{"id":27429,"date":"2026-07-29T14:27:26","date_gmt":"2026-07-29T14:27:26","guid":{"rendered":"https:\/\/umang.pk\/2026\/07\/29\/ai-%d8%a7%db%8c%d9%be%d9%84%db%8c-%da%a9%db%8c%d8%b4%d9%86%d8%b2-%da%a9%d9%88-%da%a9%db%8c%d8%b3%db%92-%d8%a8%d9%86%d8%a7%db%8c%d8%a7-%d8%ac%d8%a7%d8%a6%db%92-%d8%ac%d9%88-%d8%ae%d9%88%d8%af-%d8%a8\/"},"modified":"2026-07-29T14:27:30","modified_gmt":"2026-07-29T14:27:30","slug":"ai-%d8%a7%db%8c%d9%be%d9%84%db%8c-%da%a9%db%8c%d8%b4%d9%86%d8%b2-%da%a9%d9%88-%da%a9%db%8c%d8%b3%db%92-%d8%a8%d9%86%d8%a7%db%8c%d8%a7-%d8%ac%d8%a7%d8%a6%db%92-%d8%ac%d9%88-%d8%ae%d9%88%d8%af-%d8%a8","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/07\/29\/ai-%d8%a7%db%8c%d9%be%d9%84%db%8c-%da%a9%db%8c%d8%b4%d9%86%d8%b2-%da%a9%d9%88-%da%a9%db%8c%d8%b3%db%92-%d8%a8%d9%86%d8%a7%db%8c%d8%a7-%d8%ac%d8%a7%d8%a6%db%92-%d8%ac%d9%88-%d8%ae%d9%88%d8%af-%d8%a8\/","title":{"rendered":"AI \u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646\u0632 \u06a9\u0648 \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0648 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4"},"content":{"rendered":"\n<div id=\"\">\n<p>\u0628\u0691\u06d2 \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644\u0632 (LLMs) \u0646\u06d2 \u06c1\u0645\u0627\u0631\u06d2 \u062c\u062f\u06cc\u062f \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0637\u0631\u06cc\u0642\u06d2 \u06a9\u0648 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u062a\u0645\u0627\u0645 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f AI \u0645\u0627\u0688\u0644 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u06d2 \u0633\u0646\u06af\u06cc\u0646 \u062e\u0637\u0631\u0627\u062a \u0644\u0627\u062d\u0642 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 API \u0628\u0646\u062f\u0634 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0633\u0627\u062f\u06c1 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0645\u0644\u06a9\u06cc\u062a\u06cc \u0645\u0627\u0688\u0644 \u0645\u06c1\u0646\u06af\u06d2 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u0648\u0631 \u0633\u0633\u062a\u06d2 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0645\u0627\u0688\u0644 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0645\u0646\u0637\u0642\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0627 \u0634\u06a9\u0627\u0631 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u062c\u0628 \u0645\u06cc\u06ba \u0627\u0648\u0631 \u0645\u06cc\u0631\u06cc \u0679\u06cc\u0645 \u0627\u067e\u0646\u06d2 \u06a9\u0633\u0679\u0645\u0631 \u0633\u067e\u0648\u0631\u0679 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0646\u0679\u0631\u067e\u0631\u0627\u0626\u0632-\u06af\u0631\u06cc\u0688 AI \u0627\u0646\u062c\u0646 \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u062a\u06be\u06d2\u060c \u062a\u0648 \u06c1\u0645 \u0646\u06d2 \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f \u0627\u0639\u0644\u06cc\u0670 \u0633\u0637\u062d\u06cc \u0645\u0627\u0688\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0645\u0627\u06c1 \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u06c1\u0645\u06cc\u06ba \u062f\u0648 \u0628\u0691\u06d2 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0627 \u0633\u0627\u0645\u0646\u0627 \u06a9\u0631\u0646\u0627 \u067e\u0691\u0627\u06d4 \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 API \u06a9\u06cc \u0628\u0646\u062f\u0634 \u0646\u06d2 \u0627\u06cc\u067e \u06a9\u0648 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0631\u0648\u06a9 \u062f\u06cc\u0627 \u0627\u0648\u0631 \u0639\u0627\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u06c1\u0646\u06af\u06d2 \u0627\u0646\u0641\u0631\u0646\u0633 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u0645\u0627\u06c1\u0627\u0646\u06c1 API \u0628\u0644\u0648\u06ba \u0645\u06cc\u06ba \u0627\u0636\u0627\u0641\u06c1 \u06c1\u0648\u0627\u06d4<\/p>\n<p>\u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u0644\u0686\u06a9\u062f\u0627\u0631 \u0645\u0644\u0679\u06cc \u0645\u0627\u0688\u0644 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06af\u0627\u0626\u06cc\u0688 \u0645\u06cc\u06ba\u060c \u0622\u067e Python \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u06a9 \u0630\u06c1\u06cc\u0646\u060c \u06a9\u062b\u06cc\u0631 \u062f\u0631\u062c\u06d2 \u06a9\u06cc AI \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u0633\u06cc\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u06a9\u06c1 \u0645\u062a\u062d\u0631\u06a9 \u0637\u0648\u0631 \u067e\u0631 \u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u0648 \u0631\u0648\u0679 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0645\u062a\u0628\u0627\u062f\u0644 \u06a9\u0648 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-prerequisites-and-environment-setup\">\u0634\u0631\u0627\u0626\u0637 \u0627\u0648\u0631 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u06af\u06d2 \u0628\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u06a9\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u062a\u0631\u062a\u06cc\u0628\u0627\u062a \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4<\/p>\n<ul>\n<li>\n<p>\u0627\u0632\u06af\u0631 \u0627\u0648\u0631 \u063a\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u067e\u0630\u06cc\u0631 \u067e\u0631\u0648\u06af\u0631\u0627\u0645\u0646\u06af \u0645\u06cc\u06ba \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u06c1\u0627\u0631\u062a\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0622\u067e \u06a9\u06d2 \u0633\u0633\u0679\u0645 \u067e\u0631 Python 3.9 \u06cc\u0627 \u0627\u0633 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0646\u0633\u0679\u0627\u0644 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0648\u06cc\u0698\u0648\u0644 \u0627\u0633\u0679\u0648\u0688\u06cc\u0648 \u06a9\u0648\u0688 \u062c\u06cc\u0633\u0627 \u06a9\u0648\u0688 \u0627\u06cc\u0688\u06cc\u0679\u0631\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062f\u0648 \u06cc\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0627\u0688\u0644 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 (\u062c\u06cc\u0633\u06d2 OpenAI \u0627\u0648\u0631 Anthropic) \u06cc\u0627 Ollama \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0686\u0644\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 API \u06a9\u0644\u06cc\u062f\u06d4<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"heading-package-installation\">\u067e\u06cc\u06a9\u06cc\u062c \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba<\/h3>\n<p>\u0679\u0631\u0645\u06cc\u0646\u0644 \u06a9\u06be\u0648\u0644\u06cc\u06ba \u0627\u0648\u0631 \u0645\u0637\u0644\u0648\u0628\u06c1 \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-shell\">pip install openai anthropic python-dotenv pydantic\n<\/code><\/pre>\n<h3 id=\"heading-local-directory-structure\">\u0645\u0642\u0627\u0645\u06cc \u0688\u0627\u0626\u0631\u06cc\u06a9\u0679\u0631\u06cc \u0688\u06be\u0627\u0646\u0686\u06c1<\/h3>\n<p>\u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u0648 \u0635\u0627\u0641 \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u067e\u0646\u06cc \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0688\u0627\u0626\u0631\u06a9\u0679\u0631\u06cc \u06a9\u0648 \u0627\u0633 \u0637\u0631\u062d \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u06ba:<\/p>\n<pre><code class=\"language-plaintext\">ai-model-router\/\n\n\u2502\n\n\u251c\u2500\u2500 .env\n\n\u251c\u2500\u2500 README.md\n\n\u2514\u2500\u2500 app.py\n<\/code><\/pre>\n<h3 id=\"heading-environment-configuration\">\u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628<\/h3>\n<p>\u0628\u0646\u0627\u0646\u0627 <code>.env<\/code> \u0627\u067e\u0646\u06cc \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0688\u0627\u0626\u0631\u06a9\u0679\u0631\u06cc \u06a9\u06d2 \u0631\u0648\u0679 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0641\u0627\u0626\u0644 \u0628\u0646\u0627\u0626\u06cc\u06ba \u0627\u0648\u0631 \u0627\u067e\u0646\u06cc \u0627\u0633\u0646\u0627\u062f \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-plaintext\">Ini, TOML\n\nOPENAI_API_KEY=your_openai_api_key_here ANTHROPIC_API_KEY=your_anthropic_api_key_here ENVIRONMENT=development\n<\/code><\/pre>\n<h2 id=\"heading-the-problem-with-single-model-architectures\">\u0633\u0646\u06af\u0644 \u0645\u0627\u0688\u0644 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0633\u0627\u0626\u0644<\/h2>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0627\u067e\u0646\u06d2 \u062a\u0645\u0627\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0648 \u0641\u0644\u06cc\u06af \u0634\u067e \u0645\u0627\u0688\u0644\u0632 \u062c\u06cc\u0633\u06d2 GPT-4o \u06cc\u0627 Claude 3.5 Sonnet \u067e\u0631 \u0628\u06be\u06cc\u062c\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u06a9\u0648 \u0627\u06cc\u06a9 \u0622\u0633\u0627\u0646 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc \u06a9\u0631\u0646\u0627 \u067e\u0691\u06d2 \u06af\u06cc\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u0631\u0639\u06a9\u0633\u060c \u0627\u06af\u0631 \u0622\u067e \u067e\u06cc\u0633\u06d2 \u0628\u0686\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u0686\u06be\u0648\u0679\u06d2\u060c \u062a\u06cc\u0632 \u0645\u0627\u0688\u0644 \u062c\u06cc\u0633\u06d2 GPT-4o-mini \u06cc\u0627 Claude 3.5 Haiku \u06a9\u06cc \u0637\u0631\u0641 \u0644\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u06a9\u0627 \u0633\u0633\u0679\u0645 \u0627\u0633 \u0648\u0642\u062a \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u062c\u0628 \u0635\u0627\u0631\u0641\u06cc\u0646 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u06a9\u0648\u0688 \u062c\u0646\u0631\u06cc\u0634\u0646 \u06cc\u0627 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u06d2 \u06a9\u0627\u0645 \u062c\u0645\u0639 \u06a9\u0631\u0627\u0626\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<p>\u0644\u0627\u06af\u062a \u06a9\u06d2 \u0645\u0633\u0627\u0626\u0644 \u06a9\u06d2 \u0639\u0644\u0627\u0648\u06c1\u060c \u0633\u0646\u06af\u0644 \u0645\u0627\u0688\u0644 \u0633\u0633\u0679\u0645 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\u06a9\u0627\u0644 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u06a9\u0648 \u0679\u0631\u0627\u0626\u06cc\u062c \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u062a\u0639\u06cc\u0646 \u0627\u0648\u0631 \u062a\u06cc\u0632 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u067e LLM API \u06a9\u0627\u0644\u0632 \u067e\u0631 \u0631\u0642\u0645 \u062e\u0631\u0686 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0645\u062a\u0646 \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0627\u06a9\u06c1 \u06cc\u06c1 \u0645\u0639\u0644\u0648\u0645 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u06d2 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u06cc\u0627 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\u06c1\u06d2\u06d4<\/p>\n<p>\u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06d2 \u0642\u0648\u0627\u0639\u062f \u06a9\u0648 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u06cc\u06c1\u0627\u06ba \u06c1\u06d2: <code>app.py<\/code>:<\/p>\n<pre><code class=\"language-python\">import re\nfrom enum import Enum\nfrom pydantic import BaseModel\n\n\nclass TaskComplexity(Enum):\n    SIMPLE = \"simple\"      # FAQs, short summaries, basic translation\n    MEDIUM = \"medium\"      # Standard text generation, content rewriting\n    COMPLEX = \"complex\"    # Code writing, math logic, structural analysis\n\n\nclass PromptAnalyzer:\n    def __init__(self):\n        # Regex patterns indicative of complex tasks\n        self.complex_keywords = [\n            r\"brefactorb\",\n            r\"bdebugb\",\n            r\"bwrite codeb\",\n            r\"banalyzeb\",\n            r\"balgorithmb\",\n            r\"barchitectureb\",\n        ]\n\n    def analyze_complexity(self, prompt: str) -> TaskComplexity:\n        \"\"\"\n        Evaluates input text deterministically to output\n        a TaskComplexity rating.\n        \"\"\"\n        normalized = prompt.lower().strip()\n        word_count = len(normalized.split())\n\n        # Check for code blocks or complex request patterns\n        contains_code = \"```\" in prompt\n        has_complex_keyword = any(\n            re.search(pattern, normalized)\n            for pattern in self.complex_keywords\n        )\n\n        if contains_code or has_complex_keyword or word_count > 300:\n            return TaskComplexity.COMPLEX\n        elif word_count > 80:\n            return TaskComplexity.MEDIUM\n        else:\n            return TaskComplexity.SIMPLE\n\n\n# Example Usage\nif __name__ == \"__main__\":\n    analyzer = PromptAnalyzer()\n\n    test_prompt = (\n        \"Write a Python script that implements a trie \"\n        \"data structure with autocomplete.\"\n    )\n\n    complexity = analyzer.analyze_complexity(test_prompt)\n    print(f\"Prompt Complexity Tier: {complexity.value}\")\n<\/code><\/pre>\n<h3 id=\"heading-breaking-down-the-code-logic-for-tier-1\">\u0679\u0627\u0626\u0631 1 \u06a9\u0648\u0688 \u06a9\u0627 \u0645\u0646\u0637\u0642\u06cc \u062a\u062c\u0632\u06cc\u06c1<\/h3>\n<ul>\n<li>\n<p><code>TaskComplexity<\/code> <strong>\u06af\u0646\u062a\u06cc:<\/strong> \u0622\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0648\u0627\u0636\u062d \u0632\u0645\u0631\u06d2 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u06cc\u06ba (<code>SIMPLE<\/code>, <code>MEDIUM<\/code>, <code>COMPLEX<\/code>)\u060c \u062c\u0648 \u067e\u0648\u0631\u06cc \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba \u0642\u0633\u0645 \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0637\u0644\u0648\u0628\u06c1 \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u0645\u0645\u0627\u062b\u0644\u062a:<\/strong> \u06a9\u06c1 <code>PromptAnalyzer<\/code> \u06a9\u0644\u0627\u0633 \u0627\u06cc\u06a9 \u0628\u0627\u0642\u0627\u0639\u062f\u06c1 \u0627\u0638\u06c1\u0627\u0631 \u06a9\u0627 \u0646\u0645\u0648\u0646\u06c1 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0627\u06cc\u06a9\u0634\u0646 \u0627\u0644\u0641\u0627\u0638 \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2: <code>refactor<\/code>, <code>debug<\/code>\u06cc\u0627 <code>algorithm<\/code> \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u0628\u06be\u0627\u0631\u06cc \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u0627\u0645\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u06cc\u06cc\u0646\u0627\u062a\u06cc \u0627\u0635\u0648\u0644<\/strong> <code>analyze_complexity<\/code><strong>:<\/strong><\/p>\n<\/li>\n<li>\n<p>\u0641\u0627\u0631\u0645\u06cc\u0679\u0646\u06af \u0627\u0648\u0631 \u0644\u0645\u0628\u0627\u0626\u06cc \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba: \u062a\u0627\u0631\u0648\u06ba \u0627\u0648\u0631 \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u06a9\u0648\u0688 \u0628\u0644\u0627\u06a9\u0633 \u06a9\u0648 \u0635\u0627\u0641 \u06a9\u0631\u06cc\u06ba (<code>```<\/code>)\u060c \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u06af\u0646\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631\u062c\u06d2 \u06a9\u06cc \u062a\u0641\u0648\u06cc\u0636:<\/p>\n<ul>\n<li>\n<p>\u0627\u06af\u0631 \u06a9\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u06a9\u0648\u0688 \u0628\u0644\u0627\u06a9\u0633\u060c \u0642\u0627\u0628\u0644 \u0639\u0645\u0644 \u0627\u0644\u0641\u0627\u0638\u060c \u06cc\u0627 300 \u0627\u0644\u0641\u0627\u0638 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0644\u0645\u0628\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0627\u0633\u06d2 \u0641\u0648\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0628\u0691\u06be\u0627 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2: <code>COMPLEX<\/code>.<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0648\u0688 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u0641\u0627\u0638 \u06a9\u06d2 \u0628\u063a\u06cc\u0631 80 \u0627\u0648\u0631 300 \u0627\u0644\u0641\u0627\u0638 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2: <code>MEDIUM<\/code>.<\/p>\n<\/li>\n<li>\n<p>\u0686\u06be\u0648\u0679\u0627 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u06c1\u06d2\u06d4 <code>SIMPLE<\/code>.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u062c\u0628 \u0622\u067e \u06a9\u0648\u0688 \u06a9\u0627 \u06cc\u06c1 \u0679\u06a9\u0691\u0627 \u0627\u06cc\u06a9 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06cc\u06c1 \u0645\u062a\u0646 \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c &quot;\u0644\u06a9\u06be\u0646\u06d2 \u06a9\u0627 \u06a9\u0648\u0688&#8221; \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0633\u06d2 \u067e\u0631\u0646\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0648\u0631\u06cc \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u0627 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc: \u067e\u06cc\u0686\u06cc\u062f\u06c1<\/p>\n<h2 id=\"heading-step-2-implementing-tier2-dynamic-model-routing-logic\">\u0645\u0631\u062d\u0644\u06c1 2: \u0679\u0627\u0626\u0631 2 \u06a9\u0627 \u0646\u0641\u0627\u0630 &#8211; \u0645\u062a\u062d\u0631\u06a9 \u0645\u0627\u0688\u0644 \u0631\u0648\u0679\u0646\u06af \u0645\u0646\u0637\u0642<\/h2>\n<p>\u0627\u0628 \u062c\u0628 \u06a9\u06c1 \u06c1\u0645 \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u06a9\u0648 \u0633\u0627\u062f\u06c1\u060c \u062f\u0631\u0645\u06cc\u0627\u0646\u06d2 \u06cc\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0644\u06cc\u0628\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06c1\u0645\u06cc\u06ba \u06cc\u06c1 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0627\u0635\u0648\u0644\u06cc \u06a9\u062a\u0627\u0628 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u0627 AI \u0645\u0627\u0688\u0644 \u0627\u0646\u06c1\u06cc\u06ba \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u067e\u0631\u062a \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u06cc \u06c1\u0631 \u067e\u0631\u062a \u06a9\u0648 \u0627\u06cc\u06a9 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0627\u0688\u0644 \u0627\u0648\u0631 \u062b\u0627\u0646\u0648\u06cc \u0645\u062a\u0628\u0627\u062f\u0644 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0633\u0627\u062f\u06c1 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0648 \u0628\u062c\u0679 \u0645\u0627\u0688\u0644 (gpt-4o-mini) \u067e\u0631 \u0631\u0648\u0679 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u0648 \u06c1\u06cc\u0648\u06cc \u0648\u06cc\u0679 \u0645\u0627\u0688\u0644 (\u06a9\u0644\u0627\u0688-3-5-\u0633\u0648\u0646\u06cc\u0679) \u06a9\u06cc \u0637\u0631\u0641 \u0631\u0648\u0627\u0646\u06c1 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062f\u0631\u062c \u0630\u06cc\u0644 \u062a\u0631\u062a\u06cc\u0628 \u0628\u06be\u06cc \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-python\">class ModelConfig(BaseModel):\n    provider: str\n    model_name: str\n\n\nclass ModelRouter:\n    def __init__(self):\n        # Map task complexity tiers to primary and fallback models\n        self.routing_table = {\n            TaskComplexity.SIMPLE: {\n                \"primary\": ModelConfig(\n                    provider=\"openai\",\n                    model_name=\"gpt-4o-mini\",\n                ),\n                \"fallback\": ModelConfig(\n                    provider=\"anthropic\",\n                    model_name=\"claude-3-5-haiku-20241022\",\n                ),\n            },\n            TaskComplexity.MEDIUM: {\n                \"primary\": ModelConfig(\n                    provider=\"openai\",\n                    model_name=\"gpt-4o-mini\",\n                ),\n                \"fallback\": ModelConfig(\n                    provider=\"anthropic\",\n                    model_name=\"claude-3-5-haiku-20241022\",\n                ),\n            },\n            TaskComplexity.COMPLEX: {\n                \"primary\": ModelConfig(\n                    provider=\"anthropic\",\n                    model_name=\"claude-3-5-sonnet-20241022\",\n                ),\n                \"fallback\": ModelConfig(\n                    provider=\"openai\",\n                    model_name=\"gpt-4o\",\n                ),\n            },\n        }\n\n    def get_models_for_tier(\n        self, complexity: TaskComplexity\n    ) -> tuple[ModelConfig, ModelConfig]:\n        \"\"\"\n        Returns the primary and fallback models for a given\n        task complexity tier.\n        \"\"\"\n        config = self.routing_table[complexity]\n        return config[\"primary\"], config[\"fallback\"]\n<\/code><\/pre>\n<h3 id=\"heading-breaking-down-the-code-logic-for-tier-2\">\u0679\u0627\u0626\u0631 2 \u0645\u06cc\u06ba \u06a9\u0648\u0688 \u0645\u0646\u0637\u0642 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1<\/h3>\n<ul>\n<li>\n<p><code>ModelConfig<\/code> <strong>\u062e\u0627\u06a9\u06c1:<\/strong> \u0627\u0633 \u0628\u0627\u062a \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 Pydantic \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u06c1\u0631 \u0645\u0627\u0688\u0644 \u06a9\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u06ba \u062f\u0648\u0646\u0648\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba\u06d4 <code>provider<\/code> (\u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c <code>\"openai\"<\/code>) \u0627\u0648\u0631 \u0645\u062e\u0635\u0648\u0635 <code>model_name<\/code> \u062a\u0627\u0631<\/p>\n<\/li>\n<li>\n<p><code>self.routing_table<\/code> <strong>\u0646\u0642\u0634\u06c1 \u0633\u0627\u0632\u06cc:<\/strong> \u06cc\u06c1 \u0644\u063a\u062a \u0645\u0627\u0688\u0644 \u0627\u0633\u0627\u0626\u0646\u0645\u0646\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0686\u0627\u0626\u06cc \u06a9\u06d2 \u0648\u0627\u062d\u062f \u0630\u0631\u06cc\u0639\u06c1 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p><code>SIMPLE<\/code> <strong>\u0627\u0648\u0631<\/strong> <code>MEDIUM<\/code> <strong>\u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc:<\/strong> \u0627\u0635\u0644 \u06c1\u062f\u0641 \u06c1\u06d2\u06d4 <code>gpt-4o-mini<\/code> \u06c1\u0627\u0626\u06cc \u062a\u06be\u0631\u0648 \u067e\u0679\u060c \u06a9\u0645 \u0644\u0627\u06af\u062a \u067e\u0631\u0646\u0679\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4 \u0627\u06af\u0631 OpenAI \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0633 \u06a9\u06cc \u062c\u06af\u06c1 Anthropic \u0644\u06d2 \u0644\u06cc \u062c\u0627\u0626\u06d2 \u06af\u06cc\u06d4 <code>claude-3-5-haiku-20241022<\/code>.<\/p>\n<\/li>\n<li>\n<p><code>COMPLEX<\/code> <strong>\u0645\u0646\u0632\u0644:<\/strong> \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u06c1\u062f\u0641 \u06a9\u0648 \u0627\u0644\u0679\u0627 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2: <code>claude-3-5-sonnet-20241022<\/code> \u0679\u0627\u067e \u0644\u06cc\u0648\u0644 \u06a9\u0648\u0688 \u062c\u0646\u0631\u06cc\u0634\u0646 \u0627\u0648\u0631 \u0627\u0646\u0641\u0631\u0646\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 <code>gpt-4o<\/code> \u0628\u06cc\u06a9 \u0627\u067e \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u06d4<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><code>get_models_for_tier<\/code><strong>:<\/strong> \u0627\u06cc\u06a9 \u0645\u062f\u062f\u06af\u0627\u0631 \u0641\u0646\u06a9\u0634\u0646 \u062c\u0648 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0631\u062f\u06c1 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u0644\u06cc\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0627\u06cc\u06a9 \u0679\u067e\u0644 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 <code>(PrimaryModel, FallbackModel)<\/code>.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-step-3-implementing-tier3-automatic-fallbacks\">\u0645\u0631\u062d\u0644\u06c1 3: \u0679\u0627\u0626\u0631 3 \u06a9\u0627 \u0646\u0641\u0627\u0630 &#8211; \u062e\u0648\u062f\u06a9\u0627\u0631 \u0641\u0627\u0644 \u0628\u06cc\u06a9<\/h2>\n<p>\u06cc\u06c1\u0627\u06ba \u062a\u06a9 \u06a9\u06c1 \u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0628\u06be\u06cc \u0688\u0627\u0624\u0646 \u0679\u0627\u0626\u0645\u060c \u0631\u0641\u062a\u0627\u0631 \u06a9\u06cc \u062d\u062f\u060c \u06cc\u0627 \u063a\u06cc\u0631 \u0645\u062a\u0648\u0642\u0639 \u0679\u0627\u0626\u0645 \u0622\u0624\u0679 \u06a9\u0627 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u0633\u0627 \u06c1\u0648\u0646\u06d2 \u067e\u0631 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0627\u0631 \u0627\u06cc\u067e \u0635\u0627\u0631\u0641 \u06a9\u0648 \u0627\u06cc\u0631\u0631 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u0646\u06c1\u06cc\u06ba \u062f\u06a9\u06be\u0627 \u0633\u06a9\u062a\u06cc\u06d4 \u06c1\u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0627\u06cc\u06af\u0632\u06cc\u06a9\u06cc\u0648\u0634\u0646 \u0627\u0646\u062c\u0646 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u062c\u0648 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0627\u0688\u0644 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u06d2 \u0627\u0648\u0631 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u067e\u06a9\u0691 \u0644\u06d2\u06d4 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u0645\u0633\u0626\u0644\u06c1 \u067e\u06cc\u0634 \u0622\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba \u062e\u0644\u0644 \u0688\u0627\u0644\u06d2 \u0628\u063a\u06cc\u0631 \u0641\u0648\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062b\u0627\u0646\u0648\u06cc \u0641\u0627\u0644 \u0628\u06cc\u06a9 \u0645\u0627\u0688\u0644 \u067e\u0631 \u0686\u0644\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u067e\u0646\u06cc \u0627\u0633\u06a9\u0631\u067e\u0679 \u0645\u06cc\u06ba \u0627\u06cc\u06af\u0632\u06cc\u06a9\u06cc\u0648\u0634\u0646 \u0627\u0646\u062c\u0646 \u06a9\u0648\u0688 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">import os\nimport time\n\nfrom anthropic import Anthropic, APIError as AnthropicAPIError\nfrom dotenv import load_dotenv\nfrom openai import OpenAI, APIError as OpenAIAPIError\n\nload_dotenv()\n\n\nclass ResilientModelEngine:\n    def __init__(self):\n        self.openai_client = OpenAI(\n            api_key=os.getenv(\"OPENAI_API_KEY\", \"dummy\")\n        )\n        self.anthropic_client = Anthropic(\n            api_key=os.getenv(\"ANTHROPIC_API_KEY\", \"dummy\")\n        )\n\n    def _call_openai(self, model: str, prompt: str) -> str:\n        response = self.openai_client.chat.completions.create(\n            model=model,\n            messages=[\n                {\n                    \"role\": \"user\",\n                    \"content\": prompt,\n                }\n            ],\n            timeout=10.0,\n        )\n        return response.choices[0].message.content\n\n    def _call_anthropic(self, model: str, prompt: str) -> str:\n        response = self.anthropic_client.messages.create(\n            model=model,\n            max_tokens=1024,\n            messages=[\n                {\n                    \"role\": \"user\",\n                    \"content\": prompt,\n                }\n            ],\n            timeout=10.0,\n        )\n        return response.content[0].text\n\n    def execute_provider_call(\n        self,\n        config: ModelConfig,\n        prompt: str,\n    ) -> str:\n        \"\"\"\n        Dispatches prompt execution to the correct provider SDK.\n        \"\"\"\n        if config.provider == \"openai\":\n            return self._call_openai(config.model_name, prompt)\n        elif config.provider == \"anthropic\":\n            return self._call_anthropic(config.model_name, prompt)\n        else:\n            raise ValueError(\n                f\"Unsupported provider: {config.provider}\"\n            )\n\n    def execute_with_fallback(\n        self,\n        primary: ModelConfig,\n        fallback: ModelConfig,\n        prompt: str,\n    ) -> tuple[str, str]:\n        \"\"\"\n        Attempts execution on the primary model and switches to the\n        fallback model if the primary provider fails.\n\n        Returns:\n            tuple[str, str]: (Response text, Model used)\n        \"\"\"\n        try:\n            print(\n                f\"[Attempt] Calling Primary Provider: \"\n                f\"{primary.provider} ({primary.model_name})\"\n            )\n\n            result = self.execute_provider_call(primary, prompt)\n\n            return result, (\n                f\"{primary.provider}:{primary.model_name}\"\n            )\n\n        except (\n            OpenAIAPIError,\n            AnthropicAPIError,\n            Exception,\n        ) as e:\n            print(f\"[WARNING] Primary call failed due to: {e}\")\n\n            print(\n                f\"[Fallback] Switching to Secondary Provider: \"\n                f\"{fallback.provider} ({fallback.model_name})\"\n            )\n\n            try:\n                result = self.execute_provider_call(\n                    fallback,\n                    prompt,\n                )\n\n                return result, (\n                    f\"{fallback.provider}:\"\n                    f\"{fallback.model_name} (Fallback)\"\n                )\n\n            except Exception as fallback_error:\n                raise RuntimeError(\n                    \"Both primary and fallback systems failed. \"\n                    f\"Error: {fallback_error}\"\n                )\n<\/code><\/pre>\n<h3 id=\"heading-breaking-down-the-code-logic-for-tier-3\">\u0679\u0627\u0626\u0631 3 \u0645\u06cc\u06ba \u06a9\u0648\u0688 \u0645\u0646\u0637\u0642 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1<\/h3>\n<p>\u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u0644\u0627\u0626\u0646\u0679 (<code>_call_openai<\/code> \u0627\u0648\u0631 <code>_call_anthropic<\/code>): \u0645\u062f\u062f\u06af\u0627\u0631 \u0637\u0631\u06cc\u0642\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 SDK \u06a9\u0627\u0644 \u06a9\u0648 \u0645\u062a\u062d\u062f\u060c \u0633\u062e\u062a 10 \u0633\u06cc\u06a9\u0646\u0688 \u06a9\u0627 \u0679\u0627\u0626\u0645 \u0622\u0624\u0679 \u0633\u06cc\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0644\u067e\u06cc\u0679 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 API \u0646\u06cc\u0686\u06d2 \u0686\u0644\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u06cc\u06c1 \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0631\u06a9 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u0644\u06c1\u0630\u0627 \u0635\u0627\u0631\u0641 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u0641\u0627\u0644 \u0628\u06cc\u06a9 \u0622\u067e\u0631\u06cc\u0634\u0646 \u0634\u0631\u0648\u0639 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><code>execute_provider_call<\/code>    \u0688\u0633\u067e\u06cc\u0686\u0631: \u0627\u06cc\u06a9 \u062a\u062c\u0631\u06cc\u062f\u06cc \u0628\u0631\u062c \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u062a\u0639\u0644\u0642\u06c1 API \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062f\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u062a\u0627\u0631\u0648\u06ba \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><code>execute_with_fallback<\/code>    \u0644\u0686\u06a9\u062f\u0627\u0631 \u0645\u0646\u0637\u0642: \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u0648 \u0679\u0631\u0627\u0626\u06cc \u0628\u0644\u0627\u06a9 \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u06ba\u06d4 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0645\u062e\u0635\u0648\u0635 \u0627\u0633\u062a\u062b\u0646\u0627\u0621 (OpenAIAPIError\u060c AnthropicAPIError) \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 API \u06a9\u06cc \u062e\u0631\u0627\u0628\u06cc\u0648\u06ba\u060c \u0634\u0631\u062d \u06a9\u06cc \u062d\u062f\u0648\u062f\u060c \u06cc\u0627 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u0679\u0627\u0626\u0645 \u0622\u0624\u0679 \u06a9\u0648 \u067e\u06a9\u0691\u06cc\u06ba\u06d4 \u0627\u0633\u062a\u062b\u0646\u06cc\u0670 \u0628\u0644\u0627\u06a9 \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0627\u06cc\u06a9 \u0645\u062a\u0628\u0627\u062f\u0644 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u067e\u0631 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u06a9\u0648 \u0645\u0646\u0637\u0642\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0631\u06cc \u0688\u0627\u0626\u0631\u06cc\u06a9\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0635\u0631\u0641 \u0646\u0627\u0642\u0627\u0628\u0644 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0627 \u0633\u0628\u0628 \u0628\u0646\u062a\u0627 \u06c1\u06d2\u06d4 <code>RuntimeError<\/code> \u062c\u0628 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u0627\u0648\u0631 \u0641\u0627\u0644 \u0628\u06cc\u06a9 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u062f\u0648\u0646\u0648\u06ba \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0648\u0626\u06cc \u0645\u0633\u0626\u0644\u06c1 \u067e\u06cc\u0634 \u0622\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u06a9\u0646\u0633\u0648\u0644 \u0628\u062d\u0627\u0644\u06cc \u06a9\u06d2 \u0639\u0645\u0644 \u06a9\u0648 \u0634\u0641\u0627\u0641 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0679\u0631\u06cc\u06a9 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>[Attempt]    \u0688\u06cc\u0641\u0627\u0644\u0679 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u0627\u0644: \u0628\u0634\u0631\u06cc\u0627\u062a (\u06a9\u0644\u0627\u0688-3-5-\u0633\u0648\u0646\u06cc\u0679-20241022)<\/p>\n<p>[WARNING]    \u0628\u0646\u06cc\u0627\u062f\u06cc \u06a9\u0627\u0644 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0648\u062c\u06c1 \u0633\u06d2 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u06af\u0626\u06cc: \u06a9\u0646\u06a9\u0634\u0646 \u06a9\u0627 \u0648\u0642\u062a \u062e\u062a\u0645 \u06c1\u0648 \u06af\u06cc\u0627\u06d4<\/p>\n<p>[Fallback]    \u062b\u0627\u0646\u0648\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u067e\u0631 \u062c\u0627\u0626\u06cc\u06ba: <code>openai<\/code> (gpt-4o)<\/p>\n<h3 id=\"heading-combining-the-architecture-into-a-unified-execution-pipeline\">\u0622\u0631\u06a9\u06cc\u0679\u06cc\u06a9\u0686\u0631\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u0645\u062a\u062d\u062f \u0639\u0645\u0644\u062f\u0631\u0622\u0645\u062f \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u062a\u06cc\u0646\u0648\u06ba \u062a\u06c1\u0648\u06ba \u06a9\u0648 \u0627\u0628 \u0627\u06cc\u06a9 \u0645\u0631\u0628\u0648\u0637 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba \u0645\u0644\u0627\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/07\/1785335246_806_AI-\u0627\u06cc\u067e\u0644\u06cc-\u06a9\u06cc\u0634\u0646\u0632-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u062e\u0648\u062f-\u0628\u062e\u0648\u062f.png\" alt=\"\u0645\u062a\u0639\u062f\u062f \u0645\u0627\u0688\u0644\u0632 \u0627\u0648\u0631 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba AI \u0645\u0644\u0627\u0632\u0645\u062a\u0648\u06ba \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0631\u0628\u0648\u0637 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646\u06d4\" style=\"display:block;margin:0 auto\" width=\"940\" height=\"313\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0622\u067e \u06a9\u0627 <code>app.py<\/code> \u0627\u0633\u06a9\u0631\u067e\u0679 \u062c\u0648 \u0627\u0633 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 \u06a9\u0644\u0627\u0633 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2:<\/p>\n<pre><code class=\"language-python\">class SmartAIEngine:\n    def __init__(self):\n        self.analyzer = PromptAnalyzer()\n        self.router = ModelRouter()\n        self.executor = ResilientModelEngine()\n\n    def process_request(self, user_prompt: str) -> dict:\n        print(\"n==========================================\")\n        print(\"Processing New Request\")\n        print(\"==========================================\")\n\n        # Step 1: Analyze prompt complexity\n        complexity = self.analyzer.analyze_complexity(\n            user_prompt\n        )\n        print(\n            f\"[Step 1] Prompt classified as: \"\n            f\"{complexity.value.upper()}\"\n        )\n\n        # Step 2: Determine routing target\n        primary_model, fallback_model = (\n            self.router.get_models_for_tier(\n                complexity\n            )\n        )\n\n        print(\n            f\"[Step 2] Selected Primary: \"\n            f\"{primary_model.model_name}\"\n        )\n\n        # Step 3: Execute request with resilient fallbacks\n        response_text, executed_model = (\n            self.executor.execute_with_fallback(\n                primary=primary_model,\n                fallback=fallback_model,\n                prompt=user_prompt,\n            )\n        )\n\n        return {\n            \"status\": \"success\",\n            \"complexity_tier\": complexity.value,\n            \"model_used\": executed_model,\n            \"response\": response_text,\n        }\n\n\n# Execution Pipeline Test\nif __name__ == \"__main__\":\n    engine = SmartAIEngine()\n\n    # Query 1: Simple task\n    simple_query = (\n        \"What is the capital of Japan? \"\n        \"Answer in one word.\"\n    )\n\n    result_1 = engine.process_request(\n        simple_query\n    )\n\n    print(f\"Model Used: {result_1['model_used']}\")\n    print(f\"Response: {result_1['response']}\")\n\n    # Query 2: Complex task\n    complex_query = (\n        \"Write a Python function to debug a \"\n        \"memory leak in a multithreaded \"\n        \"application.\"\n    )\n\n    result_2 = engine.process_request(\n        complex_query\n    )\n\n    print(f\"Model Used: {result_2['model_used']}\")\n    print(\n        f\"Response Snippet: \"\n        f\"{result_2['response'][:100]}...\"\n    )\n<\/code><\/pre>\n<h3 id=\"heading-breaking-down-the-code-logic\">\u06a9\u0648\u0688 \u0645\u0646\u0637\u0642 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1<\/h3>\n<ul>\n<li>\n<p>\u0645\u0631\u0628\u0648\u0637 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 (<code>SmartAIEngine<\/code>): \u062a\u06cc\u0646\u0648\u06ba \u0645\u0627\u0688\u06cc\u0648\u0644\u0631 \u0627\u062c\u0632\u0627\u0621 \u06a9\u0648 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<code>PromptAnalyzer<\/code>, <code>ModelRouter<\/code>\u0627\u0648\u0631 <code>ResilientModelEngine<\/code>&#8211; \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u067e\u0631\u0627\u067e\u0631\u0679\u06cc\u06d4<\/p>\n<\/li>\n<li>\n<p>\u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u06a9\u06d2 \u0645\u0631\u0627\u062d\u0644:<\/p>\n<ul>\n<li>\n<p>\u062a\u062c\u0632\u06cc\u06c1: \u067e\u0631\u0627\u0645\u067e\u0679 \u0633\u0679\u0631\u0646\u06af\u0633 \u06a9\u0627 \u0622\u0641 \u0644\u0627\u0626\u0646 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06d2 \u06a9\u0631 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u06cc \u067e\u0631\u062a\u06cc\u06ba \u062d\u0627\u0635\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u067e\u0627\u062a\u06be: \u0628\u0646\u06cc\u0627\u062f\u06cc \u0627\u0648\u0631 \u062b\u0627\u0646\u0648\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u062c\u0648\u0691\u0648\u06ba \u06a9\u0648 \u0627\u0646 \u06a9\u06d2 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f 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\u0679\u06cc\u06a9\u0633\u0679 \u06a9\u0648 \u0679\u0631\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0639\u0645\u0644\u062f\u0631\u0622\u0645\u062f \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u06a9\u0648 \u0627\u06cc\u06a9 \u0645\u0633\u062a\u0642\u0644 \u0622\u0624\u0679 \u067e\u0679 \u0644\u063a\u062a \u0645\u06cc\u06ba \u0644\u067e\u06cc\u0679 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-lessons-learnt-from-dynamic-model-switching-in-production\">\u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u0645\u06cc\u06ba \u0645\u062a\u062d\u0631\u06a9 \u0645\u0627\u0688\u0644 \u0679\u0631\u0627\u0646\u0632\u06cc\u0634\u0646 \u0633\u06d2 \u0633\u06cc\u06a9\u06be\u06d2 \u06af\u0626\u06d2 \u0633\u0628\u0642<\/h2>\n<p>\u0627\u06cc\u06a9 \u0645\u062a\u062d\u0631\u06a9 AI \u0631\u0648\u0679\u0646\u06af \u0633\u0633\u0679\u0645 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631 \u0645\u06cc\u06ba\u060c \u06c1\u0645\u0627\u0631\u06cc 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id=\"heading-conclusion\">\u0646\u062a\u06cc\u062c\u06c1<\/h2>\n<p>AI \u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646\u0632 \u06a9\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0627\u06cc\u06a9 \u0633\u0646\u06af\u0644 LLM \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u063a\u06cc\u0631 \u067e\u0627\u0626\u06cc\u062f\u0627\u0631 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0646\u0679\u06cc\u0644\u062c\u0646\u0679 \u0645\u0627\u0688\u0644 \u0631\u0648\u0679\u0646\u06af \u0622\u067e \u06a9\u0648 \u0631\u062f\u0639\u0645\u0644 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u067e\u0631 \u0633\u0645\u062c\u06be\u0648\u062a\u06c1 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc\u060c \u062a\u0627\u062e\u06cc\u0631 \u0627\u0648\u0631 \u0644\u0627\u06af\u062a \u06a9\u0648 \u0645\u062a\u0648\u0627\u0632\u0646 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc 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