{"id":25739,"date":"2026-06-23T03:27:21","date_gmt":"2026-06-23T03:27:21","guid":{"rendered":"https:\/\/umang.pk\/2026\/06\/23\/%d8%ac%d8%a8-%d8%b9%da%a9%d8%a7%d8%b3%db%8c-%d8%a2%d9%be-%da%a9%db%92-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9-%da%a9%db%92-%d8%a2%d8%a4%d9%b9-%d9%be%d9%b9-%da%a9%d9%88-%d8%aa%d8%a8%d8%af%db%8c%d9%84-%d9%86\/"},"modified":"2026-06-23T03:27:21","modified_gmt":"2026-06-23T03:27:21","slug":"%d8%ac%d8%a8-%d8%b9%da%a9%d8%a7%d8%b3%db%8c-%d8%a2%d9%be-%da%a9%db%92-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9-%da%a9%db%92-%d8%a2%d8%a4%d9%b9-%d9%be%d9%b9-%da%a9%d9%88-%d8%aa%d8%a8%d8%af%db%8c%d9%84-%d9%86","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/06\/23\/%d8%ac%d8%a8-%d8%b9%da%a9%d8%a7%d8%b3%db%8c-%d8%a2%d9%be-%da%a9%db%92-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9-%da%a9%db%92-%d8%a2%d8%a4%d9%b9-%d9%be%d9%b9-%da%a9%d9%88-%d8%aa%d8%a8%d8%af%db%8c%d9%84-%d9%86\/","title":{"rendered":"\u062c\u0628 \u0639\u06a9\u0627\u0633\u06cc \u0622\u067e \u06a9\u06d2 AI \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062a\u0648 \u06a9\u06cc\u0627 \u06a9\u0631\u06cc\u06ba\u06d4"},"content":{"rendered":"\n<div id=\"\">\n<p>\u0628\u06c1\u062a \u0633\u06d2 AI \u0627\u06cc\u062c\u0646\u0679 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644\u0632 \u063a\u0644\u0637 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u062d\u0644 \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba: \u0639\u06a9\u0627\u0633\u06cc\u06d4 \u06a9\u06cc\u0627 \u0622\u067e \u06a9\u0627 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648\u0691\u0627 JSON \u067e\u06cc\u062f\u0627 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u061f \u0627\u0633 \u06a9\u0627 &quot;\u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2&#8221; \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0633 \u0627\u06cc\u06a9 \u0627\u0648\u0631 LLM \u06a9\u0627\u0644 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u062f\u0648\u0633\u0631\u06cc \u06a9\u0627\u0644 \u067e\u06c1\u0644\u06cc \u06a9\u0627\u0644 \u067e\u0631 \u062a\u0646\u0642\u06cc\u062f \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u067e\u06c1\u0644\u06cc \u06a9\u0627\u0644 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0648\u0631 voila \u2014 \u0645\u0639\u06cc\u0627\u0631 \u0628\u06c1\u062a\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0631\u06d2 \u062e\u06cc\u0627\u0644 \u0645\u06cc\u06ba \u06cc\u06c1 \u0635\u0627\u0641\u060c \u062e\u0648\u0628\u0635\u0648\u0631\u062a \u0627\u0648\u0631 \u0639\u0644\u0645\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 (\u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0646\u0638\u0627\u0645 \u062c\u0648 \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646\u0632\u060c API \u067e\u06d2 \u0644\u0648\u0688\u0632\u060c \u0627\u0648\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2) \u06a9\u0648 \u0627\u06cc\u06a9 \u0628\u0691\u06cc \u0648\u06cc\u0628 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631\u06cc \u0645\u0627\u062d\u0648\u0644 \u0645\u06cc\u06ba \u0628\u06be\u06cc\u062c \u062f\u06cc\u0627\u06d4 \u0627\u0648\u0631 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u0648 \u062a\u06a9\u0644\u06cc\u0641 \u062f\u06c1 \u062a\u062c\u0631\u0628\u06d2 \u0633\u06d2 \u0628\u062a\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u0648\u06ba\u06d4 \u062e\u0648\u062f \u0634\u0646\u0627\u0633\u06cc \u0633\u0627\u062e\u062a\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0645 \u0646\u06c1\u06cc\u06ba 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id=\"heading-prerequisites\">\u0634\u0631\u0627\u0626\u0637<\/h2>\n<p>\u0627\u0633 \u0645\u0636\u0645\u0648\u0646 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0641\u0627\u0626\u062f\u06c1 \u0627\u0679\u06be\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p>\u0628\u0646\u06cc\u0627\u062f\u06cc \u0627\u0632\u06af\u0631 (\u0641\u0646\u06a9\u0634\u0646\u0632\u060c \u0644\u063a\u0627\u062a\u060c \u0642\u0633\u0645 \u06a9\u06d2 \u0627\u0634\u0627\u0631\u06d2)<\/p>\n<\/li>\n<li>\n<p>LLM API \u0627\u0639\u0644\u06cc \u0633\u0637\u062d \u067e\u0631 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 (\u067e\u0631\u0627\u0645\u067e\u0679 \u0628\u06be\u06cc\u062c\u06cc\u06ba\u060c \u062a\u06a9\u0645\u06cc\u0644 \u067e\u0631 \u0648\u0627\u067e\u0633 \u062c\u0627\u0626\u06cc\u06ba)<\/p>\n<\/li>\n<li>\n<p>JSON \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06a9\u06cc\u0627 \u06c1\u06d2 (\u0622\u067e \u06a9\u0648 \u0645\u0627\u06c1\u0631 \u0628\u0646\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u06a9\u0648\u0688 \u062e\u0648\u062f \u0628\u0648\u0644\u062a\u0627 \u06c1\u06d2)<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-the-problem-with-reflection\">\u0639\u06a9\u0627\u0633\u06cc \u06a9\u0627 \u0645\u0633\u0626\u0644\u06c1<\/h2>\n<p>\u0645\u06cc\u0631\u06cc \u0631\u0627\u0626\u06d2: \u06a9\u0633\u06cc LLM \u0633\u06d2 \u062f\u0648\u0633\u0631\u06d2 LLM \u06a9\u06d2 \u0633\u0627\u062e\u062a\u06cc \u0646\u062a\u0627\u0626\u062c \u067e\u0631 \u062a\u0646\u0642\u06cc\u062f \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1\u0646\u0627 \u0627\u06cc\u0633\u0627 \u06c1\u06cc \u06c1\u06d2 \u062c\u06cc\u0633\u06d2 \u06a9\u0633\u06cc \u0627\u06cc\u0633\u06d2 \u0634\u062e\u0635 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\u0644\u06af\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u0626\u06d2 \u06a9\u06c1\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062c\u06be\u06d2 \u0627\u0686\u0627\u0646\u06a9 \u062f\u0648\u0633\u0631\u06d2 \u067e\u0627\u0633 \u067e\u0631 \u0635\u062d\u06cc\u062d \u0646\u062a\u0627\u0626\u062c \u06a9\u06cc\u0648\u06ba \u0645\u0644\u06d2\u061f<\/p>\n<p>\u0639\u06a9\u0627\u0633\u06cc \u06a9\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0622\u067e \u0627\u067e\u0646\u06d2 \u0645\u0627\u0688\u0644 \u0633\u06d2 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u06c1 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba \u0627\u0633 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0686\u06cc\u06ba\u06d4 &quot;\u0627\u0631\u06d2\u060c \u0627\u0633 JSON \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0648 \u062c\u0648 \u0622\u067e \u0646\u06d2 \u0627\u0628\u06be\u06cc \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 <code>timeout_seconds<\/code> \u0633\u06d2 \u0686\u06be\u0648\u0679\u0627 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4 <code>interval_seconds<\/code>? \u06a9\u06cc\u0627 \u0631\u06cc\u067e\u0644\u06cc\u06a9\u0633 \u0627\u0648\u0631 \u0633\u06cc \u067e\u06cc \u06cc\u0648 \u06a9\u06cc \u062d\u062f\u0648\u062f \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u062f\u0631\u062c \u06a9\u0627\u0631\u0648\u0628\u0627\u0631\u06cc \u0627\u0635\u0648\u0644\u0648\u06ba \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u061f&#8221;<\/p>\n<p>\u0645\u0627\u0688\u0644 \u0627\u0633\u06d2 \u062f\u0648\u0628\u0627\u0631\u06c1 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u067e\u06cc\u0679\u0631\u0646 \u06a9\u0648 &quot;\u062c\u0648 \u0635\u062d\u06cc\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2&#8221; \u0633\u06d2 \u0645\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2\u060c &quot;\u06c1\u0627\u06ba\u060c \u0633\u0628 \u0627\u0686\u06be\u0627 \u06c1\u06d2\u06d4&#8221; \u062a\u062e\u0644\u06cc\u0642 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u06cc\u06c1 \u0631\u06a9\u0627\u0648\u0679\u06cc\u06ba \u0686\u06be\u0648\u0679 \u06af\u0626\u06cc\u06ba\u06d4 \u06c1\u0645 \u0627\u067e\u0646\u06d2 \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0628\u06be\u06cc \u0627\u0633 \u06a9\u06cc \u06a9\u0645\u06cc \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u060c \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0648\u06c1\u06cc \u0645\u0627\u0688\u0644 \u06c1\u06d2 \u062c\u0648 \u0627\u0633\u06cc \u0642\u0633\u0645 \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u0627 \u0645\u0648\u0688 \u062c\u0648 \u0645\u062c\u06be\u06d2 \u067e\u0631\u06cc\u0634\u0627\u0646 \u06a9\u0631\u062a\u0627 \u0631\u06c1\u0627 \u0648\u06c1 \u063a\u0644\u0637 \u0622\u0624\u0679 \u067e\u0679 \u0646\u06c1\u06cc\u06ba \u062a\u06be\u0627\u06d4 <em>\u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1<\/em> \u063a\u0644\u0637 \u0622\u0624\u0679 \u067e\u0679\u06d4 \u063a\u0644\u0637 \u0645\u062b\u0628\u062a\u06d4 \u0639\u06a9\u0627\u0633\u06cc \u06a9\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c &quot;\u06cc\u06c1 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u062f\u0631\u0633\u062a \u06c1\u06d2\u060c&#8221; \u06cc\u06c1\u0627\u06ba \u062a\u06a9 \u06a9\u06c1 \u062c\u0628 \u0627\u06cc\u0633\u0627 \u0628\u0627\u0644\u06a9\u0644 \u0628\u06be\u06cc \u0646\u06c1 \u06c1\u0648\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0646\u0638\u0627\u0645 \u062c\u0648 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 &quot;\u0622\u067e \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u06af\u0626\u06d2\u060c \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06cc\u06ba&#8221; \u067e\u0631\u06cc\u0634\u0627\u0646 \u06a9\u0646 \u0644\u06cc\u06a9\u0646 \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0646\u0638\u0627\u0645 \u062c\u0648 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 &quot;\u06cc\u06c1 \u06c1\u06d2&#8221; \u062c\u0628 \u06cc\u06c1 \u0679\u0648\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u061f \u06cc\u06c1 \u0627\u06cc\u06a9 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u06c1\u06d2 \u062c\u0648 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0633\u06d2 \u06af\u0632\u0631\u06d2 \u06af\u06cc \u0627\u0648\u0631 \u0622\u067e \u06a9\u0648 \u0633\u0631\u0648\u0633 \u0633\u06d2 \u0628\u0627\u06c1\u0631 \u0644\u06d2 \u062c\u0627\u0626\u06d2 \u06af\u06cc\u06d4 \u06cc\u06c1 2 \u0628\u062c\u06d2 \u06a9\u0627 \u0635\u0641\u062d\u06c1 \u06c1\u06d2\u06d4<\/p>\n<p>\u0639\u06a9\u0627\u0633\u06cc \u06a9\u06be\u0644\u06d2 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u062e\u0648\u0628\u0635\u0648\u0631\u062a\u06cc \u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u0627\u06cc \u0645\u06cc\u0644 \u06a9\u06d2 \u0644\u06c1\u062c\u06d2 \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u0627\u060c \u06a9\u0633\u06cc \u0645\u0636\u0645\u0648\u0646 \u0645\u06cc\u06ba \u0645\u0646\u0637\u0642\u06cc \u062e\u0644\u0627 \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u0631\u0646\u0627\u060c \u06cc\u0627 \u0628\u0644\u0627\u06af \u067e\u0648\u0633\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631 \u0688\u06be\u0627\u0646\u0686\u06c1 \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u0646\u0627\u06d4 \u0644\u06cc\u06a9\u0646 \u0633\u062e\u062a \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u0627\u062e\u062a\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u0627 \u06a9\u06cc\u0627 \u06c1\u0648\u06af\u0627\u061f \u0622\u067e \u06a9\u0648 \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u062c\u0633 \u06a9\u0627 \u0622\u067e \u0627\u0646\u062f\u0627\u0632\u06c1 \u0646\u06c1\u06cc\u06ba \u0644\u06af\u0627 \u0633\u06a9\u062a\u06d2\u06d4 \u06a9\u0633\u06cc \u062d\u062a\u0645\u06cc \u0686\u06cc\u0632 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-the-fix-deterministic-validation\">\u062d\u0644: \u0688\u06cc\u0679\u0631\u0645\u06cc\u0646\u0633\u0679\u06a9 \u062a\u0635\u062f\u06cc\u0642<\/h2>\n<p>\u062a\u0631\u0645\u06cc\u0645 \u067e\u06cc\u0679\u0631\u0646 \u0628\u06c1\u062a \u0622\u0633\u0627\u0646 \u06c1\u06d2.<\/p>\n<p><strong>\u062a\u062e\u0644\u06cc\u0642 \u2192 \u062d\u0642\u06cc\u0642\u06cc \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0648\u062b\u06cc\u0642 \u2192 \u062f\u0631\u0633\u062a \u063a\u0644\u0637\u06cc \u06a9\u06cc \u0631\u0627\u0626\u06d2 \u2192 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong><\/p>\n<p>\u0628\u0633\u06d4 &quot;\u062a\u0646\u0642\u06cc\u062f&#8221; \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0648\u0626\u06cc \u062f\u0648\u0633\u0631\u0627 LLM \u06a9\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u06a9\u0631\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u06cc \u06a9\u0648\u0626\u06cc \u0679\u0631\u06cc\u0646 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0641\u0646\u06a9\u0634\u0646 \u062c\u0648 \u0635\u0631\u0641 \u0648\u0627\u067e\u0633 \u0622\u062a\u0627 \u06c1\u06d2\u06d4 <code>true<\/code> \u06cc\u0627 <code>false<\/code> \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u0627\u06cc\u0631\u0631 \u0633\u0679\u0631\u0646\u06af \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba &#8211; \u06cc\u06c1 \u0627\u0633\u06cc \u0642\u0633\u0645 \u06a9\u0627 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06c1\u06d2 \u062c\u0633\u06d2 \u0622\u067e \u0641\u0627\u0631\u0645 \u062c\u0645\u0639 \u06a9\u0631\u0627\u0646\u06d2 \u06cc\u0627 API \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0644\u06a9\u06be\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<p>\u06a9\u0644\u06cc\u062f\u06cc \u0628\u0635\u06cc\u0631\u062a \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba: \u0633\u0686 \u067e\u0648\u0686\u06be\u06cc\u06ba \u062a\u0648 \u067e\u0648\u0631\u0627 \u0645\u0636\u0645\u0648\u0646 \u0627\u06cc\u06a9 \u062c\u0645\u0644\u06c1 \u06c1\u06d2\u06d4 LLM \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u062f\u0631\u0633\u062a \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0627\u0686\u06be\u0627 \u06c1\u06d2 \u0627\u06af\u0631 \u0622\u067e \u0627\u0646\u06c1\u06cc\u06ba \u0628\u062a\u0627 \u062f\u06cc\u06ba \u06a9\u06c1 \u06a9\u06cc\u0627 \u063a\u0644\u0637 \u06c1\u06d2\u06d4 \u0648\u06c1 \u0627\u067e\u0646\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u062e\u0648\u0641\u0646\u0627\u06a9 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u0622\u0624\u0679 \u067e\u0679 \u0645\u06cc\u06ba \u062f\u0631\u062c \u0630\u06cc\u0644 \u0645\u062e\u0635\u0648\u0635 \u062e\u0631\u0627\u0628\u06cc\u0627\u06ba \u062a\u06be\u06cc\u06ba\u06d4 <code>timeout_seconds must be < interval_seconds<\/code>\u060c <code>replicas > 5 requires cpu_limit >= 1.0<\/code>\"\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u06c1\u0631 \u0628\u0627\u0631 \u062c\u0628 \u0645\u06cc\u06ba \u0627\u067e\u0646\u06cc \u0627\u06af\u0644\u06cc \u06a9\u0648\u0634\u0634 \u067e\u0631 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u0679\u06be\u06cc\u06a9 \u06a9\u0631\u062a\u0627 \u06c1\u0648\u06ba\u06d4<\/p>\n<p>\u0679\u06be\u06cc\u06a9 \u06a9\u0631\u0646\u0627 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u06d4 \u06a9\u06c1 <em>\u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba<\/em> \u06cc\u06c1 \u0645\u0634\u06a9\u0644 \u062d\u0635\u06c1 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 \u0627\u0633 \u0679\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0622\u067e \u0645\u0627\u0626\u06cc\u06a9\u0631\u0648 \u0633\u06cc\u06a9\u0646\u0688\u0632 \u0645\u06cc\u06ba \u06c1\u0631 \u0628\u0627\u0631 \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0642\u0631\u0631\u06c1 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0648 \u0622\u0624\u0679 \u0633\u0648\u0631\u0633 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0648\u0626\u06cc \u0641\u0631\u06cc\u0628 \u0646\u0638\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0648\u0626\u06cc \"\u067e\u0631\u0627\u0639\u062a\u0645\u0627\u062f \u0644\u06cc\u06a9\u0646 \u063a\u0644\u0637\" \u0631\u062f \u0639\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0635\u062d\u06cc\u062d \u0648\u062c\u0648\u06c1\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u067e\u0627\u0633 \u06cc\u0627 \u0646\u0627\u06a9\u0627\u0645\u06d4<\/p>\n<h3 id=\"heading-what-the-validator-actually-catches-and-why-llms-cant\">\u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0648\u0627\u0642\u0639\u06cc \u06a9\u06cc\u0627 \u067e\u06a9\u0691\u062a\u06d2 \u06c1\u06cc\u06ba (\u0627\u0648\u0631 \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u06a9\u06cc\u0648\u06ba \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba)<\/h3>\n<p>\u0688\u06cc\u0679\u0631\u0645\u0646\u0633\u0679\u06a9 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u062a\u06cc\u0646 \u0633\u0637\u062d\u0648\u06ba \u067e\u0631 \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06c1\u0631 \u0627\u06cc\u06a9 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u0641\u0627\u0626\u062f\u06c1 \u0627\u0679\u06be\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 LLM \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06cc\u0627 \u0628\u0631\u0627 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-1-structural-errors\">1. \u0633\u0627\u062e\u062a\u06cc \u062e\u0631\u0627\u0628\u06cc\u06d4<\/h4>\n<p>\u06a9\u06cc\u0627 \u0622\u0624\u0679 \u067e\u0679 \u062f\u0631\u0633\u062a JSON \u06c1\u06d2\u061f \u06a9\u06cc\u0627 \u062a\u0645\u0627\u0645 \u0645\u0637\u0644\u0648\u0628\u06c1 \u0641\u06cc\u0644\u0688\u0632 \u0645\u0648\u062c\u0648\u062f \u06c1\u06cc\u06ba\u061f \u06a9\u06cc\u0627 \u06cc\u06c1 \u0635\u062d\u06cc\u062d \u0642\u0633\u0645 \u06c1\u06d2 (\u0633\u0679\u0631\u0646\u06af\u060c \u0627\u0646\u0679\u06cc\u062c\u0631\u060c \u0633\u0631\u0646\u06cc)\u061f JSON \u0627\u0633\u06a9\u06cc\u0645\u0627 \u0627\u0633\u06d2 \u0645\u0627\u0626\u06cc\u06a9\u0631\u0648 \u0633\u06cc\u06a9\u0646\u0688\u0632 \u0645\u06cc\u06ba \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 LLM \u0627\u0633\u06cc \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06cc \"\u062a\u062d\u0642\u06cc\u0642\" \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0688\u06be\u0627\u0646\u0686\u06d2 \u06a9\u0648 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u06c1\u06d2 \u06a9\u06c1 \"\u06cc\u06c1 \u062f\u0631\u0633\u062a JSON \u06a9\u06cc \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2\" \u062d\u0642\u06cc\u0642\u062a \u0645\u06cc\u06ba \u0627\u0633 \u06a9\u06cc \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631\u06d4 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 <em>\u062a\u0639\u0628\u06cc\u0631 \u06a9\u0631\u0646\u0627<\/em> \u06a9\u06c1 \u06a9\u0648\u0626\u06cc \"\u0627\u06cc\u06a9 \u062c\u06cc\u0633\u0627 \u0646\u0638\u0631\" \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u06af\u0632\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u0633\u06a9\u062a\u0627 \u06c1\u06d2.<\/p>\n<h4 id=\"heading-2-constraint-violations\">2. \u067e\u0627\u0628\u0646\u062f\u06cc \u06a9\u06cc \u062e\u0644\u0627\u0641 \u0648\u0631\u0632\u06cc<\/h4>\n<p>\u06c1\u06d2 <code>replicas<\/code> 1 \u0633\u06d2 20 \u06a9\u06cc \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u062d\u062f \u06a9\u06d2 \u0627\u0646\u062f\u0631\u061f \u06a9\u0631\u0648 <code>service_name<\/code> \u0631\u06cc\u06af\u0648\u0644\u0631 \u0627\u06cc\u06a9\u0633\u067e\u0631\u06cc\u0634\u0646 \u06a9\u0648 \u0645\u06cc\u0686 \u06a9\u0631\u06cc\u06ba\u06d4 <code>^[a-z][a-z0-9-]*$<\/code>? \u06c1\u06d2 <code>memory_limit_mb<\/code> \u06a9\u0645 \u0627\u0632 \u06a9\u0645 128\u061f<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u0628\u0627\u0624\u0646\u0688\u0631\u06cc \u0686\u06cc\u06a9 \u06c1\u06d2\u06d4 LLM \u062f\u0631\u0633\u062a \u0639\u062f\u062f\u06cc \u0645\u0648\u0627\u0632\u0646\u06c1 \u0627\u0648\u0631 \u0631\u06cc\u06af\u0648\u0644\u0631 \u0627\u06cc\u06a9\u0633\u067e\u0631\u06cc\u0634\u0646 \u0645\u06cc\u0686\u0646\u06af \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u0628\u06c1\u062a \u0628\u0631\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062a\u062e\u0645\u06cc\u0646\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0627\u0631 \u0627\u0633 \u06a9\u0627 \u062f\u0631\u0633\u062a \u0627\u0646\u062f\u0627\u0632\u06c1 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<h4 id=\"heading-3-cross-field-business-rules\">3. \u06a9\u0631\u0627\u0633 \u0688\u0633\u067e\u0644\u0646\u0631\u06cc \u06a9\u0627\u0631\u0648\u0628\u0627\u0631\u06cc \u0642\u0648\u0627\u0639\u062f<\/h4>\n<p>\u06cc\u06c1 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0639\u06a9\u0627\u0633\u06cc \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \"\u0627\u06af\u0631 \u0646\u0642\u0644\u06cc\u06ba 5 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u06cc\u06ba \u062a\u0648 cpu_limit >= 1.0 \u06c1\u0648\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u06d4\" \u06cc\u0627 \"\u0679\u0627\u0626\u0645 \u0622\u0624\u0679_\u0633\u06cc\u06a9\u0646\u0688\u0632 \u0648\u0642\u0641\u06c1_\u0633\u06cc\u06a9\u0646\u0688\u0632 \u0633\u06d2 \u0633\u062e\u062a\u06cc \u0633\u06d2 \u06a9\u0645 \u06c1\u0648\u0646\u06d2 \u0686\u0627\u06c1\u0626\u06cc\u06ba\" \u062c\u06cc\u0633\u06d2 \u0627\u0635\u0648\u0644\u0648\u06ba \u06a9\u0627 \u062a\u0642\u0627\u0636\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u062f\u0648\u0646\u0648\u06ba \u0627\u0642\u062f\u0627\u0631 \u06a9\u0648 \u0630\u06c1\u0646 \u0645\u06cc\u06ba \u0631\u06a9\u06be\u06cc\u06ba \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u0645\u0646\u0637\u0642\u06cc \u062a\u0639\u0644\u0642 \u06a9\u0627 \u0627\u0637\u0644\u0627\u0642 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u0635\u0648\u0644 \u0679\u0631\u06cc\u0646\u0646\u06af \u0688\u06cc\u0679\u0627 \u0645\u06cc\u06ba \u0627\u0646 \u0646\u0645\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba \u062c\u0646 \u0633\u06d2 \u0645\u0627\u0688\u0644 \u067e\u06cc\u0679\u0631\u0646 \u0645\u06cc\u0686 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0648\u06c1 <em>\u0622\u067e \u06a9\u0627<\/em> \u0642\u0648\u0627\u0639\u062f\u060c \u0645\u062e\u0635\u0648\u0635 <em>\u0622\u067e \u06a9\u0627<\/em> \u0646\u0638\u0627\u0645 LLM \u06a9\u06d2 \u067e\u0627\u0633 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f \u0686\u06cc\u0632\u0648\u06ba \u0633\u06d2 \u0622\u06af\u06d2 \u06a9\u0686\u06be \u0628\u06be\u06cc \"\u062c\u0627\u0646\u0646\u06d2\" \u06a9\u06cc \u06a9\u0648\u0626\u06cc \u0648\u062c\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0627\u0648\u0631 \u067e\u0631\u0627\u0645\u067e\u0679 \u0637\u0648\u06cc\u0644 \u062a\u0646\u0627\u0638\u0631 \u0645\u06cc\u06ba \u06a9\u06be\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u062a\u06cc\u0646\u0648\u06ba \u067e\u0631 \u06a9\u06cc\u0648\u06ba \u062c\u06cc\u062a\u062a\u0627 \u06c1\u06d2: <strong>\u06cc\u06c1 \u0628\u063a\u06cc\u0631 \u06a9\u0633\u06cc \u062f\u0644\u06cc\u0644 \u06a9\u06d2 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4<\/strong> \u062a\u0634\u0631\u06cc\u062d\u060c \u062a\u0648\u062c\u06c1 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<em>\u0628\u0646\u0627\u0626\u06cc\u06ba<\/em>: \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u0628\u0646\u0627\u0646\u0627 \u062c\u0648 \u06a9\u0633\u06cc \u0646\u0645\u0648\u0646\u06d2 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627\u0644\u06a9\u0644 \u0641\u0679 \u06c1\u0648 \u062c\u0627\u0626\u06d2\u06d4 \u06cc\u06c1 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u062e\u062a\u0644\u0641 \u0645\u06c1\u0627\u0631\u062a \u06c1\u06d2\u06d4 <em>\u0686\u06cc\u06a9 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/em> \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u0645\u06cc\u06ba \u062a\u0645\u0627\u0645 \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u0648 \u067e\u0648\u0631\u0627 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0633\u06cc \u0646\u0627\u0648\u0644 \u0646\u06af\u0627\u0631 \u0633\u06d2 \u0627\u067e\u0646\u06d2 \u0679\u06cc\u06a9\u0633 \u0631\u06cc\u0679\u0631\u0646 \u06a9\u0648 \u067e\u0631\u0648\u0641 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\"pattern\": \"^[a-z][a-z0-9-]*$\"},\n        \"replicas\": {\"type\": \"integer\", \"minimum\": 1, \"maximum\": 20},\n        \"resources\": {\n            \"type\": \"object\",\n            \"required\": [\"cpu_limit\", \"memory_limit_mb\"],\n            \"properties\": {\n                \"cpu_limit\": {\"type\": \"number\", \"minimum\": 0.1, \"maximum\": 8.0},\n                \"memory_limit_mb\": {\"type\": \"integer\", \"minimum\": 128, \"maximum\": 16384},\n            },\n        },\n        \"health_check\": {\n            \"type\": \"object\",\n            \"required\": [\"path\", \"timeout_seconds\", \"interval_seconds\"],\n            \"properties\": {\n                \"path\": {\"type\": \"string\", \"pattern\": \"^\/\"},\n                \"timeout_seconds\": {\"type\": \"integer\", \"minimum\": 1},\n                \"interval_seconds\": {\"type\": \"integer\", \"minimum\": 5},\n            },\n        },\n    },\n}\n\n# The validator: your REAL source of truth. This is the hard part.\ndef validate_config(config: dict) -> tuple[bool, list[str]]:\n    \"\"\"Schema validation + business rules. This IS your spec.\"\"\"\n    errors = []\n    try:\n        validate(instance=config, schema=DEPLOYMENT_CONFIG_SCHEMA)\n    except ValidationError as e:\n        errors.append(f\"Schema: {e.message} (at {list(e.path)})\")\n        return False, errors  # bail early \u2014 no point checking rules on broken structure\n\n    # Cross-field rules that JSON Schema can't express\n    if config[\"replicas\"] > 5 and config[\"resources\"][\"cpu_limit\"] < 1.0:\n        errors.append(f\"replicas={config['replicas']} requires cpu_limit >= 1.0\")\n    if config[\"health_check\"][\"timeout_seconds\"] >= config[\"health_check\"][\"interval_seconds\"]:\n        errors.append(\"timeout_seconds must be < interval_seconds\")\n\n    return len(errors) == 0, errors\n<\/code><\/pre>\n<p>\u0627\u0628 \u0644\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u0644\u0648\u067e \u062c\u0648 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0648 \u0627\u0633 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0627\u0631 \u0633\u06d2 \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2 \u0627\u0633 \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-python\">import json\nfrom typing import TypedDict\nfrom langgraph.graph import StateGraph, END\nfrom langchain_openai import ChatOpenAI\nfrom langchain_core.messages import SystemMessage, HumanMessage\n\nSYSTEM_PROMPT = (\"You generate deployment configs as valid JSON. \"\n                 \"Required fields: service_name, replicas, resources, health_check. \"\n                 \"Follow ALL constraints exactly. Return ONLY the JSON object.\")\n\nclass State(TypedDict):\n    request: str\n    config: dict | None\n    errors: list[str]\n    attempts: int\n\nllm = ChatOpenAI(model=\"gpt-4o\", temperature=0.2)\n\ndef generate_node(state: State) -> dict:\n    \"\"\"Generate config, injecting exact errors on retries.\"\"\"\n    content = f\"Generate config for: {state['request']}\"\n    if state[\"errors\"]:  # the magic \u2014 exact errors fed back, not vague critique\n        content += \"\\n\\nYour previous attempt had these errors:\\n\"\n        content += \"\\n\".join(f\"- {e}\" for e in state[\"errors\"])\n        content += \"\\nFix ALL of them.\"\n    resp = llm.invoke([SystemMessage(content=SYSTEM_PROMPT), HumanMessage(content=content)])\n    try:\n        config = json.loads(resp.content.strip()) if resp.content else {}\n    except json.JSONDecodeError:\n        config = None  # validator will catch this\n    return {\"config\": config, \"attempts\": state[\"attempts\"] + 1}\n\ndef validate_node(state: State) -> dict:\n    \"\"\"Run deterministic validation. No LLM involved.\"\"\"\n    if not state[\"config\"]:\n        return {\"errors\": [\"Output was not valid JSON\"]}\n    _, errors = validate_config(state[\"config\"])\n    return {\"errors\": errors}\n\ndef route(state: State) -> str:\n    \"\"\"Done if valid OR exhausted retries.\"\"\"\n    if not state[\"errors\"]:\n        return \"done\"\n    return \"retry\" if state[\"attempts\"] < 3 else \"done\"\n\ngraph = StateGraph(State)\ngraph.add_node(\"generate\", generate_node)\ngraph.add_node(\"validate\", validate_node)\ngraph.set_entry_point(\"generate\")\ngraph.add_edge(\"generate\", \"validate\")\ngraph.add_conditional_edges(\"validate\", route, {\"retry\": \"generate\", \"done\": END})\napp = graph.compile()\n<\/code><\/pre>\n<p>\u06af\u0631\u0627\u0641 \u06a9\u0648 \u0627\u06cc\u06a9 \u0644\u0648\u067e \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0631\u062a\u0628 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba 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\u0644\u06cc\u06a9\u0646 \u0627\u06cc\u06a9 \u0679\u06cc\u0645 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u061f \u06cc\u06c1 \u06a9\u0633\u06cc \u0627\u06cc\u06a9 \u06a9\u0648 \u0627\u06a9\u06cc\u0644\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0628\u06c1\u062a\u0631 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0622\u067e \u06a9\u0648 \u0627\u0633 \u0642\u0633\u0645 \u06a9\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u067e\u0631 \u063a\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u06a9\u06c1\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0628\u06c1\u062a\u0631 \u0646\u062a\u0627\u0626\u062c \u062d\u0627\u0635\u0644 \u06c1\u0648\u06ba \u06af\u06d2\u06d4<\/p>\n<h2 id=\"heading-when-three-attempts-isnt-enough\">\u062c\u0628 \u062a\u06cc\u0646 \u06a9\u0648\u0634\u0634\u06cc\u06ba \u06a9\u0627\u0641\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/h2>\n<p>\u0627\u06af\u0631 \u0645\u0627\u0688\u0644 \u062a\u06cc\u0646 \u06a9\u0648\u0634\u0634\u0648\u06ba \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0645\u0633\u0626\u0644\u06c1 \u062d\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0686\u0648\u062a\u06be\u06cc \u06a9\u0648\u0634\u0634 \u0628\u06c1\u062a \u06a9\u0645 \u0645\u062f\u062f\u06af\u0627\u0631 \u06c1\u0648\u06af\u06cc\u06d4 \u0628\u0642\u0627\u06cc\u0627 \u063a\u0644\u0637\u06cc\u0627\u06ba \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0635\u0631\u06cc\u062d \u0645\u06cc\u06ba \u0627\u0628\u06c1\u0627\u0645 \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba \u0628\u062c\u0627\u0626\u06d2 \u0627\u0633 \u06a9\u06d2 \u06a9\u06c1 \u0642\u0627\u0628\u0644 \u0627\u0635\u0644\u0627\u062d \u062c\u0646\u0631\u06cc\u0634\u0646 \u0645\u0633\u0627\u0626\u0644\u06d4 \u0644\u06c1\u0630\u0627\u060c \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u06a9\u06d2 \u0633\u0633\u0679\u0645 \u0645\u06cc\u06ba \"\u06c1\u0627\u0631 \u06a9\u0631\u0646\u06d2\" \u06a9\u0627 \u06a9\u06cc\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p><strong>\u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u0627 \u0631\u06cc\u06a9\u0627\u0631\u0688<\/strong> \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u0627\u0648\u0631 \u062d\u062a\u0645\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a - \u06cc\u06c1 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0646\u0634\u0627\u0646\u06cc \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0648\u0636\u0627\u062d\u062a \u062e\u0648\u062f \u0645\u0628\u06c1\u0645 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0627\u0636\u062d \u063a\u0644\u0637\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0633\u062a\u0631\u062f \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627\u06d4<\/strong> (\u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u06d2 \u067e\u06cc\u063a\u0627\u0645 \u06a9\u06d2 \u0633\u0627\u062a\u06be 422) \u0622\u067e \u062e\u0631\u0627\u0628 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u06a9\u0648 \u0646\u06cc\u0686\u06d2 \u06a9\u06cc \u0637\u0631\u0641 \u0645\u0646\u062a\u0642\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u0645\u06c1 \u062f\u0627\u0631 \u0634\u062e\u0635 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0627\u0626\u06cc\u06ba\u06d4<\/strong> \u0632\u06cc\u0627\u062f\u06c1 \u062e\u0637\u0631\u06d2 \u0648\u0627\u0644\u06d2 \u0631\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0622\u067e \u062c\u0648 \u0628\u06be\u06cc \u06a9\u0631\u06cc\u06ba\u060c \u0627\u067e\u0646\u06d2 \u0679\u0648\u06a9\u0646\u0632 \u06a9\u0648 \u06cc\u06c1 \u062a\u0648\u0642\u0639 \u0646\u06c1 \u0631\u06a9\u06be\u06cc\u06ba \u06a9\u06c1 7 \u062c\u0627\u062f\u0648 \u06a9\u06cc \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-when-to-use-this-and-when-not-to\">\u0627\u0633\u06d2 \u06a9\u0628 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 (\u0627\u0648\u0631 \u06a9\u0628 \u0646\u06c1\u06cc\u06ba)<\/h2>\n<p>\u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u0679\u06cc\u0633\u0679 \u06c1\u0648\u06af\u0627: <strong>\u06a9\u06cc\u0627 \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u0627\u06cc\u0633\u0627 \u0641\u0646\u06a9\u0634\u0646 \u0644\u06a9\u06be \u0633\u06a9\u062a\u0627 \u06c1\u0648\u06ba \u062c\u0648 \u06a9\u0686\u06be \u0648\u0627\u067e\u0633 \u06a9\u0631\u06d2\u061f<\/strong> <code>true<\/code> <strong>\u06cc\u0627<\/strong> <code>false<\/code> <strong>\u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2\u061f<\/strong><\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0633\u0627 \u06c1\u06d2 \u062a\u0648\u060c \u0627\u0633 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0648 Create \u2192 Validate \u2192 Retry loop \u0633\u06d2 \u062c\u0648\u0691\u06cc\u06ba\u06d4 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06c1\u0645 \u0646\u06d2 \u0627\u0633\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u062a\u0627\u062b\u0631\u0627\u062a \u06a9\u06d2 \u0631\u0627\u0633\u062a\u06d2 \u0645\u06cc\u06ba \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0646\u06c1\u06cc\u06ba \u0688\u0627\u0644\u0627 \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p>JSON \u0622\u0624\u0679 \u067e\u0679\u061f \u0645\u06cc\u0631\u06d2 \u067e\u0627\u0633 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc \u0627\u06cc\u06a9 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06c1\u06d2\u06d4 \u0686\u0644\u0627\u0626\u06cc\u06ba <code>jsonschema.validate()<\/code>.<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0633 \u06a9\u06cc\u0648 \u0627\u06cc\u0644 \u0622\u0624\u0679 \u067e\u0679\u061f \u0686\u0644\u0627\u0626\u06cc\u06ba <code>EXPLAIN<\/code> - \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0622\u067e \u06a9\u0648 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u0627\u0633\u06d2 \u067e\u0627\u0631\u0633 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u06cc\u0627 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0648\u0688 \u0622\u0624\u0679 \u067e\u0679\u061f \u0627\u0633\u06d2 \u0645\u0631\u062a\u0628 \u06a9\u0631\u06cc\u06ba\u06d4 \u0679\u06cc\u0633\u0679 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0648\u06c1 <em>\u06c1\u06d2<\/em> \u0622\u067e \u06a9\u0627 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p>Terraform\u061f <code>terraform validate<\/code> \u06cc\u06c1 \u0627\u0633\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0635\u0648\u0631\u062a \u062f\u06cc\u06af\u0631 - \u0627\u06af\u0631 \"\u0635\u062d\u06cc\u062d\" \u0633\u0627\u067e\u06cc\u06a9\u0634 \u06c1\u06d2 (\u0627\u06cc \u0645\u06cc\u0644 \u06a9\u0627 \u0644\u06c1\u062c\u06c1\u060c \u062e\u0644\u0627\u0635\u06c1 \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631\u060c \u06a9\u0627\u067e\u06cc \u06a9\u06cc \u0642\u0627\u0626\u0644\u06cc\u062a)\u060c \u06cc\u06c1 \u0639\u06a9\u0627\u0633\u06cc \u06cc\u0627 \u0627\u0646\u0633\u0627\u0646\u06cc \u062c\u0627\u0626\u0632\u06c1 \u067e\u0631 \u0648\u0627\u067e\u0633 \u0622 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0679\u06be\u06cc\u06a9 \u06c1\u06d2 \u0639\u06a9\u0627\u0633\u06cc \u0645\u0648\u0636\u0648\u0639\u06cc \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u062c\u0628 \u0635\u062d\u06cc\u062d 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