\u0647\u0627 \u0631\u064a\u0627\u0636\u064a\u064b\u0627. \u0627\u0644\u0633\u0624\u0627\u0644 \u0644\u0645 \u064a\u0639\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0646\u0627 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062f\u0642\u0629 \u0634\u0628\u0647 \u0645\u062b\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u0625\u0644\u0649 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