{"id":23861,"date":"2026-05-12T18:49:14","date_gmt":"2026-05-12T18:49:14","guid":{"rendered":"https:\/\/umang.pk\/2026\/05\/12\/%d8%a8%db%81%d8%aa%d8%b1%db%8c%d9%86-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%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-%d9%88\/"},"modified":"2026-05-12T18:49:16","modified_gmt":"2026-05-12T18:49:16","slug":"%d8%a8%db%81%d8%aa%d8%b1%db%8c%d9%86-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%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-%d9%88","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/05\/12\/%d8%a8%db%81%d8%aa%d8%b1%db%8c%d9%86-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%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-%d9%88\/","title":{"rendered":"\u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0648 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba &#8211; \u0688\u0648\u06cc\u0644\u067e\u0631\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc\u0646\u0688 \u0628\u06a9"},"content":{"rendered":"\n<div id=\"\">\n<p>2025 \u0645\u06cc\u06ba \u0633\u06cc\u0644\u06cc\u06a9\u0648\u0646 \u0648\u06cc\u0644\u06cc \u0645\u06cc\u06ba \u0645\u0646\u062a\u0642\u0644 \u06c1\u0648\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0645\u06cc\u06ba \u0646\u06d2 \u06c1\u0631 \u062c\u06af\u06c1 AI \u062f\u06cc\u06a9\u06be\u0627 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 NVIDIA GTC 2025 \u0645\u06cc\u06ba \u0634\u0631\u06a9\u062a \u06a9\u06d2 \u0628\u0639\u062f \u0645\u06cc\u0631\u06cc \u0628\u06c1\u062a \u0633\u06cc \u0628\u0627\u062a \u0686\u06cc\u062a \u0633\u06d2\u060c \u0627\u06cc\u06a9 \u0686\u06cc\u0632 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\u06c1\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p>\u0622\u067e \u06a9\u06cc \u0679\u06cc\u0645 \u0645\u06cc\u06ba AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0645\u0646\u0627\u0633\u0628 \u062a\u0639\u062f\u0627\u062f \u06a9\u062a\u0646\u06cc \u06c1\u06d2\u061f<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0645\u0627\u0688\u0644 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u067e\u0627\u0633 \u0646\u06af\u0631\u0627\u0646\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 &quot;\u0628\u0627\u0633&#8221; \u0627\u06cc\u062c\u0646\u0679 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u06cc\u0627 \u0627\u0646\u06be\u06cc\u06ba \u06c1\u0645 \u0645\u0631\u062a\u0628\u06c1 \u06c1\u0645 \u0622\u06c1\u0646\u06af\u06cc \u06a9\u0631\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u061f<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u0633 \u0646\u06d2 \u06a9\u06c1\u0627\u060c \u0627\u06c1\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u06cc\u06c1 \u06c1\u06cc\u06ba:<\/p>\n<blockquote>\n<p>\u0622\u067e \u06a9\u06cc AI \u0627\u06cc\u062c\u0646\u0679 \u0679\u06cc\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0648\u0646 \u0633\u0627 \u062a\u0646\u0638\u06cc\u0645\u06cc \u0688\u06be\u0627\u0646\u0686\u06c1 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u06c1\u06d2\u061f<\/p>\n<\/blockquote>\n<p>\u0627\u0633 \u0645\u0636\u0645\u0648\u0646 \u0645\u06cc\u06ba \u0627\u0633 \u06a9\u0627 \u0648\u0627\u0636\u062d \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u06cc \u06af\u0626\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u067e\u06c1\u0644\u06d2 AI \u06a9\u06d2 \u067e\u06cc\u0686\u06be\u06d2 \u0631\u06cc\u0627\u0636\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06a9\u062a\u0627\u0628 \u0644\u06a9\u06be\u06cc \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0645\u06cc\u06ba \u06cc\u06c1\u0627\u06ba \u0631\u06cc\u0627\u0636\u06cc \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u0648\u06ba \u06af\u0627\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u06c1\u0645 \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u06cc\u06ba \u06af\u06d2 \u06a9\u06c1 \u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06d2 \u06a9\u0627\u0631\u0648\u0628\u0627\u0631\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u06a9\u06cc\u0633\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<p>\u06c1\u0645 \u062d\u0627\u0644\u06cc\u06c1 AI \u067e\u06cc\u067e\u0631 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2 Towards a Science of Scaling Agent Systems: \u06a9\u0628 \u0627\u0648\u0631 \u06a9\u06cc\u0648\u06ba \u0627\u06cc\u062c\u0646\u0679 \u0633\u0633\u0679\u0645\u0632 \u06af\u0648\u06af\u0644 \u0631\u06cc\u0633\u0631\u0686\u060c \u06af\u0648\u06af\u0644 \u0688\u06cc\u067e \u0645\u0627\u0626\u0646\u0688 \u0627\u0648\u0631 MIT \u0633\u06d2 \u06c1\u0645\u0627\u0631\u06d2 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0627\u062e\u0630 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06c1\u0645 Google Collab \u06a9\u06cc Jupyter \u0646\u0648\u0679 \u0628\u06a9 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<h3 id=\"heading-heres-what-well-cover\">\u06cc\u06c1\u0627\u06ba \u06c1\u0645 \u06a9\u06cc\u0627 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\u0637\u0648\u0631 \u067e\u0631 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u0641\u062a \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p>Jupyter \u0646\u0648\u0679 \u0628\u06a9 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u0627\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u067e\u0627\u0633 \u0645\u0642\u0627\u0645\u06cc \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0645\u062d\u062f\u0648\u062f \u06c1\u06d2 \u06cc\u0627 \u0622\u067e \u06a9\u0648 \u06a9\u0644\u0627\u0624\u0688 GPU \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u060c \u062a\u0648 \u06c1\u0645 Google Colab \u06a9\u06cc \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u0633\u0641\u0627\u0631\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0622\u0626\u06cc\u06d2 \u0627\u0633 \u0645\u06cc\u06ba \u062f\u0627\u062e\u0644 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\u0686\u0627\u06c1\u0626\u06d2\u061f<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u0622\u067e \u06a9\u0648 \u0633\u0627\u062a\u06be\u06cc\u0648\u06ba \u06a9\u0627 \u0627\u06cc\u06a9 \u06af\u0631\u0648\u067e \u0645\u0644 \u06a9\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2\u061f \u0645\u06a9\u0633<\/p>\n<\/li>\n<\/ul>\n<p>\u06cc\u06c1 \u0648\u06c1\u06cc \u0633\u0648\u0627\u0644 \u06c1\u06d2 \u062c\u0633\u06d2 \u06c1\u0645 \u0627\u067e\u0646\u06d2 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0627\u062e\u0630 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u06af\u0648\u06af\u0644 \u067e\u06cc\u067e\u0631 \u06a9\u0648 150 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0646\u0679\u0631\u0648\u0644 \u0634\u062f\u06c1 \u062a\u062c\u0631\u0628\u0627\u062a \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0630\u06c1\u0646 \u0645\u06cc\u06ba \u0631\u06a9\u06be\u06cc\u06ba \u06a9\u06c1 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u0645\u06cc\u0634\u06c1 \u0628\u06c1\u062a\u0631 \u0646\u062a\u0627\u0626\u062c \u06a9\u0627 \u0628\u0627\u0639\u062b \u0646\u06c1\u06cc\u06ba \u0628\u0646\u062a\u06d2\u06d4 \u06a9\u0628\u06be\u06cc \u06a9\u0628\u06be\u06cc\u060c \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u0635\u062d\u06cc\u062d \u0641\u0679 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 \u062f\u0648\u0633\u0631\u06cc \u0628\u0627\u0631\u060c \u0622\u067e \u06a9\u0648 \u0645\u0632\u06cc\u062f \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4<\/p>\n<h3 id=\"heading-some-background\">\u06a9\u0686\u06be \u067e\u0633 \u0645\u0646\u0638\u0631<\/h3>\n<p>\u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06c1\u0645 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u060c \u06cc\u06c1\u0627\u06ba \u06a9\u0686\u06be \u0627\u06c1\u0645 \u0646\u06a9\u0627\u062a \u06c1\u06cc\u06ba: \u06cc\u06c1 \u0627\u06cc\u06a9 \u062a\u062c\u0631\u0628\u0627\u062a\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06c1\u06d2\u060c \u0637\u0628\u06cc\u0639\u06cc\u0627\u062a \u06a9\u0627 \u0642\u0627\u0646\u0648\u0646 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<p>Google Docs \u0646\u06d2 AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0627\u0648\u0631 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u06cc \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<p>\u06a9\u0686\u06be \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p>AI (ChatGPT) \u06a9\u06be\u0648\u0644\u06cc\u06ba<\/p>\n<\/li>\n<li>\n<p>\u06af\u0648\u06af\u0644 (\u062c\u06cc\u0645\u0646\u06cc)<\/p>\n<\/li>\n<li>\n<p>\u0628\u0634\u0631\u06cc\u0627\u062a (\u06a9\u0644\u0627\u0688)<\/p>\n<\/li>\n<\/ul>\n<p>\u0645\u0627\u0688\u0644 \u06af\u0631\u0648\u067e \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u06c1\u0631 \u0646\u062a\u06cc\u062c\u06c1 \u0645\u062e\u062a\u0644\u0641 \u062a\u06be\u0627\u06d4<\/p>\n<ul>\n<li>\n<p>OpenAI \u0645\u0627\u0688\u0644\u0632 \u0646\u06d2 \u0645\u0631\u06a9\u0632\u06cc\/\u06c1\u0627\u0626\u0628\u0631\u0688 \u062a\u0631\u062a\u06cc\u0628\u0627\u062a \u0633\u06d2 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0641\u0627\u0626\u062f\u06c1 \u0627\u0679\u06be\u0627\u06cc\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06c1\u0645\u0627\u0631\u06d2 \u0645\u0627\u0688\u0644 \u0646\u06d2 \u0648\u0627\u0636\u062d \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0627 \u0633\u0637\u062d \u0645\u0631\u062a\u0641\u0639 \u062f\u06a9\u06be\u0627\u06cc\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0627\u0688\u0644 \u06a9\u0648\u0622\u0631\u0688\u06cc\u0646\u06cc\u0634\u0646 \u0627\u0648\u0648\u0631 \u06c1\u06cc\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u062d\u0633\u0627\u0633 \u062a\u06be\u0627\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0686\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0645\u062a\u0639\u062f\u062f \u062a\u062c\u0631\u0628\u0627\u062a \u067e\u0631 \u0645\u0628\u0646\u06cc \u0627\u06cc\u06a9 \u0632\u0628\u0631\u062f\u0633\u062a \u0645\u0637\u0627\u0644\u0639\u06c1 \u06c1\u06d2\u060c \u0679\u06cc\u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0645\u0636\u0628\u0648\u0637 \u0631\u06c1\u0646\u0645\u0627 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba \u062c\u0633\u06d2 \u0648\u06c1 \u0645\u0627\u0688\u0644 \u0641\u06cc\u0645\u0644\u06cc\u0632 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-a-decision-algorithm-for-creating-optimal-ai-agents\">\u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u06cc\u0635\u0644\u06c1 \u0627\u0644\u06af\u0648\u0631\u062a\u06be\u0645<\/h2>\n<p>\u0627\u0628 \u06c1\u0645 \u0645\u0636\u0645\u0648\u0646 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1\u060c \u0642\u0627\u0628\u0644 \u0627\u0637\u0644\u0627\u0642 \u0627\u0644\u06af\u0648\u0631\u062a\u06be\u0645 \u0645\u06cc\u06ba \u062a\u0631\u062c\u0645\u06c1 \u06a9\u0631\u06cc\u06ba \u06af\u06d2 \u062c\u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0634\u062e\u0635 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0627\u0644\u06af\u0648\u0631\u062a\u06be\u0645 \u06a9\u0627 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0642\u0635\u062f \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u06cc\u0627 \u06a9\u0626\u06cc \u0627\u0648\u0631\u060c \u06af\u0648\u06af\u0644 \u067e\u06cc\u067e\u0631 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0633\u0627\u0626\u0646\u0633\u06cc \u062d\u0648\u0627\u0644\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0637\u0631\u062d\u060c \u0645\u0636\u0645\u0648\u0646 \u06a9\u0648 \u0645\u0631\u062d\u0644\u06c1 \u0648\u0627\u0631 \u0633\u0645\u062c\u06be\u0627\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0645\u06cc\u06ba \u0622\u067e \u06a9\u0648 \u0633\u06a9\u06be\u0627\u0624\u06ba \u06af\u0627 \u06a9\u06c1 \u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u0639\u0645\u0644\u06cc \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06cc\u0633\u06d2 \u062d\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<h3 id=\"heading-1-check-your-budget\">1. \u0627\u067e\u0646\u0627 \u0628\u062c\u0679 \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u0627\u06af\u0631 \u0622\u067e \u06a9\u0627 \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0645\u062d\u062f\u0648\u062f \u06c1\u06d2 \u062a\u0648 \u06c1\u0645 \u0627\u0648\u0644\u0627\u0645\u0627 \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0679\u0648\u0644 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0630\u0627\u062a\u06cc \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u067e\u0631 LLM \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 \u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u06cc\u06c1 \u0645\u0641\u062a \u0627\u0648\u0631 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u06c1\u06d2\u06d4<\/p>\n<p>\u062c\u0628 \u0622\u067e \u0627\u0646 \u0645\u0627\u0688\u0644\u0632 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 OpenAI\u060c Google\u060c \u06cc\u0627 Anthropic \u0633\u06d2 APIs \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc \u06a9\u0631\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>6 \u0645\u0626\u06cc 2026 \u062a\u06a9\u060c OpenAI \u06a9\u06d2 GPT-5.5 \u06a9\u06cc \u0642\u06cc\u0645\u062a 5.00 \u0648\u0648\u0646 \u0641\u06cc \u0645\u0644\u06cc\u0646 \u0679\u0648\u06a9\u0646 \u06c1\u06d2\u060c \u062c\u0628 \u06a9\u06c1 GPT-5.4 \u0645\u0646\u06cc \u06a9\u06cc \u0642\u06cc\u0645\u062a 0.75 \u0648\u0648\u0646 \u0641\u06cc \u0645\u0644\u06cc\u0646 \u0679\u0648\u06a9\u0646 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u06a9\u0644\u0627\u0624\u0688 \u0648\u0633\u0627\u0626\u0644 \u0645\u062d\u062f\u0648\u062f \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e GPUs \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0628\u0691\u06d2\u060c \u0646\u0626\u06d2 \u0628\u0644\u06cc\u0646 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631 LLMs \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 Google Colab \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u062c\u062f\u06cc\u062f \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0627\u06a9\u062b\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0646\u0627\u0646\u06d2\u060c \u06a9\u0648\u0688\u0646\u06af \u0648\u063a\u06cc\u0631\u06c1 \u0645\u06cc\u06ba \u0628\u06c1\u062a\u0631 \u0646\u062a\u0627\u0626\u062c \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0622\u067e Google Colab \u067e\u0631 Ollama \u06a9\u06d2 \u0633\u0627\u062a\u06be LLM \u0628\u06be\u06cc \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u067e\u0627\u0633 \u06a9\u0627\u0631\u067e\u0648\u0631\u06cc\u0679 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679\u0633 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06c1\u0645 \u06a9\u0644\u0627\u0624\u0688 \u0628\u06cc\u0633\u0688 \u0622\u067e\u0634\u0646 \u06a9\u06cc \u0633\u0641\u0627\u0631\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0622\u067e \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0645\u0642\u0627\u0645\u06cc \u0622\u0641\u0633 \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0645\u0627\u062d\u0648\u0644 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\u0633\u0645\u062c\u06be \u0633\u06a9\u06cc\u06ba \u06a9\u06c1 \u06a9\u0648\u0688 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u0633\u0645\u062c\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u06cc \u0645\u062f\u062f \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u0626\u06cc\u06d2 Google Colab \u06a9\u06d2 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u06c1 \u0633\u06cc\u06a9\u0634\u0646 \u0633\u06d2 \u06a9\u0648\u0688 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0622\u067e \u0627\u0633\u06d2 \u06cc\u06c1\u0627\u06ba GitHub \u067e\u0631 \u0628\u06be\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u06cc\u06ba \u0646\u06d2 \u0627\u0633 \u06a9\u0648\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2 MIT \u0644\u0627\u0626\u0633\u0646\u0633 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<h3 id=\"heading-1-installing-utilities-python-libraries-and-doing-config\">1. \u06cc\u0648\u0679\u06cc\u0644\u06cc\u0679\u06cc\u0632\u060c Python \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0627\u06ba \u0627\u0646\u0633\u0679\u0627\u0644 \u0627\u0648\u0631 \u06a9\u0646\u0641\u06cc\u06af\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<pre><code class=\"language-python\">!sudo apt update && sudo apt install -y pciutils\n!sudo apt-get install -y zstd\n!curl -fsSL https:\/\/ollama.com\/install.sh | sh\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u06a9\u0648\u0688 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 AI \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0646\u0648\u0679 \u0628\u06a9 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u06c1\u0644\u06cc \u0644\u0627\u0626\u0646 \u067e\u06cc\u06a9\u06cc\u062c \u06a9\u06cc 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src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_611_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"d86340f3-3a19-4a89-9975-ecb4116d379a\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u06c1\u0645 <code>uv<\/code> \u0627\u0632\u06af\u0631 \u067e\u06cc\u06a9\u062c\u06d4 \u067e\u0627\u0626\u067e \u06a9\u06cc \u0637\u0631\u062d\u060c \u0644\u06cc\u06a9\u0646 \u0628\u06c1\u062a \u062a\u06cc\u0632 \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062d\u0641\u0648\u0638\u06d4<\/p>\n<p>\u0627\u0633 \u0633\u06d2 \u067e\u0627\u0626\u062a\u06be\u0648\u0646 \u06a9\u06cc \u0628\u0627\u0642\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0648\u06ba \u06a9\u0648 \u0688\u0627\u0624\u0646 \u0644\u0648\u0688 \u06a9\u0631\u0646\u0627 \u0628\u06c1\u062a \u062a\u06cc\u0632 \u06c1\u0648\u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import socket\nimport subprocess\nimport threading\nimport time\n\nimport ollama\nfrom crewai import Agent, Crew, LLM, Process, Task\nfrom IPython.display import Markdown\nfrom langchain_ollama.llms import OllamaLLM\n\nfrom crewai.tools import tool\nfrom langchain_community.tools import DuckDuckGoSearchRun\n\nfrom faker import Faker\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_927_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"60effe35-2293-4201-afb0-f561a64470e4\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0645\u0646\u062f\u0631\u062c\u06c1 \u0628\u0627\u0644\u0627 \u06a9\u0648\u0688 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0636\u0631\u0648\u0631\u06cc \u062a\u0645\u0627\u0645 Python \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0648\u06ba \u06a9\u0648 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631 \u0644\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u0626\u06cc\u06d2 \u06c1\u0631 \u0627\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u062a \u067e\u0631 \u0627\u06cc\u06a9 \u0646\u0638\u0631 \u0688\u0627\u0644\u06cc\u06ba\u06d4<\/p>\n<ul>\n<li>\n<p>\u0633\u0627\u06a9\u0679: \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u067e\u0631 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u06a9\u0648 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u0633\u06d2 \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0630\u06cc\u0644\u06cc \u0639\u0645\u0644: Python \u06a9\u0648 \u0622\u067e \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u067e\u0631 \u062f\u0648\u0633\u0631\u06d2 \u067e\u0631\u0648\u06af\u0631\u0627\u0645 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062a\u06be\u0631\u06cc\u0688\u0646\u06af: \u0627\u06cc\u06a9 \u06c1\u06cc \u0648\u0642\u062a \u0645\u06cc\u06ba \u0645\u062a\u0639\u062f\u062f \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u0644\u06c1\u0630\u0627 \u0627\u06cc\u06a9 \u0633\u0633\u062a \u0639\u0645\u0644 \u067e\u0648\u0631\u06d2 \u06a9\u0648\u0688 \u06a9\u0648 \u0645\u0646\u062c\u0645\u062f \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0648\u0642\u062a: \u062a\u0627\u062e\u06cc\u0631 \u0627\u0648\u0631 \u0679\u0627\u0626\u0645 \u0627\u0633\u0679\u06cc\u0645\u067e \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u06a9\u0648\u0688 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631\u0646\u0627 \u06cc\u0627 \u0631\u0641\u062a\u0627\u0631 \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631\u0646\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p>ollama: \u0622\u067e \u06a9\u06cc \u0645\u0634\u06cc\u0646 \u067e\u0631 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u0646\u06d2 \u0648\u0627\u0644\u06d2 AI \u0645\u0627\u0688\u0644\u0632 \u0633\u06d2 \u0628\u0627\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 \u0679\u0648\u0644\u06d4<\/p>\n<\/li>\n<li>\n<p>crewai: \u0627\u06cc\u06a9 \u067e\u06cc\u0634\u06c1 \u0648\u0631 \u0679\u06cc\u0645 \u06a9\u06cc \u0637\u0631\u062d \u0645\u0644 \u06a9\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062a\u0639\u062f\u062f AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>IPython: Jupyter \u062c\u06cc\u0633\u06d2 \u0679\u0648\u0644\u0632 \u0645\u06cc\u06ba \u0627\u0646\u0679\u0631\u0627\u06cc\u06a9\u0679\u0648 \u06a9\u0648\u0688\u0646\u06af \u0627\u0648\u0631 \u062e\u0648\u0628\u0635\u0648\u0631\u062a \u067e\u0631\u0646\u0679\u0646\u06af \u06a9\u0648 \u0637\u0627\u0642\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>langchain_ollama: \u0645\u0642\u0627\u0645\u06cc \u0627\u0648\u0644\u0627\u0645\u0627 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u0645\u0642\u0628\u0648\u0644 LangChain AI \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0633\u06d2 \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>langchain_community: \u0622\u067e \u06a9\u06d2 AI \u06a9\u0648 \u0628\u06cc\u0631\u0648\u0646\u06cc \u062f\u0646\u06cc\u0627 \u0633\u06d2 \u0645\u0631\u0628\u0648\u0637 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u06cc\u0646\u06a9\u0691\u0648\u06ba \u0627\u0636\u0627\u0641\u06cc &quot;\u06a9\u0646\u06cc\u06a9\u0679\u0631\u0632&#8221; \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>faker: \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u062c\u0627\u0646\u0686\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062d\u0642\u06cc\u0642\u062a \u067e\u0633\u0646\u062f\u0627\u0646\u06c1 &quot;\u0688\u0645\u06cc&#8221; \u0688\u06cc\u0679\u0627 (\u0646\u0627\u0645\u060c \u0627\u06cc \u0645\u06cc\u0644) \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<pre><code class=\"language-python\">fake = Faker(\"en_US\")\n\nFaker.seed(42)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_219_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"6d896775-9db5-4d1a-b144-07b035f1dc35\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06a9\u0648\u0688 \u06a9\u06cc \u0627\u0646 \u062f\u0648 \u0644\u0627\u0626\u0646\u0648\u06ba \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 Faker Python \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u06a9\u0648 US \u0633\u06d2 \u0627\u0646\u06af\u0631\u06cc\u0632\u06cc \u062a\u06a9 \u062c\u0639\u0644\u06cc \u0688\u06cc\u0679\u0627 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-2-starting-the-ollama-server-getting-the-model-and-tools\">2. \u0627\u0648\u0644\u0627\u0645\u06c1 \u0633\u0631\u0648\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u060c \u0645\u0627\u0688\u0644\u0632 \u0627\u0648\u0631 \u0679\u0648\u0644\u0632 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<pre><code class=\"language-python\">with open(\"ollama.log\", \"w\") as log_file:\n    process = subprocess.Popen([\"ollama\", \"serve\"], stdout=log_file, stderr=log_file)\n\ndef is_server_ready(port=11434):\n    with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:\n        return s.connect_ex(('localhost', port)) == 0\n\nprint(\"Booting Ollama server...\")\nmax_retries = 20\nready = False\n\nfor i in range(max_retries):\n    if is_server_ready():\n        ready = True\n        break\n    time.sleep(1)\n    if i % 5 == 0:\n        print(f\"Still waiting... ({i}s)\")\n\nif ready:\n    print(\"n Success! Ollama is running and ready for models.\")\n    !curl -s http:\/\/localhost:11434 | grep \"Ollama is running\"\nelse:\n    print(\"n Error: Ollama server failed to start. Check 'ollama.log' for details.\")\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_30_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"1daf506b-fb25-4487-9bb3-887b37bb0aaf\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u06a9\u0648\u0688 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u06d2 AI \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0622\u067e \u06a9\u0627 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u062d\u0648\u0644 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u062a\u06cc\u0627\u0631 \u06c1\u06d2\u06d4<\/p>\n<p>AI \u0633\u0631\u0648\u0631\u0632 \u06a9\u0648 \u0628\u0648\u0679 \u06c1\u0648\u0646\u06d2 \u0645\u06cc\u06ba \u0627\u06a9\u062b\u0631 \u0648\u0642\u062a \u0644\u06af\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0635\u0628\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u0633\u06a9\u0631\u067e\u0679 \u0627\u0648\u0644\u0627\u0645\u0627 \u06a9\u0648 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0646\u06cc\u0679 \u0648\u0631\u06a9 &quot;\u06c1\u06cc\u0646\u0688 \u0634\u06cc\u06a9&#8221; \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0628\u06cc\u062f\u0627\u0631 \u06c1\u0648\u0646\u06d2 \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u0633 \u0645\u0646\u0638\u0631 \u06a9\u06d2 \u0639\u0645\u0644 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 &quot;\u06a9\u0646\u06a9\u0634\u0646 \u0633\u06d2 \u0627\u0646\u06a9\u0627\u0631&#8221; \u06a9\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0631\u0648\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">!ollama pull mistral-small3.2\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_673_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"ce54b7e0-0b4f-4751-b797-ac4bd45cae63\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba \u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u06c1\u06d2\u06d4 <code>mistral-small3.2<\/code> Google Colab Notebooks \u067e\u0631 LLM\u06d4<\/p>\n<p>Mistral \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644 \u06c1\u06d2 \u062c\u0633\u06d2 Mistral AI SAS\u060c \u0627\u06cc\u06a9 \u0645\u0634\u06c1\u0648\u0631 \u0641\u0631\u0627\u0646\u0633\u06cc\u0633\u06cc \u0627\u0633\u0679\u0627\u0631\u0679 \u0627\u067e \u0646\u06d2 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">_ddg = DuckDuckGoSearchRun()\n\n@tool(\"web_search\")\ndef web_search(query: str) -> str:\n    \"\"\"Search the public web via DuckDuckGo. Input: a concise search query string. Returns: top result snippets as plain text.\"\"\"\n    return _ddg.run(query)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_332_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"0cadabf5-d454-418d-844c-3167a68283bd\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u06a9\u0648\u0688 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0679\u0648\u0644 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u067e\u0646\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 DuckDuckGo \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0648\u06cc\u0628 \u067e\u0631 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u062f\u06cc\u06ba\u06d4 DuckDuckGo \u0648\u06cc\u0628 \u067e\u0631 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0642\u0628\u0648\u0644 \u067e\u0631\u0627\u0626\u06cc\u0648\u06cc\u0633\u06cc \u0641\u0648\u06a9\u0633\u0688 \u0633\u0631\u0686 \u0627\u0646\u062c\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u06cc\u06a9 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0628\u06c1\u062a \u0627\u06c1\u0645 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u062a\u0627\u0632\u06c1 \u062a\u0631\u06cc\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u062c\u0627\u0646\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0648\u06c1 \u0627\u0628\u06be\u06cc \u062a\u06a9 \u067e\u0631\u0648\u06af\u0631\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-3-testing-the-model\">3. \u0645\u0627\u0688\u0644 \u0679\u06cc\u0633\u0679\u0646\u06af<\/h3>\n<p>\u0627\u0628 \u0622\u0626\u06cc\u06d2 \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0627\u0648\u0631 \u0644\u06d2 \u0622\u0624\u0679 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0648\u0688 \u0644\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0633 \u06a9\u06cc \u06c1\u0645 \u062c\u0627\u0646\u0686 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<p>\u06c1\u0645 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0645\u0627\u0688\u0644\u0632 \u0627\u0648\u0631 CrewAI \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062e\u0635\u0648\u0635\u06cc LLM \u0627\u0634\u06cc\u0627\u0621 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u0634\u0631\u0648\u0639 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 CrewAI \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u062e\u0627\u0635 LLM \u0622\u0628\u062c\u06cc\u06a9\u0679 \u06c1\u06d2 \u062c\u0648 AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0627\u06c1\u0645 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 AI \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0633\u0633\u0679\u0645 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0635\u062d\u06cc\u062d \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">AI_prompt = \"Write a quick system prompt for an AI agent whose job is to summarize financial documents.\"\n\nAI_model = OllamaLLM(model=\"mistral-small3.2\")\n\ncrew_llm = LLM(\n    model=\"ollama\/mistral-small3.2\",\n    base_url=\"http:\/\/localhost:11434\"\n)\n\nprint(\"Running Mistral...\")\nAI_response = AI_model.invoke(AI_prompt)\ndisplay(Markdown(f\"### AI Output:n{AI_response}\"))\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_138_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"5f76b8c8-6713-40dd-a624-fc83fb35f666\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<h3 id=\"heading-4-running-the-ai-agents\">4. AI \u0627\u06cc\u062c\u0646\u0679 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/h3>\n<p>\u0627\u0628 \u0622\u0626\u06cc\u06d2 \u062a\u06cc\u0646 \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646\u0632 \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u06c1\u0644\u0627 \u0633\u0644\u0633\u0644\u06c1 \u0648\u0627\u0631 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0648\u0627\u062d\u062f \u0627\u06cc\u062c\u0646\u0679 \u06c1\u06d2\u06d4 \u062f\u0648\u0633\u0631\u06cc \u0627\u06cc\u06a9 \u0645\u0631\u06a9\u0632\u06cc \u0679\u06cc\u0645 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u062a\u06cc\u0633\u0631\u06cc \u0627\u06cc\u06a9 \u0648\u06a9\u0646\u062f\u0631\u06cc\u0642\u0631\u062a \u0679\u06cc\u0645 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-sequential-tasks-with-a-single-agent\">\u0627\u06cc\u06a9 \u06c1\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u0648\u0627\u0631 \u0622\u067e\u0631\u06cc\u0634\u0646<\/h4>\n<pre><code class=\"language-python\">doc_5_1 = f\"\"\"{fake.company()} {fake.company_suffix()} \u2014 Q3 2026 Earnings Report\nPrepared by: {fake.name()}, CFO\nKEY METRICS\nRevenue: ${fake.random_int(50, 500)}M (up {fake.random_int(5, 25)}% YoY)\nNet Income: ${fake.random_int(10, 80)}M\nOperating Margin: {fake.random_int(12, 28)}%\nActive Customers: {fake.random_int(10_000, 500_000):,}\nCash on Hand: ${fake.random_int(100, 900)}M\nEmployee Headcount: {fake.random_int(200, 5000):,}\nMANAGEMENT COMMENTARY\n{fake.paragraph(nb_sentences=5)}\nRISK FACTORS\n{fake.paragraph(nb_sentences=4)}\n\"\"\"\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_790_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"15c0b2f4-9e8e-4ed1-950b-2d897502ae28\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u06a9\u0648\u0688 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u0639\u0627\u0645 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627 \u06c1\u06d2 \u062c\u0633 \u0633\u06d2 \u062c\u0639\u0644\u06cc \u0688\u06cc\u0679\u0627 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">print(doc_5_1)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_27_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"c16aa43e-da98-4255-be6e-0ba60b342163\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<pre><code class=\"language-plaintext\">Rodriguez, Figueroa and Sanchez and Sons \u2014 Q3 2026 Earnings Report\nPrepared by: Megan Mcclain, CFO\nKEY METRICS\nRevenue: $94M (up 23% YoY)\nNet Income: $64M\nOperating Margin: 13%\nActive Customers: 25,622\nCash on Hand: $195M\nEmployee Headcount: 1,991\nMANAGEMENT COMMENTARY\nOwn night respond red information last everything. Serve civil institution. Choice whatever from behavior benefit. Page southern role movie win her.\nRISK FACTORS\nStop peace technology officer relate. Product significant world. Term herself law street class. Decide environment view possible participant commercial. Clear here writer policy news.\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u06a9\u0648\u0688 \u06a9\u0633\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u0648 \u067e\u0631\u0646\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">analyst = Agent(\n    role=\"Senior Financial Document Specialist\",\n    goal=(\n        \"Read the provided document end-to-end, extract the 5 most decision-relevant KPIs \"\n        \"(with units, period, and source line when available), and produce a CEO-ready summary. \"\n        \"When a figure is missing or ambiguous, use web_search to verify it against public sources.\"\n    ),\n    backstory=(\n        \"You have 10+ years auditing 10-Ks, earnings releases, and investor decks at a Big Four firm. \"\n        \"You work linearly, cite page\/section for every metric, and never invent numbers \u2014 \"\n        \"if a value isn't in the text, you search for it or mark it as 'not disclosed'.\"\n    ),\n    tools=[web_search],\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_323_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"528b2693-3b24-4119-b88e-3eda4d1d9141\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u06a9\u0648\u0688 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u06cc \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u06a9 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062f\u06c1 \u0631\u067e\u0648\u0631\u0679\u0633 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e DuckDuckGo \u062a\u06a9 \u0628\u06be\u06cc \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">task_1 = Task(\n    description=(\n        \"Analyze the following document for KPI metrics.nn\"\n        \"DOCUMENT:n\"\n        f\"{doc_5_1}\"\n    ),\n    agent=analyst,\n    expected_output=\"A list of 5 key KPIs found in the text.\",\n)\n\ntask_2 = Task(\n    description=\"Based on the KPIs extracted in the previous task, write a professional executive summary.\",\n    agent=analyst,\n    expected_output=\"A 200-word summary suitable for a CEO.\",\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_740_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"b5737a9c-ccc8-477c-b859-bf6de5a82f87\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u0635\u0631\u0641 \u062f\u0648 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba: \u0627\u06cc\u06a9 KPI \u0645\u06cc\u0679\u0631\u06a9\u0633 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u0627\u060c \u0627\u0648\u0631 \u062f\u0648\u0633\u0631\u0627 \u062a\u062d\u0631\u06cc\u0631\u06cc \u0631\u067e\u0648\u0631\u0679 \u0628\u0646\u0627\u0646\u0627\u06d4 \u062a\u0648 \u0627\u0633 \u0637\u0631\u062d \u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u062a\u0631\u062a\u06cc\u0628 \u0648\u0627\u0631 \u06a9\u0627\u0645 \u06c1\u06cc\u06ba \u062c\u0648 \u0635\u0631\u0641 \u0627\u06cc\u06a9 AI \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u0646\u062c\u0627\u0645 \u067e\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u06c1\u0645 \u06af\u0648\u06af\u0644 \u067e\u06cc\u067e\u0631 \u06a9\u06cc \u06c1\u06cc\u0648\u0631\u0633\u0679\u06a9\u0633 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">sequential_crew = Crew(\n    agents=[analyst],\n    tasks=[task_1, task_2],\n    process=Process.sequential\n)\n\nprint(\"Running Case 1: Sequential...\")\nresult_1 = sequential_crew.kickoff()\ndisplay(Markdown(f\"### Case 1 Result:n{result_1}\"))\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_997_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"c1a24352-e8e3-4f49-a2d0-c7e0bd75d3db\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<pre><code class=\"language-plaintext\">Dear CEO,\n\nI am pleased to present a concise overview of Rodriguez, Figueroa and Sanchez and Sons Q3 2026 Earnings Report. Our company has demonstrated strong financial performance this quarter. We reported a significant increase in revenue, achieving $94 million, which represents a substantial 23% year-over-year growth. This growth is a testament to our effective business strategies and the increasing demand for our products or services.\n\nOur net income for the quarter stands at $64 million, showcasing our ability to maintain robust profitability. The operating margin of 13% further highlights our efficient cost management and operational excellence. Customer satisfaction and engagement continue to be a priority, as evidenced by our growing base of 25,622 active customers.\n\nIn terms of liquidity, we have a solid cash position of $195 million, ensuring that we have the necessary resources to seize new opportunities and navigate any challenges that may arise. Our employee headcount of 1,991 reflects our commitment to talent acquisition and development.\n\nIn conclusion, this quarter's results underscore our strong market position and the successful execution of our business strategies. We remain optimistic about our future prospects and are committed to driving sustainable growth and shareholder value. Let's continue to build on this momentum in the coming quarters.\n\nBest Regards, [Your Name]\n<\/code><\/pre>\n<p>\u0622\u062e\u0631 \u06a9\u0627\u0631\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u067e\u0646\u0627 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u0648\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0686\u0644\u0627\u06cc\u0627 \u0627\u0648\u0631 \u0627\u0648\u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0631\u067e\u0648\u0631\u0679 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-centralized-team-of-four-agents\">4 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0645\u0631\u06a9\u0632\u06cc \u0679\u06cc\u0645<\/h4>\n<p>\u0627\u0628 \u06c1\u0645 \u0686\u0627\u0631 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0627\u06cc\u06a9 \u0679\u06cc\u0645 \u0628\u0646\u0627\u0626\u06cc\u06ba \u06af\u06d2 \u062a\u0627\u06a9\u06c1 \u06c1\u0645 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u06cc\u06ba \u06a9\u06c1 \u0645\u062a\u0639\u062f\u062f \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0679\u06cc\u0645 \u0644\u06cc\u062a\u06be\u06cc\u0645 \u0645\u0627\u0631\u06a9\u06cc\u0679 \u06a9\u06d2 \u0631\u062c\u062d\u0627\u0646\u0627\u062a \u067e\u0631 \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0645\u0627\u0644\u06cc\u0627\u062a\u06cc \u0645\u0627\u0688\u0644\u0646\u06af \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0688\u06cc\u0679\u0627 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0633\u0631\u0645\u0627\u06cc\u06c1 \u06a9\u0627\u0631\u06cc \u06a9\u06cc \u062a\u062c\u0627\u0648\u06cc\u0632 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0645\u0631\u06a9\u0632\u06cc \u0679\u06cc\u0645 \u06cc\u06c1\u0627\u06ba \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06c1\u0631 \u0642\u062f\u0645 \u0627\u06af\u0644\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u0645\u06cc\u06ba \u062f\u0627\u062e\u0644 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0645 \u062a\u062d\u0642\u06cc\u0642 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u067e\u06be\u0631 \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0627 \u0645\u0637\u0627\u0644\u0639\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0622\u062e\u0631 \u0645\u06cc\u06ba \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u067e\u06cc\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0622\u0626\u06cc\u06d2 \u0645\u0627\u0631\u06a9\u06cc\u0679 \u06a9\u0627 \u0633\u0631\u0648\u06d2 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u06c1\u0644\u0627 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">researcher = Agent(\n    role=\"Commodity Market Researcher (Battery Metals)\",\n    goal=(\n        \"Produce dated, sourced price data points for 2026 lithium carbonate and lithium hydroxide forecasts. \"\n        \"Always pull from web_search; never guess. Return each data point as: value, unit, date, source URL.\"\n    ),\n    backstory=(\n        \"Ex-analyst at a commodities desk. You trust only primary sources (IEA, Benchmark Mineral Intelligence, \"\n        \"Fastmarkets, company filings) and you flag any figure that lacks a verifiable source.\"\n    ),\n    tools=[web_search],\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_632_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"6d204267-0a65-4b0a-b93a-844282724550\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u067e\u06c1\u0644\u0627 \u0627\u06cc\u062c\u0646\u0679 \u062c\u0648 \u06c1\u0645 \u0646\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2 \u0648\u06c1 \u0644\u062a\u06cc\u0645 \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0648\u06cc\u0628 \u067e\u0631 \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 DuckDuckGo \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0628 \u06c1\u0645 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u0626\u06cc\u06ba \u06af\u06d2 \u062c\u0648 \u0645\u062d\u0642\u0642 \u06a9\u06d2 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062f\u06c1 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0645\u0627\u0688\u0644 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0627\u0644\u06cc\u0627\u062a\u06cc \u0634\u0639\u0628\u06d2 \u0645\u06cc\u06ba \u062c\u0627\u0646\u062a\u0627 \u0627\u0648\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">finance_pro = Agent(\n    role=\"Capex Financial Modeler\",\n    goal=(\n        \"Take the researcher's price data and run a 10-year NPV and IRR simulation at a 10% discount rate, \"\n        \"stating all assumptions explicitly and returning a table plus a short narrative.\"\n    ),\n    backstory=(\n        \"You've built DCF models for gigafactory investments. You show your formulas, label base\/bull\/bear cases, \"\n        \"and refuse to produce a number without stating the inputs behind it.\"\n    ),\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_926_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"375e5943-3bd4-4c05-8ab1-4fcc10dab892\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0645\u0627\u0644\u06cc\u0627\u062a\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u0633 \u06a9\u06cc \u062a\u0642\u0644\u06cc\u062f \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u0622\u067e \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u0645\u0627\u0644\u06cc\u0627\u062a\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u062d\u06a9\u0645\u062a \u0639\u0645\u0644\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u0648 \u0645\u0634\u0648\u0631\u06c1 \u062f\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<pre><code class=\"language-plaintext\">strategy_advisor = Agent(\n    role=\"Investment Strategy Advisor\",\n    goal=(\n        \"Synthesize the researcher's price data and the modeler's NPV\/IRR results into a \"\n        \"clear go\/no-go recommendation, with the top 3 risks and the conditions under which \"\n        \"the recommendation flips.\"\n    ),\n    backstory=(\n        \"Former MD at a project-finance fund. You translate models into decisions and always \"\n        \"name the sensitivities that would change your call.\"\n    ),\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_34_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"daf6b079-cb53-410b-a2cb-5d7d933a13f6\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u0637\u0631\u062d \u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u0645\u0627\u0688\u0644\u0646\u06af \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u062d\u062a\u0645\u06cc \u0627\u06cc\u062c\u0646\u0679 \u062d\u06a9\u0645\u062a \u0639\u0645\u0644\u06cc \u067e\u0631 \u0645\u0634\u0648\u0631\u06c1 \u062f\u06d2 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">centralized_crew = Crew(\n    agents=[researcher, finance_pro, strategy_advisor],\n    tasks=[\n        Task(description=\"Research 2026 lithium price forecasts.\", agent=researcher, expected_output=\"Price data points.\"),\n        Task(description=\"Run an NPV simulation using prices.\", agent=finance_pro, expected_output=\"Full NPV report.\"),\n        Task(description=\"Issue a go\/no-go recommendation based on the NPV report.\", agent=strategy_advisor, expected_output=\"Go\/no-go memo with top 3 risks.\"),\n    ],\n    process=Process.hierarchical,\n    manager_llm=crew_llm\n)\n\nprint(\"Running Case 2: Centralized (Hierarchical)...\")\nresult_2 = centralized_crew.kickoff()\ndisplay(Markdown(f\"### Case 2 Result:n{result_2}\"))\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611752_600_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"90723254-2519-4187-a208-d014c7b20b66\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0628 \u0627\u06cc\u06a9 \u0686\u0648\u062a\u06be\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06c1\u06d2<code>manager_llm<\/code>\u0627\u06cc\u06a9 \u0645\u06cc\u0646\u06cc\u062c\u0631 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u062f\u0648\u0633\u0631\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u06be\u0631 \u062a\u06cc\u0646\u0648\u06ba \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<h4 id=\"heading-decentralized-team-of-three-agents\">\u062a\u06cc\u0646 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0648\u06a9\u0646\u062f\u0631\u06cc\u0642\u0631\u062a \u0679\u06cc\u0645<\/h4>\n<p>\u0627\u0628 \u06c1\u0645 \u062a\u06cc\u0646 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u06c1 \u0679\u06cc\u0645 \u0628\u0646\u0627\u0626\u06cc\u06ba \u06af\u06d2\u06d4 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u067e\u06be\u0631\u060c \u067e\u06c1\u0644\u0627 \u0642\u062f\u0645 \u0688\u06cc\u0679\u0627 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u06c1 \u0645\u0627\u0688\u0644 \u06cc\u06c1\u0627\u06ba \u0645\u062b\u0627\u0644\u06cc \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0622\u0688\u06cc\u0679\u0631\u0632 \u0627\u06cc\u06a9 \u06c1\u06cc \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0645\u062e\u062a\u0644\u0641 \u0632\u0627\u0648\u06cc\u0648\u06ba \u0633\u06d2 \u062c\u0627\u0646\u0686\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u0688\u06cc\u0679\u0631\u0632 \u0628\u06be\u06cc \u0627\u067e\u0646\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">groups = [\"Group A (men)\", \"Group B (women)\", \"Group C (under-40)\", \"Group D (over-40)\"]\nhiring_stats = \"n\".join(\n    f\"{g}: {fake.random_int(40, 120)} applicants, {fake.random_int(5, 25)} hired\"\n    for g in groups\n)\nfeedback = \"n\".join(\n    f'- Candidate {fake.name()}: \"{fake.sentence(nb_words=12)}\"'\n    for _ in range(6)\n)\ndoc_5_3 = f\"\"\"Q1 2026 Hiring Audit Data \u2014 {fake.company()}\nAPPLICANT POOL & SELECTION RATES\n{hiring_stats}\nINTERVIEWER FEEDBACK NOTES (sample)\n{feedback}\n\"\"\"\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611753_485_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"5ff84edc-306e-460b-bb3a-181254cbab79\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06c1\u0645 \u0646\u06d2 \u062c\u0639\u0644\u06cc \u0688\u06cc\u0679\u0627 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0639\u0645\u0648\u0645\u06cc \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u06a9\u06cc \u0628\u06be\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u06cc \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">print(doc_5_3)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611753_995_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"d68ddc9a-15c6-4f0f-aa12-ecdf08e6c7d0\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<pre><code class=\"language-plaintext\">Q1 2026 Hiring Audit Data \u2014 Zimmerman Inc\nAPPLICANT POOL & SELECTION RATES\nGroup A (men): 81 applicants, 6 hired\nGroup B (women): 69 applicants, 6 hired\nGroup C (under-40): 80 applicants, 17 hired\nGroup D (over-40): 74 applicants, 7 hired\nINTERVIEWER FEEDBACK NOTES (sample)\n- Candidate Tommy Walter: \"Defense material those poor central cause seat much section investment on gun.\"\n- Candidate Brenda Snyder PhD: \"Check civil quite others his other life edge.\"\n- Candidate Terri Frazier: \"Race Mr environment political born itself law west.\"\n- Candidate Deborah Mason: \"Medical blood personal success medical current hear claim well.\"\n- Candidate Tamara George: \"Affect upon these story film around there water beat magazine attorney set she campaign.\"\n- Candidate Joshua Baker: \"Institution deep much role cut find yet practice just military building different full open discover detail.\"\n<\/code><\/pre>\n<p>\u0627\u0648\u067e\u0631 \u06c1\u0645 \u0646\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0639\u0644\u06cc \u0688\u06cc\u0679\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0628 \u062a\u06cc\u0646 \u0622\u0688\u06cc\u0679\u0631\u0632 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u06c1\u0644\u0627 \u0622\u0688\u06cc\u0679\u0631 \u0627\u0646 \u0644\u0648\u06af\u0648\u06ba \u06a9\u06d2 \u0688\u06cc\u0645\u0648\u06af\u0631\u0627\u0641\u06a9 \u06af\u0631\u0648\u067e\u0633 \u067e\u0631 \u0641\u0648\u06a9\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0646 \u06a9\u06cc \u0622\u067e \u062e\u062f\u0645\u0627\u062a \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">auditor_a = Agent(\n    role=\"Statistical Hiring Auditor\",\n    goal=(\n        \"Compute selection-rate ratios across demographic groups for the Q1 hiring batch, \"\n        \"apply the 4\/5ths rule, and flag any group where the ratio falls below 0.80. \"\n        \"Use web_search only to confirm regulatory definitions.\"\n    ),\n    backstory=(\n        \"Former EEOC compliance analyst. You are rigorously numerical, cite the Uniform \"\n        \"Guidelines on Employee Selection Procedures, and never draw qualitative conclusions \"\n        \"outside your lane.\"\n    ),\n    tools=[web_search],\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611753_379_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"bd05e48c-156e-4f34-aaa7-6ded4e460a46\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u0622\u067e \u0628\u06be\u0631\u062a\u06cc \u06a9\u06cc \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0648\u0633\u0631\u06d2 \u0622\u0688\u06cc\u0679\u0631 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u0646\u0679\u0631\u0648\u06cc\u0648 \u06a9\u06d2 \u0627\u0646\u0639\u0642\u0627\u062f \u06a9\u06d2 \u0637\u0631\u06cc\u0642\u06d2 \u0645\u06cc\u06ba \u062a\u0639\u0635\u0628\u0627\u062a \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">auditor_b = Agent(\n    role=\"Qualitative Bias Reviewer\",\n    goal=(\n        \"Read interview notes and written feedback for coded language, inconsistent rubric \"\n        \"application, and sentiment skew across candidate groups. Combine your findings with \"\n        \"the statistical auditor's numbers into one final report.\"\n    ),\n    backstory=(\n        \"I\/O psychologist with a focus on structured-interview research. You cite specific \"\n        \"phrases as evidence and distinguish 'concerning pattern' from 'isolated incident'.\"\n    ),\n    tools=[web_search],\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=False,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611753_378_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"bcb01353-cab0-4fa1-8ca5-22aacc8ed88e\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0622\u062e\u0631 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0627\u06cc\u06a9 \u062a\u06cc\u0633\u0631\u0627 \u0622\u0688\u06cc\u0679\u0631 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u06d2 \u06af\u0627 \u06a9\u06c1 \u0622\u06cc\u0627 \u0645\u062e\u062a\u0644\u0641 \u06c1\u0627\u0626\u0631\u0646\u06af \u067e\u0627\u0644\u06cc\u0633\u06cc\u0648\u06ba \u067e\u0631 \u0639\u0645\u0644 \u06a9\u06cc\u0627 \u062c\u0627 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-plaintext\">auditor_c = Agent(\n    role=\"Process & Policy Compliance Auditor\",\n    goal=(\n        \"Review the hiring process for adherence to documented policy: structured-interview \"\n        \"use, rubric consistency, and required approval steps. Cross-check the statistical \"\n        \"and qualitative findings to surface root-cause process gaps.\"\n    ),\n    backstory=(\n        \"Internal audit lead with an HR-ops background. You map findings to specific policy \"\n        \"clauses and recommend concrete process fixes.\"\n    ),\n    tools=[web_search],\n    llm=crew_llm,\n    verbose=True,\n    allow_delegation=True,\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611754_633_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"d1be79dd-7346-4d6a-b794-672050a97aa4\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06c1\u0631 \u0622\u0688\u06cc\u0679\u0631 \u06a9\u06cc \u0634\u0631\u0648\u0639\u0627\u062a \u0645\u06cc\u06ba &#8216;allow_delegation=True&#8217; \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u0633 \u0633\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0648\u06c1 \u0627\u06cc\u06a9 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06c1\u0631 \u0622\u0688\u06cc\u0679\u0631 \u06a9\u0648 \u0627\u06cc\u06a9 \u06a9\u0627\u0645 \u062a\u0641\u0648\u06cc\u0636 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">task_audit_stats = Task(\n    description=(\n        \"Audit the Q1 hiring batch for structural bias. \"\n        \"Compute selection rates per group and flag any disparities.nn\"\n        \"DATA:n\"\n        f\"{doc_5_3}\"\n    ),\n    agent=auditor_a,\n    expected_output=\"A report highlighting any group disparities found.\",\n)\n\ntask_audit_review = Task(\n    description=(\n        \"Review the findings of the Statistical Auditor and add qualitative \"\n        \"context from the interviewer notes in the original document.\"\n    ),\n    agent=auditor_b,\n    expected_output=\"A final combined audit report with numbers and narrative.\",\n)\n\ntask_audit_process = Task(\n    description=(\n        \"Using the statistical and qualitative findings above, identify process-level root \"\n        \"causes (e.g. unstructured interviews, missing rubrics, approval gaps) and propose fixes.\"\n    ),\n    agent=auditor_c,\n    expected_output=\"A process-gap list with policy references and recommended fixes.\",\n)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611754_514_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"5af5e0b0-14d7-4a5b-a274-a0df4b7012cb\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0622\u062e\u0631 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0627\u06cc\u06a9 \u0622\u0688\u0679 \u0679\u06cc\u0645 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">decentralized_crew = Crew(\n    agents=[auditor_a, auditor_b, auditor_c],\n    tasks=[task_audit_stats, task_audit_review, task_audit_process],\n    process=Process.sequential,\n)\n\nprint(\"Running Case 3: Decentralized (Peer Review)...\")\nresult_3 = decentralized_crew.kickoff()\ndisplay(Markdown(f\"### Case 3 Result:n{result_3}\"))\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1778611754_127_\u0628\u06c1\u062a\u0631\u06cc\u0646-AI-\u0627\u06cc\u062c\u0646\u0679\u0648\u06ba-\u06a9\u0648-\u06a9\u06cc\u0633\u06d2-\u0628\u0646\u0627\u06cc\u0627-\u062c\u0627\u0626\u06d2-\u062c\u0648-\u0648\u0627\u0642\u0639\u06cc-\u06a9\u0627\u0645.png\" alt=\"c9cfff42-eb86-4f57-9840-7f85cc83768a\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<pre><code class=\"language-plaintext\">\nCase 3 Result:\nCombined Audit Report: Q1 Hiring Batch Audit for Structural Bias\nStatistical Audit Findings:\n\n    Applicant Pool and Selection Rates:\n        Group A (men): 81 applicants, 6 hired\n            Selection Rate: 6\/81 = 0.074074 (7.41%)\n        Group B (women): 69 applicants, 6 hired\n            Selection Rate: 6\/69 = 0.08696 (8.70%)\n        Group C (under-40): 80 applicants, 17 hired\n            Selection Rate: 17\/80 = 0.2125 (21.25%)\n        Group D (over-40): 74 applicants, 7 hired\n            Selection Rate: 7\/74 = 0.094595 (9.46%)\n\n    Selection Rate Ratios:\n        Group A \/ Group B: 0.074074 \/ 0.08696 = 0.85 (85%)\n        Group C \/ Group D: 0.2125 \/ 0.094595 = 2.24 (224%)\n\n    Application of the 4\/5ths Rule:\n        Group A (men) vs Group B (women): The selection rate ratio is 0.85, which is above the 0.80 threshold.\n        Group C (under-40) vs Group D (over-40): The selection rate ratio is 2.24, which is above the 0.80 threshold.\n\n    Conclusion: Based on the selection rate analysis, no group disparities are flagged as falling below the 0.80 threshold according to the 4\/5ths rule.\n\nQualitative Audit Findings:\nGroup A (men) vs Group B (women):\n\n    Concerning Patterns:\n        Feedback Inconsistency:\n            Isolated Incident: \"Candidate lacked experience but showed strong potential.\"\n                This feedback was given to a female candidate but not to similarly situated male candidates.\n        Sentiment Skew:\n            Concerning Pattern: More frequently in female candidate assessments the phrases \"needs improvement in leadership skills\" and \"less assertive\" were observed.\n\nGroup C (under-40) vs Group D (over-40):\n\n    Concerning Patterns:\n        Feedback Inconsistency:\n            Concerning Pattern: Phrases like \"strong strategic thinker\" and \"in-depth industry knowledge\" frequently used to describe over-40 candidates.\n                Similar competence indicators were not noted in feedback for candidates under 40.\n        Sentiment Skew:\n            Isolated Incident: For a few under-40 candidates, feedback noted \"lacks experience in leading teams.\"\n                This sentiment was not applied to under-40 candidates with similar profiles but differed in gender.\n\nAdditional Notes:\n\n    Rubric Application:\n        Concerning Pattern: The rubric application was inconsistent when evaluating \"leadership skills\" and \"assertiveness\" especially between male and female candidates.\n        Isolated Incident: Some reviewers emphasized \"cultural fit\" for female candidates which was not a requirement and was not consistently applied.\n\nFinal Conclusion:\n\nBased on the selection rate analysis, no group disparities are flagged as falling below the 0.80 threshold according to the 4\/5ths rule. However, qualitative findings indicate potential biases in feedback and rubric application which could influence hiring decisions. Recommendations:\n\n    Standardize evaluation criteria and implement unbiased language in evaluations.\n    Conduct further training to ensure consistent understanding and application of rubric standards across all reviewers.\n    Monitor the impact of these interventions in future hiring cycles to ensure equitable selection practices.\n<\/code><\/pre>\n<p>\u0627\u0648\u067e\u0631 \u0622\u067e \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06d2 \u0639\u0645\u0644 \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u062a\u06cc\u0646 \u0622\u0688\u06cc\u0679\u0631\u0632 \u06a9\u06cc \u0631\u067e\u0648\u0631\u0679\u0633 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-conclusion-the-future-of-ai-is-evals\">\u0646\u062a\u06cc\u062c\u06c1: AI \u06a9\u0627 \u0645\u0633\u062a\u0642\u0628\u0644 EVals \u06c1\u06d2\u06d4<\/h2>\n<p>\u0627\u06af\u0631 \u0627\u0633 \u0645\u0636\u0645\u0648\u0646 \u0633\u06d2 \u0645\u062c\u06be\u06d2 \u0627\u06cc\u06a9 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[&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":23862,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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