{"id":23735,"date":"2026-05-10T03:27:13","date_gmt":"2026-05-10T03:27:13","guid":{"rendered":"https:\/\/umang.pk\/2026\/05\/10\/ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d8%a7-%d8%b9%d8%b1%d9%88%d8%ac-%d8%b3%d8%a7%d9%81%d9%b9-%d9%88%db%8c%d8%a6%d8%b1-%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%a8%d8%b1%d8%aa%d8%a7%d8%a4\/"},"modified":"2026-05-10T03:27:13","modified_gmt":"2026-05-10T03:27:13","slug":"ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d8%a7-%d8%b9%d8%b1%d9%88%d8%ac-%d8%b3%d8%a7%d9%81%d9%b9-%d9%88%db%8c%d8%a6%d8%b1-%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%a8%d8%b1%d8%aa%d8%a7%d8%a4","status":"publish","type":"post","link":"https:\/\/umang.pk\/ur\/2026\/05\/10\/ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d8%a7-%d8%b9%d8%b1%d9%88%d8%ac-%d8%b3%d8%a7%d9%81%d9%b9-%d9%88%db%8c%d8%a6%d8%b1-%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%a8%d8%b1%d8%aa%d8%a7%d8%a4\/","title":{"rendered":"AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0627 \u0639\u0631\u0648\u062c: 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\u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u0641\u0627\u0631\u0645\u06cc\u0679 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0627\u06cc \u0645\u06cc\u0644 \u0628\u06be\u06cc\u062c\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 \u0642\u062f\u0645 \u06a9\u0648 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0648\u0688 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0622\u067e \u06a9\u0627 \u0633\u0633\u0679\u0645 \u0627\u0633 \u0637\u0631\u062d \u0646\u0638\u0631 \u0622 \u0633\u06a9\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">from openai import OpenAI\n\nclient = OpenAI()\ngoal = \"Summarize all documents in \/reports and email a concise briefing to the leadership team\"\ntools = [\n    \"read_files\",\n    \"summarize_text\",\n    \"send_email\"\n]\nresponse = client.responses.create(\n    model=\"gpt-4.1\",\n    input=f\"Goal: {goal}. Available tools: {tools}\"\n)\nprint(response.output_text)\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0645\u062b\u0627\u0644 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u0648 \u067e\u06a9\u0691\u062a\u06cc \u06c1\u06d2\u06d4 \u0688\u0648\u06cc\u0644\u067e\u0631 \u0627\u0631\u0627\u062f\u06d2 \u0627\u0648\u0631 \u0641\u0639\u0627\u0644\u06cc\u062a \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u067e\u06be\u0627\u0646\u0633\u06cc \u062f\u06cc\u0646\u06d2 \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-the-core-components-of-an-ai-agent\">AI \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0627\u062c\u0632\u0627\u0621<\/h2>\n<p>\u06cc\u06c1 \u0633\u0645\u062c\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633\u06d2 \u0627\u0633 \u06a9\u06d2 \u0627\u062c\u0632\u0627\u0621 \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u0646\u0627 \u0645\u0641\u06cc\u062f \u06c1\u06d2\u06d4 \u0627\u0639\u0644\u06cc\u0670 \u0633\u0637\u062d \u067e\u0631\u060c \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0627\u0648\u0631 \u0622\u0644\u0627\u062a \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0644\u06cc\u0646\u06af\u0648\u06cc\u062c \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u06c1\u062f\u0627\u0641 \u06a9\u06cc \u062a\u0634\u0631\u06cc\u062d \u06a9\u0631\u0646\u06d2\u060c \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u06a9\u06cc \u0645\u0646\u0635\u0648\u0628\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u06cc \u0635\u0648\u0631\u062a \u0645\u06cc\u06ba \u0645\u0648\u0627\u0641\u0642\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0635\u0631\u0641 \u0645\u062a\u0646 \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u0622\u067e \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0645\u06cc\u0645\u0648\u0631\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0645\u062a\u0639\u062f\u062f \u0645\u0631\u0627\u062d\u0644 \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 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\u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0679\u0648\u0644\u0632 \u0648\u06c1 \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0679\u0648\u0644\u0632 APIs \u0633\u06d2 \u0644\u06d2 \u06a9\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u0633\u06d2 \u0644\u06d2 \u06a9\u0631 \u0634\u06cc\u0644 \u06a9\u0645\u0627\u0646\u0688\u0632 \u062a\u06a9 \u06a9\u0686\u06be \u0628\u06be\u06cc \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u0679\u0648\u0644 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u06a9\u06c1 \u0627\u0633\u06d2 \u06a9\u0628 \u0627\u0648\u0631 \u06a9\u06cc\u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u0644\u0648\u067e \u0645\u06cc\u06ba \u0679\u0648\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u06cc\u06a9 \u06a9\u0645 \u0633\u06d2 \u06a9\u0645 \u0645\u062b\u0627\u0644 \u06cc\u06c1 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">def agent_loop(goal, tools):\n    context = []\n    \n    while True:\n        prompt = f\"Goal: {goal}\\nContext: {context}\\nWhat should be done next?\"\n        \n        decision = model.generate(prompt)\n        \n        if decision == \"DONE\":\n            break\n        \n        if decision.startswith(\"USE_TOOL\"):\n            tool_name, tool_input = parse_tool_call(decision)\n            result = tools[tool_name](tool_input)\n            context.append(result)\n        else:\n            context.append(decision)\n    \n    return context\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0644\u0648\u067e \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0627\u06cc\u062c\u0646\u0679 &quot;\u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2&#8221;\u06d4 \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0631\u06cc\u06ba\u060c \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u06cc\u06ba\u060c \u0639\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u060c \u0627\u0648\u0631 \u062a\u0641\u06c1\u06cc\u0645 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-why-ai-agents-are-emerging-now\">AI \u0627\u06cc\u062c\u0646\u0679 \u0627\u0628 \u06a9\u06cc\u0648\u06ba \u0627\u0628\u06be\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h2>\n<p>\u062e\u0648\u062f \u0645\u062e\u062a\u0627\u0631 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u0627 \u062e\u06cc\u0627\u0644 \u0646\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644\u06cc \u0622\u0626\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0644\u06cc\u0646\u06af\u0648\u06cc\u062c \u0645\u0627\u0688\u0644 \u0627\u0628 \u0645\u062a\u0639\u062f\u062f \u0645\u0631\u0627\u062d\u0644 \u067e\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u063a\u06cc\u0631 \u0633\u0627\u062e\u062a\u06c1 \u0627\u0646 \u067e\u0679 \u06a9\u06cc \u062a\u0634\u0631\u06cc\u062d \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0633\u0627\u062e\u062a\u06cc \u0622\u0624\u0679 \u067e\u0679 \u062a\u06cc\u0627\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u06a9\u0648 \u0637\u0627\u0642\u062a \u062f\u06d2 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u0627 \u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a\u06cc \u0646\u0638\u0627\u0645 \u0628\u06be\u06cc \u0627\u062a\u0646\u0627 \u06c1\u06cc \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 APIs \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 \u067e\u0631\u0648\u06af\u0631\u0627\u0645 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0688\u06cc\u0679\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 \u0631\u0633\u0627\u0626\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u0633\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0628\u06d2 \u0646\u0642\u0627\u0628 \u06a9\u0631\u0646\u0627 \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0633\u0633\u0679\u0645\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0639\u0627\u0645\u0644 \u06a9\u0631\u0646\u0627 \u0622\u0633\u0627\u0646 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0622\u062c \u06a9\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0645\u06cc\u06ba \u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u062a\u06cc\u0627\u0631 \u06c1\u0648 \u0633\u06a9\u06cc\u06ba\u06d4<\/p>\n<p>\u0645\u0639\u0627\u0634\u06cc \u0639\u0648\u0627\u0645\u0644 \u0628\u06be\u06cc \u06c1\u06cc\u06ba\u06d4 \u0628\u06c1\u062a \u0633\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0622\u062c \u0628\u06be\u06cc \u062f\u0633\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u06cc\u06c1\u0627\u06ba \u062a\u06a9 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tool(input_data)\n    \n    if not validate_output(tool, result):\n        return \"Invalid output\"\n    \n    return result\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u067e\u06cc\u0679\u0631\u0646 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0627\u06c1\u0645 \u06c1\u06d2. \u06cc\u06c1 \u0627\u06cc\u06a9 \u063a\u06cc\u0631 \u0645\u0646\u0638\u0645 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u06d2 \u0646\u0638\u0627\u0645 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u0628 \u0628\u06be\u06cc \u0642\u0627\u0628\u0644 \u0645\u0648\u0627\u0641\u0642 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0645\u062d\u0641\u0648\u0638 \u062d\u062f\u0648\u062f \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-multi-agent-systems-and-coordination\">\u0645\u0644\u0679\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0633\u0633\u0679\u0645 \u0627\u0648\u0631 \u06a9\u0648\u0622\u0631\u0688\u06cc\u0646\u06cc\u0634\u0646<\/h2>\n<p>\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u06cc\u06a9 \u06c1\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0627\u06a9\u062b\u0631 \u06a9\u0627\u0641\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u062a\u062d\u0644\u06cc\u0644 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u06c1\u0631 \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u06a9\u0627\u0645 \u06a9\u06d2 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\u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-plaintext\">class Message:\n    def __init__(self, sender, receiver, content):\n        self.sender = sender\n        self.receiver = receiver\n        self.content = content\n\ndef send_message(agent, message):\n    return agent.process(message)\nmessage = Message(\"retriever\", \"analyst\", \"Data collected from API\")\nresponse = send_message(analyst_agent, message)\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0645\u0627\u0688\u0644 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u06c1 \u0646\u0638\u0627\u0645 \u0633\u06d2 \u0645\u0644\u062a\u0627 \u062c\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u0645\u06cc\u06ba \u062e\u062f\u0645\u0627\u062a \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u06cc\u06ba\u06d4 \u06c1\u0645 \u0622\u06c1\u0646\u06af\u06cc \u0633\u0628 \u0633\u06d2 \u0627\u06c1\u0645 \u062a\u0634\u0648\u06cc\u0634 \u0628\u0646 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u067e\u0631\u0648\u0679\u0648\u06a9\u0648\u0644 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u06d2\u060c \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0633\u0646\u0628\u06be\u0627\u0644\u0646\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0645\u0633\u062a\u0642\u0644 \u0645\u0632\u0627\u062c\u06cc \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-where-ai-agents-are-already-delivering-value\">\u062c\u06c1\u0627\u06ba AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u067e\u06c1\u0644\u06d2 \u06c1\u06cc \u0642\u06cc\u0645\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h2>\n<p>\u06c1\u0627\u0626\u067e \u06a9\u06d2 \u0628\u0627\u0648\u062c\u0648\u062f\u060c 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id=\"heading-the-shift-in-software-design\">\u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba<\/h2>\n<p>AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0627 \u0638\u06c1\u0648\u0631 \u0635\u0631\u0641 \u0646\u0626\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u06cc \u062a\u062c\u0631\u06cc\u062f\u06cc \u067e\u0631\u062a \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0648\u0688 \u0644\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062c\u0648 \u0631\u0648\u06cc\u06d2 \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0644\u0627\u06af\u0648 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