{"id":1101,"date":"2026-06-15T18:14:16","date_gmt":"2026-06-15T18:14:16","guid":{"rendered":"https:\/\/convly.ai\/best-ai-agent-frameworks-2026\/"},"modified":"2026-08-01T06:46:46","modified_gmt":"2026-08-01T06:46:46","slug":"best-ai-agent-frameworks-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0637\u0648\u0651\u0631\u064a\u0646"},"content":{"rendered":"<p>\u0642\u0628\u0644 \u0633\u0646\u062a\u064a\u0646\u060c \u0643\u0627\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u00bb \u064a\u0634\u064a\u0631 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0625\u0644\u0649 \u063a\u0644\u0627\u0641 \u0631\u0642\u064a\u0642 \u062d\u0648\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u062d\u0644\u0642\u0629 \u0628\u0633\u064a\u0637\u0629. <code>\u0628\u064a\u0646\u0645\u0627<\/code> \u0641\u064a \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0646\u0636\u062c\u062a \u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0629. \u0648\u0623\u0635\u0628\u062d\u062a \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u062a\u0642\u062f\u0651\u0645 \u062a\u0646\u0641\u064a\u0630\u064b\u0627 \u062f\u0627\u0626\u0645\u064b\u0627\u060c \u0648\u0646\u0642\u0627\u0637 \u062a\u0648\u0642\u0641 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0636\u0645\u0646 \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629 (Sandboxed)\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0643\u0645\u0627 \u062a\u062c\u0627\u0648\u0632\u062a \u0639\u062f\u0629 \u0645\u0646\u0647\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0660\u060c \u0645\u0627 \u064a\u063a\u064a\u0651\u0631 \u0637\u0631\u064a\u0642\u0629 \u062c\u062f\u064a\u0651\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/p>\n<p>\u0648\u0647\u0630\u0627 \u0627\u0644\u0646\u0636\u062c \u064a\u0648\u0644\u0651\u062f \u0645\u0634\u0643\u0644\u0629 \u062c\u062f\u064a\u062f\u0629: \u0643\u062b\u0631\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a. \u0648\u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0623\u0645\u0648\u0631. \u0641\u0642\u062f \u0642\u0645\u0646\u0627 \u0628\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0648\u062d\u0627\u0644\u0629 \u0643\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0630\u0643\u0648\u0631 \u0623\u062f\u0646\u0627\u0647 \u0645\u0642\u0627\u0628\u0644 \u0645\u0633\u062a\u0648\u062f\u0639 PyPI \u0648\u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u062d\u062a\u0649 \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026\u060c \u062b\u0645 \u0631\u062a\u0651\u0628\u0646\u0627\u0647\u0627 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0648\u0628\u0627\u0646\u062a\u0647\u0627\u0621 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0633\u062a\u0639\u0631\u0641 \u0623\u064a \u0625\u0637\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062b\u064a \u0623\u0648\u0644\u064a\u060c \u0648\u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u0635\u0645\u062f \u0623\u0645\u0627\u0645 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u0627\u062f\u0645 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0635\u0628\u0627\u062d\u064b\u0627\u060c \u0648\u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u0645\u0643\u0646 \u0644\u0641\u0631\u064a\u0642\u0643 \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0644\u063a\u0629 .NET \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u0629 \u0643\u0644 \u0634\u064a\u0621 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>LangGraph (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0662.\u0665)<\/strong> \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f\u061b \u0625\u0630 \u064a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0648\u062d\u0641\u0638 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0648\u0642\u0641 \u0645\u064a\u0632\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a\u0647\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0625\u0636\u0627\u0641\u0627\u062a \u0644\u0627\u062d\u0642\u0629.<\/li>\n<li><strong>CrewAI (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0661\u0664.\u0667)<\/strong> \u0644\u0627 \u064a\u0632\u0627\u0644 \u0623\u0633\u0631\u0639 \u0648\u0633\u064a\u0644\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0641\u0631\u064a\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631\u060c \u0648\u064a\u062a\u0645\u062a\u0651\u0639 \u0628\u0623\u0643\u0628\u0631 \u0645\u062c\u062a\u0645\u0639 \u0628\u064a\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u062d\u062a\u0629\u060c \u062d\u064a\u062b \u0628\u0644\u063a \u0639\u062f\u062f \u0646\u062c\u0648\u0645\u0647 \u0639\u0644\u0649 GitHub \u0665\u0663.\u0666 \u0623\u0644\u0641 \u0646\u062c\u0645.<\/li>\n<li><strong>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0668.\u0661\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0639\u0627\u0645 \u0641\u064a \u0623\u0628\u0631\u064a\u0644 \u0662\u0660\u0662\u0666)<\/strong> \u062f\u0645\u062c \u0628\u064a\u0646 AutoGen \u0648Semantic Kernel\u061b \u0648\u0642\u062f \u062f\u062e\u0644 \u0643\u0644\u0627 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u064a\u0646 \u0627\u0644\u0633\u0627\u0628\u0642\u064a\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0641\u0642\u0637\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 .NET \u0623\u0648 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0646 \u0647\u0646\u0627.<\/li>\n<li><strong>\u062d\u0632\u0645\u0629 \u0623\u062f\u0648\u0627\u062a \u0648\u0643\u064a\u0644 OpenAI (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0660.\u0661\u0667.\u0665)<\/strong> \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0632\u0648\u0651\u062f \u0646\u0645\u0648\u0630\u062c \u0645\u0639\u064a\u0646 \u0648\u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0661\u0660\u0660 \u0646\u0645\u0648\u0630\u062c\u060c \u0643\u0645\u0627 \u0623\u0636\u0627\u0641\u062a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666 \u062f\u0639\u0645\u064b\u0627 \u0623\u0635\u0644\u064a\u064b\u0651\u0627 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629 (sandboxing) \u0648\u0627\u0644\u062f\u0639\u0645 \u0637\u0648\u064a\u0644 \u0627\u0644\u0623\u0645\u062f.<\/li>\n<li><strong>smolagents (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0662\u0666.\u0660)<\/strong> \u0648 <strong>Pydantic AI (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0661\u0660\u0667.\u0660)<\/strong> \u064a\u062a\u0641\u0648\u0642\u0627\u0646 \u0641\u064a \u0637\u0631\u0641\u064a \u0627\u0644\u0646\u0642\u064a\u0636: \u0627\u0644\u0623\u0648\u0644 \u064a\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0634\u062f\u064a\u062f \u0641\u064a \u0639\u062f\u062f \u0623\u0633\u0637\u0631 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 (\u062d\u0648\u0627\u0644\u064a \u0661\u0660\u0660\u0660 \u0633\u0637\u0631)\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0631\u0643\u0651\u0632 \u0627\u0644\u062b\u0627\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0635\u0627\u0631\u0645 \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0633\u0644\u0627\u0645\u062a\u0647\u0627.<\/li>\n<li>\u0644\u0627 \u064a\u0648\u062c\u062f \u0625\u0637\u0627\u0631 \u00ab\u0623\u0641\u0636\u0644\u00bb \u0648\u0627\u062d\u062f \u2014 \u0627\u062e\u062a\u0631 \u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0646\u0634\u0631\u060c \u0648\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0645\u062f\u0649 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a705d1faa60f\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a705d1faa60f\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#What_an_agent_framework_actually_buys_you\" >\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0648\u0641\u0651\u0631\u0647 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0628\u0627\u0644\u0641\u0639\u0644<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#LangGraph_the_production_default\" >LangGraph: \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#CrewAI_roles_and_crews_fast\" >CrewAI: \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0648\u0627\u0644\u0641\u0631\u0642\u060c \u0633\u0631\u064a\u0639 \u062c\u062f\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Microsoft_Agent_Framework_the_AutoGen_successor\" >\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a: \u062e\u0644\u0641 AutoGen<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#OpenAI_Agents_SDK_lightweight_and_provider-agnostic\" >\u062d\u0632\u0645\u0629 \u0623\u062f\u0648\u0627\u062a \u0648\u0643\u064a\u0644 OpenAI: \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 \u0648\u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637 \u0628\u0645\u0632\u0648\u0651\u062f \u0645\u0639\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#smolagents_minimalism_that_writes_code\" >smolagents: \u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0634\u062f\u064a\u062f \u0645\u0639 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#The_rest_of_the_field_worth_knowing\" >\u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u062c\u062f\u064a\u0631 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#At_a_glance_the_2026_comparison\" >\u0646\u0638\u0631\u0629 \u0633\u0631\u064a\u0639\u0629: \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Recommendations_by_use_case\" >\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/convly.ai\/ar\/best-ai-agent-frameworks-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_an_agent_framework_actually_buys_you\"><\/span>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0648\u0641\u0651\u0631\u0647 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0628\u0627\u0644\u0641\u0639\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0630\u0627 \u0623\u0632\u0644\u0646\u0627 \u0627\u0644\u0632\u062e\u0631\u0641\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0641\u0625\u0646 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u064a\u0624\u062f\u064a \u062b\u0644\u0627\u062b \u0645\u0647\u0627\u0645 \u0631\u0626\u064a\u0633\u064a\u0629: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0644\u0642\u0629 (\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0629\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0646\u062a\u064a\u062c\u0629)\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0639\u0628\u0631 \u062a\u0644\u0643 \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0623\u0643\u062b\u0631 \u0645\u0646 \u0648\u0643\u064a\u0644. \u0623\u0645\u0627 \u0643\u0644 \u0645\u0627 \u0639\u062f\u0627 \u0630\u0644\u0643 \u2014 \u0645\u062b\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0636\u0648\u0627\u0628\u0637 \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0648\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645 \u2014 \u0641\u0647\u0648 \u0645\u064a\u0632\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062b\u0644\u0627\u062b.<\/p>\n<p>\u062a\u0646\u0642\u0633\u0645 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0625\u0644\u0649 \u0641\u0644\u0633\u0641\u062a\u064a\u0646. <strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644<\/strong> (\u0645\u062b\u0644 LangGraph \u0648Google ADK \u0648LlamaIndex Workflows) \u062a\u0637\u0644\u0628 \u0645\u0646\u0643 \u0648\u0635\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0639\u064f\u0642\u062f \u0648\u0631\u0648\u0627\u0628\u0637 \u0635\u0631\u064a\u062d\u0629. \u0648\u0647\u064a \u0623\u0643\u062b\u0631 \u062a\u0641\u0635\u064a\u0644\u064b\u0627 \u0644\u0643\u0646\u0647\u0627 \u0645\u062d\u062f\u062f\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0635\u062d\u064a\u062d. <strong>\u0627\u0644\u062a\u062c\u0631\u064a\u062f\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0623\u0648\u0644\u064b\u0627<\/strong> (\u0645\u062b\u0644 CrewAI \u0648OpenAI Agents SDK \u0648smolagents) \u062a\u062e\u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 \u062e\u0644\u0641 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0623\u0648 \u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0643\u0645\u064a\u0629 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0644\u0643\u0646\u0647 \u064a\u064f\u0646\u0627\u0632\u0644 \u0639\u0646 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062a\u062d\u0643\u0645. \u0648\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0641\u0644\u0633\u0641\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f\u0647\u0627 \u062a\u064f\u0636\u064a\u0651\u0642 \u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u0633\u0631\u0639\u0629.<\/p>\n<p>\u0643\u0644\u0645\u0629 \u0639\u0646 \u0645\u0646\u0647\u062c\u064a\u062a\u0646\u0627 <em>\u0644\u064a\u0633<\/em> \u0627\u062e\u062a\u0628\u0627\u0631: \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0627\u0645. \u0641\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u062a\u062d\u062f\u062f \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0628\u062a\u0623\u062e\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u060c \u0648\u0644\u064a\u0633 \u0628\u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u062e\u0637\u0623. \u0628\u0644 \u0627\u062e\u062a\u0631 \u0648\u0641\u0642\u064b\u0627 \u0644\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0628\u064a\u0626\u0629 \u0627\u0644\u0646\u0634\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LangGraph_the_production_default\"><\/span>LangGraph: \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0635\u0644 LangGraph \u0625\u0644\u0649 <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0662.\u0665 (\u0627\u0644\u0635\u0627\u062f\u0631 \u0641\u064a \u0661\u0662 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666)<\/strong> \u0648\u0623\u0635\u0628\u062d \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0630\u064a \u062a\u064f\u0648\u062d\u0650\u0651\u062f \u0639\u0644\u064a\u0647 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u062e\u0631\u0649 \u0633\u0631\u064b\u0651\u0627. \u0648\u0647\u0648 \u0645\u0643\u062a\u0628\u0629 \u062a\u0646\u0633\u064a\u0642 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0634\u0631\u0643\u0629 LangChain Inc\u060c \u062a\u064f\u0645\u062b\u0650\u0651\u0644 \u0648\u0643\u064a\u0644\u0643 \u0639\u0644\u0649 \u0647\u064a\u0626\u0629 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0630\u064a \u062d\u0627\u0644\u0629. \u0648\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0641\u064a\u0647 \u0647\u064a \u0627\u0644\u0645\u062a\u0627\u0646\u0629: \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0627\u0644\u0630\u064a \u064a\u0635\u0645\u062f \u0623\u0645\u0627\u0645 \u0627\u0644\u0627\u0646\u0642\u0637\u0627\u0639\u0627\u062a\u060c \u0648\u0648\u0636\u0639 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0648\u0642\u0641 \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (checkpointing)\u060c \u0648\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0646\u062f \u0623\u064a \u0639\u0642\u062f\u0629 \u2014 \u0648\u0643\u0644\u064f\u0651 \u0630\u0644\u0643 \u0645\u062f\u0645\u062c\u064c \u0641\u064a \u0627\u0644\u0625\u0637\u0627\u0631 \u0623\u0635\u0644\u0627\u064b\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u062d\u0644\u0648\u0644 \u0645\u062c\u062a\u0645\u0639\u064a\u0629.<\/p>\n<p>\u0648\u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0629 \u0644\u0647\u0627 \u062b\u0645\u0646\u064c. \u0641\u0640LangGraph \u0647\u0648 \u0627\u0644\u0623\u0635\u0639\u0628 \u0645\u0646 \u062d\u064a\u062b \u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629. \u0641\u0623\u0646\u062a \u062a\u0641\u0643\u0650\u0651\u0631 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0639\u064f\u0642\u064e\u062f \u0648\u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0648\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0648\u0644\u0627 \u062a\u0642\u0648\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0628\u0625\u062e\u0641\u0627\u0621 \u0623\u0648\u062a\u0648\u0645\u0627\u062a\u064a\u0643\u064a\u0629 \u0627\u0644\u0645\u064f\u0646\u0627\u062f\u064e\u064a\u0627\u062a (prompts) \u0623\u0648 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u2014 \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0647\u0648 \u0627\u0644\u0647\u062f\u0641 \u0645\u0646\u0647. \u0648\u0639\u0646\u062f \u062f\u0645\u062c\u0647 \u0645\u0639 LangSmith\u060c \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0631\u0624\u064a\u0629 \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0639\u0645\u064a\u0642\u0629 \u0644\u0644\u062a\u0635\u062d\u064a\u062d \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h4>\n<ul>\n<li>\u0623\u0641\u0636\u0644 \u062a\u0646\u0641\u064a\u0630 \u062f\u0627\u0626\u0645 \u0648\u0630\u064a \u062d\u0627\u0644\u0629 \u0641\u064a \u0641\u0626\u062a\u0647<\/li>\n<li>\u062f\u0639\u0645 \u0645\u0645\u062a\u0627\u0632 \u0645\u064f\u062f\u0645\u062c \u0644\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0648\u0642\u0641 \u0627\u0644\u0645\u0624\u0642\u062a\u0629<\/li>\n<li>\u0642\u0627\u0628\u0644\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0645\u064a\u0642\u0629 \u0639\u0628\u0631 LangSmith<\/li>\n<li>34.8 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629 \u0639\u0644\u0649 GitHub\u060c \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a<\/h4>\n<ul>\n<li>\u0623\u0634\u062f \u0645\u0646\u062d\u0646\u0649 \u062a\u0639\u0644\u064f\u0651\u0645 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/li>\n<li>\u0637\u0648\u064a\u0644 \u062c\u062f\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0648\u0643\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629<\/li>\n<li>\u0623\u0648\u062b\u0642 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627\u0644\u0625\u064a\u0643\u0648\u0633\u0633\u062a\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0644\u063a\u0629 LangChain<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong> \u0627\u0644\u0648\u0643\u0627\u0644\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 \u0630\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u0623\u0646\u0641 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0628\u062f\u0642\u0629 \u0628\u0639\u062f \u062d\u062f\u0648\u062b \u0641\u0634\u0644. <strong>\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 (3.10 \u0641\u0645\u0627 \u0641\u0648\u0642)\u060c \u0645\u0639 \u0646\u0633\u062e\u0629 \u0634\u0642\u064a\u0642\u0629 \u0628\u0644\u063a\u062a\u064a JavaScript\/TypeScript.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"CrewAI_roles_and_crews_fast\"><\/span>CrewAI: \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0648\u0627\u0644\u0641\u0631\u0642\u060c \u0633\u0631\u064a\u0639 \u062c\u062f\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0635\u0644 CrewAI \u0625\u0644\u0649 <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.14.7 (11 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong> \u0648\u0628\u0639\u062f\u062f <strong>53.6 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629 \u0639\u0644\u0649 GitHub<\/strong>\u060c \u0644\u064a\u0643\u0648\u0646 \u0628\u0630\u0644\u0643 \u0623\u0643\u0628\u0631 \u0645\u062c\u062a\u0645\u0639 \u0628\u064a\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0647\u0646\u0627. \u0648\u064a\u0639\u062a\u0645\u062f \u0646\u0645\u0648\u0630\u062c\u0647 \u0627\u0644\u062a\u0635\u0648\u064a\u0631\u064a \u0639\u0644\u0649 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a: \u0641\u064a\u062d\u0635\u0644 \u0643\u0644 \u0648\u0643\u064a\u0644 \u0639\u0644\u0649 \u062f\u0648\u0631\u064d \u0648\u0647\u062f\u0641\u064d \u0648\u062e\u0644\u0641\u064a\u0629\u064d \u0633\u0631\u062f\u064a\u0629\u064d\u061b \u0648\u062a\u064f\u0633\u0646\u064e\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0625\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u062a\u064f\u0646\u0641\u064e\u0651\u0630 \u062f\u0627\u062e\u0644 \u0645\u0627 \u064a\u064f\u0633\u0645\u064e\u0651\u0649 \u00ab\u0627\u0644\u0637\u0627\u0642\u0645\u00bb (crew). \u0648\u064a\u062f\u0639\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0648\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0647\u0631\u0645\u064a\u0629\u060c \u0648\u062a\u0648\u0627\u0641\u0642\u064a\u0629\u060c \u0648\u0647\u0648 \u0645\u0633\u062a\u0642\u0644\u064c\u0651 \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0639\u0628\u0631 OpenAI \u0648Anthropic \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0628\u0631 Ollama.<\/p>\n<p>\u0625\u0646 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0647\u0648 \u0628\u0627\u0644\u0641\u0639\u0644 \u0623\u0633\u0631\u0639 \u0646\u0645\u0648\u0630\u062c \u0630\u0647\u0646\u064a \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0628\u064a\u0646 \u0639\u062f\u0629 \u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0644\u0630\u0644\u0643 \u064a\u0646\u062a\u0634\u0631 CrewAI \u0628\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629. \u0623\u0645\u0627 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0622\u062e\u0631 \u0641\u0647\u0648 \u0623\u0646 \u0646\u0641\u0633 \u0627\u0644\u062a\u062c\u0631\u064f\u0651\u062f \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0637\u0648\u0627\u0642\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0633\u0647\u0644\u064b\u0627 \u0642\u062f \u064a\u064f\u0639\u0642\u0650\u0651\u062f \u0627\u0644\u0623\u0645\u0648\u0631 \u062d\u064a\u0646 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u062f\u0642\u064a\u0642 \u0648\u062d\u0627\u0633\u0645 \u0641\u064a \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0646\u0641\u064a\u0630. \u0648\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u062a\u062a\u062c\u0647 \u0627\u0644\u0641\u0631\u0642 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0646\u062d\u0648 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643.<\/p>\n<p><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong> \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0645\u0633\u0627\u0639\u062f\u064a \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0641\u0631\u064a\u0642 \u0635\u063a\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0628\u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. <strong>\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 (3.10\u20133.13). <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645:<\/strong> \u0644\u064a\u0646\u064c \u0648\u0633\u0647\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Microsoft_Agent_Framework_the_AutoGen_successor\"><\/span>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0643\u064a\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a: \u062e\u0644\u0641 AutoGen<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0623\u0647\u0645 \u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u062d\u064a\u062f \u0644\u0647\u0630\u0627 \u0627\u0644\u0639\u0627\u0645. \u0648\u0628\u0639\u062f \u0639\u0627\u0645\u064a\u0646 \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0632\u064a \u0639\u0628\u0631 \u0645\u0633\u062a\u0648\u062f\u0639\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u0623\u0643\u062b\u0631 \u0645\u0646 50 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629 \u0645\u062c\u0645\u0639\u0629\u060c \u0642\u0627\u0645\u062a \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0628\u062f\u0645\u062c <strong>AutoGen<\/strong> \u0648 <strong>\u0648Semantic Kernel<\/strong> \u0641\u064a \u0625\u0637\u0627\u0631 <strong>\u0625\u0637\u0627\u0631 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0644\u0644\u0648\u0643\u0644\u0627\u0621 (Microsoft Agent Framework)<\/strong>\u060c \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647 \u0643\u0640 <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.0 \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2026<\/strong> \u0648\u064a\u0648\u062c\u062f \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0639\u0646\u062f <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.8.1 (9 \u064a\u0648\u0646\u064a\u0648 2026)<\/strong>\u060c \u0648\u0627\u0644\u0630\u064a \u0623\u064f\u0639\u0644\u0646 \u0639\u0646\u0647 \u0631\u0633\u0645\u064a\u064b\u0651\u0627 \u0643\u0640\u00ab\u0625\u0646\u062a\u0627\u062c\u064a\/\u0645\u0633\u062a\u0642\u0631\u00bb. \u0648\u064a\u0623\u062e\u0630 \u0647\u0630\u0627 \u0627\u0644\u0625\u0637\u0627\u0631 \u0628\u0628\u0633\u0627\u0637\u0629 \u062a\u0646\u0633\u064a\u0642 AutoGen \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u064a\u0636\u064a\u0641 \u0625\u0644\u064a\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u0646 Semantic Kernel \u2014 \u0645\u062b\u0644 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0648\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0623\u0646\u0648\u0627\u0639\u060c \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0648\u0633\u064a\u0637\u0629 (middleware)\u060c \u0648\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629 (telemetry) \u2014 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/p>\n<p>\u0648\u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0647\u0645\u0629: \u0641\u0642\u062f \u0623\u0635\u0628\u062d \u0643\u0644\u064c\u0651 \u0645\u0646 AutoGen \u0648Semantic Kernel \u0627\u0644\u0622\u0646 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0641\u0642\u0637\u060c \u0628\u062d\u064a\u062b \u064a\u062d\u0635\u0644\u0627\u0646 \u0639\u0644\u0649 \u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0641\u0642\u0637 \u062f\u0648\u0646 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0641\u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0644\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0644\u064a\u0633 AutoGen. \u0648\u0623\u0628\u0631\u0632 \u062e\u0635\u0627\u0626\u0635\u0647 \u0623\u0646\u0647 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0644\u063a\u0629 \u062d\u0642\u064a\u0642\u064a \u2014 \u0625\u0630 \u064a\u062a\u0643\u0648\u064e\u0651\u0646 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0635\u062f\u0631\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0646 \u0646\u0635\u0641 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0646\u0635\u0641 C# \u2014 \u0645\u0639 \u062f\u0639\u0645 \u0623\u0648\u0644\u064a \u0643\u0627\u0645\u0644 \u0644\u0640.NET\u060c \u0648\u062a\u0643\u0627\u0645\u0644 \u0645\u0628\u0627\u0634\u0631 \u0645\u0639 Azure AI Foundry \u0648Copilot Studio.<\/p>\n<p><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong> \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u0644\u0648\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a\/\u0623\u0632\u0648\u0631\u060c \u0648\u0628\u062e\u0627\u0635\u0629 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648C# \u0645\u0639\u064b\u0627. <strong>\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 \u0648.NET (C#). <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645:<\/strong> \u0645\u062a\u0648\u0633\u0637\u061b \u0648\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0625\u0630\u0627 \u0627\u0639\u062a\u0645\u062f\u062a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"OpenAI_Agents_SDK_lightweight_and_provider-agnostic\"><\/span>\u062d\u0632\u0645\u0629 \u0623\u062f\u0648\u0627\u062a \u0648\u0643\u064a\u0644 OpenAI: \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 \u0648\u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637 \u0628\u0645\u0632\u0648\u0651\u062f \u0645\u0639\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627 \u062a\u062f\u0639 \u0627\u0644\u0627\u0633\u0645 \u064a\u062e\u062f\u0639\u0643 \u2014 \u0641\u0625\u0646 \u062d\u0632\u0645\u0629 SDK \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0646 OpenAI (\u0627\u0644\u062d\u0632\u0645\u0629 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 <code>openai-agents<\/code>, <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 0.17.5\u060c 11 \u064a\u0648\u0646\u064a\u0648 2026<\/strong>\u060c \u0645\u0631\u062e\u064e\u0651\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT) \u0644\u064a\u0633\u062a \u0645\u0642\u064a\u062f\u0629 \u0628\u0645\u0632\u0648\u0650\u0651\u062f \u0645\u0639\u064a\u0646\u060c \u0628\u0644 \u062a\u0639\u0645\u0644 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0646\u0645\u0627\u0630\u062c OpenAI. \u0648\u0647\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0635\u063a\u064a\u0631\u064c \u0648\u0645\u064f\u0642\u0635\u0648\u062f\u064c \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629: \u064a\u0648\u0641\u0650\u0651\u0631 \u0648\u0643\u0644\u0627\u0621 \u0642\u0627\u0628\u0644\u064a\u0646 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0645\u0639 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u062a \u0648\u0636\u0648\u0627\u0628\u0637 \u0623\u0645\u0627\u0646 (guardrails) \u0648\u0622\u0644\u064a\u0627\u062a \u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (handoffs)\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0633\u062c\u0644 \u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u062c\u0644\u0633\u0627\u062a \u0648\u062a\u062a\u0628\u0639 \u0645\u062f\u0645\u062c.<\/p>\n<p>\u0648\u0641\u064a \u0639\u0627\u0645 2026\u060c \u0623\u0636\u0627\u0641\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0646\u062a\u0638\u0631\u0647\u0627. \u0641\u062a\u062d\u062f\u064a\u062b \u0623\u0628\u0631\u064a\u0644 2026 \u0623\u062f\u062e\u0644 \u0639\u0632\u0644\u064b\u0627 \u0623\u0635\u0644\u064a\u064b\u0651\u0627 (sandboxing) (\u062a\u0646\u0641\u064a\u0630 \u0645\u0639\u0632\u0648\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a)\u060c \u0648\u0628\u064a\u0626\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u062f\u0627\u062e\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0629 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0648\u062f\u0639\u0645\u064b\u0627 \u0635\u0631\u064a\u062d\u064b\u0627 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0630\u0627\u062a \u0627\u0644\u0623\u0641\u0642 \u0627\u0644\u0637\u0648\u064a\u0644 (long-horizon) \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a. \u0648\u0642\u062f \u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0623\u0648\u0644\u064b\u0627 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u0644\u064a\u0647\u0627 \u062f\u0639\u0645 TypeScript \u0644\u0627\u062d\u0642\u064b\u0627.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h4>\n<ul>\n<li>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0648\u0627\u0636\u062d\u0629\u061b \u0648\u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645<\/li>\n<li>\u062a\u0639\u0645\u0644 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0644\u064a\u0633 \u0646\u0645\u0627\u0630\u062c OpenAI \u0641\u0642\u0637<\/li>\n<li>\u0639\u0632\u0644 \u0623\u0635\u0644\u064a (sandboxing) \u0648\u062a\u062a\u0628\u0639 \u0645\u062f\u0645\u062c\u0627\u0646<\/li>\n<li>\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (handoff) \u0648\u0636\u0648\u0627\u0628\u0637 \u0627\u0644\u0623\u0645\u0627\u0646 (guardrail)<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a<\/h4>\n<ul>\n<li>\u0645\u0627 \u0632\u0627\u0644\u062a \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0645\u0627 \u0642\u0628\u0644 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.0\u061b \u0644\u0630\u0627 \u0642\u062f \u062a\u062a\u063a\u064a\u064e\u0651\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/li>\n<li>\u0623\u0642\u0644 \u0639\u0645\u0642\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640LangGraph<\/li>\n<li>\u064a\u062a\u062e\u0644\u064e\u0651\u0641 \u062f\u0639\u0645 TypeScript \u0639\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong> \u0627\u0644\u0641\u0650\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0628\u062d\u062b \u0639\u0646 \u062d\u0644\u0642\u0629 \u0648\u0643\u064a\u0644 \u0646\u0638\u064a\u0641\u0629 \u0648\u062d\u062f\u064a\u062b\u0629 \u062a\u062f\u0639\u0645 \u0646\u0642\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629. <strong>\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 (3.10 \u0641\u0645\u0627 \u0641\u0648\u0642)\u061b \u0648\u062f\u0639\u0645 TypeScript \u0642\u064a\u062f \u0627\u0644\u062a\u0642\u062f\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"smolagents_minimalism_that_writes_code\"><\/span>smolagents: \u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0634\u062f\u064a\u062f \u0645\u0639 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0635\u0644 smolagents \u0645\u0646 Hugging Face \u0625\u0644\u0649 <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.26.0 (29 \u0645\u0627\u064a\u0648 2026)<\/strong> \u0648\u064a\u0638\u0644 \u0648\u0641\u064a\u064b\u0651\u0627 \u0644\u0645\u0628\u062f\u0626\u0647: \u0625\u0646 \u0643\u0644 \u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0648\u0643\u064a\u0644 \u064a Fits \u0641\u064a \u062d\u0648\u0627\u0644\u064a <strong>1000 \u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f<\/strong>. \u0648\u0633\u0645\u062a\u0647 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0647\u064a <code>CodeAgent<\/code>\u060c \u0627\u0644\u0630\u064a \u064a\u0639\u0628\u0650\u0651\u0631 \u0639\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0639\u0644\u0649 \u0647\u064a\u0626\u0629 \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0623\u062f\u0648\u0627\u062a \u0628\u0635\u064a\u063a\u0629 JSON \u2014 \u0645\u0645\u0627 \u064a\u0645\u0646\u062d\u0647 \u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0631\u0643\u064a\u0628 \u0637\u0628\u064a\u0639\u064a\u0629 \u0639\u0628\u0631 \u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u062f\u0648\u0627\u0644 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0637\u064a\u0629 \u0648\u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629. \u0648\u0644\u0644\u0633\u0644\u0627\u0645\u0629\u060c \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0627 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629 (sandboxed backends) \u0645\u062b\u0644 E2B \u0648Modal \u0648Docker \u0648Blaxel.<\/p>\n<p>\u0639\u0646\u062f <strong>27.9 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629<\/strong>\u0633\u0645\u0648\u0644 \u0625\u064a\u062c\u064a\u0646\u062a\u0633 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u062d\u062c\u0645\u0647 \u0627\u0644\u0635\u063a\u064a\u0631. \u0648\u0647\u0648 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0642\u0631\u0627\u0621\u062a\u0647 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0630\u0627 \u0623\u0631\u062f\u062a \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u062d\u0644\u0642\u0629 \u0627\u0644\u0639\u0627\u0645\u0644 (agent loop) \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u0647\u0648 \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0641\u064a\u0641\u0629. \u0648\u0647\u0648 \u0644\u0627 \u064a\u0633\u0639\u0649 \u0644\u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0646\u0635\u0629\u064b \u0645\u0624\u0633\u0633\u064a\u0629\u064b \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a\u060c \u0648\u0647\u0630\u0647 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0645\u064a\u0632\u0629\u064c \u062a\u064f\u062d\u0633\u0628 \u0644\u0647.<\/p>\n<p><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong> \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0648\u0648\u0643\u0644\u0627\u0621 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629\u060c \u0648\u0623\u064a \u0634\u062e\u0635\u064d \u064a\u0642\u062f\u0651\u0631 \u0634\u064a\u0641\u0631\u0629\u064b \u0645\u0635\u062f\u0631\u064a\u0629\u064b \u0635\u063a\u064a\u0631\u0629\u064b \u0648\u0642\u0627\u0628\u0644\u0629\u064b \u0644\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0648\u0627\u0644\u062a\u062f\u0642\u064a\u0642. <strong>\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646. <strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645:<\/strong> \u0644\u0637\u064a\u0641 \u062c\u062f\u064b\u0651\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_rest_of_the_field_worth_knowing\"><\/span>\u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u062c\u062f\u064a\u0631 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u062b\u0645\u0629 \u062b\u0644\u0627\u062b\u0629 \u0622\u062e\u0631\u0648\u0646 \u064a\u0633\u062a\u062d\u0642\u0648\u0646 \u0645\u0643\u0627\u0646\u064b\u0627 \u0641\u064a \u0642\u0627\u0626\u0645\u062a\u0643 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629. <strong>\u0628\u0627\u064a\u062f\u0627\u0646\u062a\u0643 \u0625\u064a\u0647 \u0622\u064a (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0661.\u0661\u0660\u0667.\u0660\u060c \u0661\u0660 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666\u060c \u0646\u062d\u0648 \u0661\u0667 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629)<\/strong> \u064a\u062c\u0644\u0628 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0625\u0637\u0627\u0631 \u00ab\u0641\u0627\u0633\u062a \u0625\u064a\u0647 \u0628\u064a \u0622\u064a\u00bb (FastAPI) \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0635\u0627\u0631\u0645 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 \u00ab\u0628\u0627\u064a\u062f\u0627\u0646\u062a\u0643\u00bb (Pydantic) \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u2014 \u0648\u0642\u062f \u0628\u0646\u0627\u0647 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u0648\u0641\u0631 \u0628\u0627\u0644\u0641\u0639\u0644 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (SDKs) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640\u00ab\u0623\u0648\u0628\u0646 \u0625\u064a\u0647 \u0622\u064a\u00bb \u0648\u00ab\u062c\u0648\u062c\u0644\u00bb \u0648\u00ab\u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643\u00bb. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0648\u0643\u0627\u0644\u062a\u0643 \u062a\u0646\u0641\u0651\u0630 \u0645\u0646\u0637\u0642\u064b\u0627 \u062a\u062c\u0627\u0631\u064a\u064b\u0651\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0651\u0627\u060c \u0648\u062a\u0631\u063a\u0628 \u0641\u064a \u0636\u0645\u0627\u0646 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 (type safety) \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0628\u0627\u0631\u0632 \u0628\u0644\u0627 \u0645\u0646\u0627\u0632\u0639.<\/p>\n<p><strong>\u0623\u062f\u0627\u0629 \u062c\u0648\u062c\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u064a (ADK) (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0662.\u0662.\u0660\u060c \u0664 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666)<\/strong> \u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0623\u0648\u0644\u064a\u0629 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 (code-first) \u0648\u062a\u062f\u0639\u0651\u0645 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u0627\u064a\u0628\u0633\u0643\u0631\u064a\u0628\u062a\u060c \u063a\u0648\u060c \u062c\u0627\u0641\u0627\u060c \u0643\u0648\u062a\u0644\u064a\u0646)\u060c \u0648\u062a\u0636\u0645 \u0645\u062d\u0631\u0643 \u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 \u0644\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (workflows) \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u061b \u0648\u0642\u062f \u0642\u062f\u0651\u0645\u062a \u0646\u0633\u062e\u0629 ADK \u0662.\u0660 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u062c\u0630\u0631\u064a\u0629 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u060c \u0644\u0630\u0627 \u064a\u064f\u0648\u0635\u0649 \u0628\u062a\u062b\u0628\u064a\u062a \u0631\u0642\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0644\u062f\u064a\u0643 \u0628\u062f\u0642\u0629. <strong>\u0644\u0627\u0645\u0627 \u0625\u0646\u062f\u064a\u0643\u0633<\/strong> (\u062a\u062d\u0635\u0651\u0644\u062a \u0639\u0644\u0649 \u0665\u0660.\u0661 \u0623\u0644\u0641 \u0646\u062c\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a) \u0623\u0637\u0644\u0642\u062a <strong>\u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0661.\u0660 \u0645\u0646 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a (Workflows 1.0)<\/strong>\u060c \u0648\u0647\u064a \u0646\u0638\u0627\u0645\u064c \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0648\u064a\u062a\u0643\u0648\u0651\u0646 \u0645\u0646 \u062e\u0637\u0648\u0627\u062a \u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0623\u0645\u0627 \u0637\u0628\u0642\u0629 <code>AgentWorkflow<\/code> \u0641\u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0648\u0643\u0627\u0644\u062a\u0643 \u062a\u064f\u0631\u0643\u0651\u0632 \u0623\u0633\u0627\u0633\u064b\u0627 \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u0645\u062c \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0628\u062d\u062b \u0627\u0644\u0648\u062b\u0627\u0626\u0642\u060c \u0641\u0627\u0642\u0631\u0623 \u0634\u0631\u062d\u0646\u0627 \u0627\u0644\u0645\u0641\u0635\u0651\u0644 \u0639\u0646 <a href=\"\/ar\/rag-retrieval-augmented-generation-explained\/\">\u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0639\u0632\u064e\u0651\u0632 \u0628\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (Retrieval-Augmented Generation)<\/a> \u0648\u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0644\u064a <a href=\"\/ar\/how-to-build-a-rag-pipeline-2026\/\">\u0627\u0644\u0645\u0631\u0634\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u0628\u0646\u0627\u0621 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0633\u062a\u0631\u062c\u0627\u0639-\u0648\u0627\u0644\u0625\u062b\u0631\u0627\u0621 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (RAG)<\/a> \u0642\u0628\u0644 \u0623\u0646 \u062a\u0644\u062a\u0632\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"At_a_glance_the_2026_comparison\"><\/span>\u0646\u0638\u0631\u0629 \u0633\u0631\u064a\u0639\u0629: \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0625\u0637\u0627\u0631<\/th>\n<th>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 (\u0645\u0646\u062a\u0635\u0641 \u0662\u0660\u0662\u0666)<\/th>\n<th>\u0627\u0644\u0644\u063a\u0629\/\u0627\u0644\u0644\u063a\u0627\u062a<\/th>\n<th>\u0639\u062f\u062f \u0627\u0644\u0646\u062c\u0648\u0645 \u0639\u0644\u0649 \u062c\u064a\u062a \u0647\u0627\u0628<\/th>\n<th>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/th>\n<th>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u0627\u0646\u063a \u063a\u0631\u0627\u0641<\/td>\n<td>1.2.5<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062c\u0627\u0641\u0627\u0633\u0643\u0631\u064a\u0628\u062a\/\u062a\u0627\u064a\u0628\u0633\u0643\u0631\u064a\u0628\u062a<\/td>\n<td>\u0663\u0664.\u0668 \u0623\u0644\u0641<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062f\u0627\u0626\u0645\u0629 \u0648\u0630\u0627\u062a \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 (stateful)<\/td>\n<td>\u062d\u0627\u062f \u062c\u062f\u064b\u0651\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0631\u0648 \u0625\u064a\u0647 \u0622\u064a<\/td>\n<td>1.14.7<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646<\/td>\n<td>\u0665\u0663.\u0666 \u0623\u0644\u0641<\/td>\n<td>\u0641\u0631\u0642 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631<\/td>\n<td>\u0644\u0637\u064a\u0641\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u0637\u0627\u0631 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0644\u0644\u0648\u0643\u0644\u0627\u0621 (Microsoft Agent Framework)<\/td>\n<td>\u0661.\u0668.\u0661 (\u0646\u0633\u062e\u0629 \u0646\u0647\u0627\u0626\u064a\u0629 \u0645\u0639\u062a\u0645\u062f\u0629)<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646\u060c .\u0646\u062a<\/td>\n<td>\u0661\u0661.\u0664 \u0623\u0644\u0641<\/td>\n<td>\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \/ \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631\u060c \u0648\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0643\u0644\u0627\u0621 \u0623\u0648\u0628\u0646 \u0625\u064a\u0647 \u0622\u064a (OpenAI Agents SDK)<\/td>\n<td>0.17.5<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646 (\u0645\u0639 \u062f\u0639\u0645 \u0642\u0631\u064a\u0628 \u0644\u062a\u0627\u064a\u0628\u0633\u0643\u0631\u064a\u0628\u062a)<\/td>\n<td>\u0662\u0667.\u0662 \u0623\u0644\u0641<\/td>\n<td>\u0648\u0643\u0644\u0627\u0621 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u062a\u062f\u0639\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629<\/td>\n<td>\u0644\u0637\u064a\u0641\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0645\u0648\u0644 \u0625\u064a\u062c\u064a\u0646\u062a\u0633<\/td>\n<td>1.26.0<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646<\/td>\n<td>\u0662\u0667.\u0669 \u0623\u0644\u0641<\/td>\n<td>\u0627\u0644\u0623\u0628\u062d\u0627\u062b\u060c \u0648\u0643\u0644\u0627\u0621 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629<\/td>\n<td>\u0644\u0637\u064a\u0641\u0629 \u062c\u062f\u064b\u0651\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0627\u064a\u062f\u0627\u0646\u062a\u0643 \u0625\u064a\u0647 \u0622\u064a<\/td>\n<td>1.107.0<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646<\/td>\n<td>\u0646\u062d\u0648 \u0661\u0667 \u0623\u0644\u0641<\/td>\n<td>\u0645\u0646\u0637\u0642 \u062a\u062c\u0627\u0631\u064a \u0622\u0645\u0646 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0648\u0645\u0636\u0628\u0648\u0637 \u0627\u0644\u0635\u062d\u0629<\/td>\n<td>\u0644\u0637\u064a\u0641\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062f\u0627\u0629 \u062c\u0648\u062c\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u064a (Google ADK)<\/td>\n<td>2.2.0<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u0627\u064a\u0628\u0633\u0643\u0631\u064a\u0628\u062a\u060c \u063a\u0648\u060c \u062c\u0627\u0641\u0627\u060c \u0643\u0648\u062a\u0644\u064a\u0646<\/td>\n<td>\u2014<\/td>\n<td>\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0645\u0627 \u0625\u0646\u062f\u064a\u0643\u0633 (\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \/ AgentWorkflow)<\/td>\n<td>\u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0661.\u0660 \u0645\u0646 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a (Workflows 1.0)<\/td>\n<td>\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u0627\u064a\u0628\u0633\u0643\u0631\u064a\u0628\u062a<\/td>\n<td>\u0665\u0660.\u0661 \u0623\u0644\u0641<\/td>\n<td>\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0628\u0634\u062f\u0629 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639-\u0648\u0627\u0644\u0625\u062b\u0631\u0627\u0621 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (RAG) \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0648\u062b\u0627\u0626\u0642<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Recommendations_by_use_case\"><\/span>\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0647\u0644 \u062a\u062e\u0637\u0637 \u0644\u0625\u0637\u0644\u0627\u0642 \u0648\u0643\u064a\u0644\u064d \u0630\u064a \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 (stateful) \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061f<\/strong> \u0627\u062e\u062a\u0631 \u00ab\u0644\u0627\u0646\u063a \u063a\u0631\u0627\u0641\u00bb. \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u0623\u064a \u0625\u0637\u0627\u0631 \u0622\u062e\u0631 \u0627\u0644\u064a\u0648\u0645 \u064a\u0636\u0627\u0647\u064a\u0647 \u0641\u064a \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u0626\u0646\u0627\u0641 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a. <strong>\u0647\u0644 \u062a\u062e\u0637\u0637 \u0644\u0625\u0646\u0634\u0627\u0621 \u0633\u0644\u0633\u0644\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u061f<\/strong> \u0627\u062e\u062a\u0631 \u00ab\u0643\u0631\u0648 \u0625\u064a\u0647 \u0622\u064a\u00bb \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631\u060c \u0623\u0648 \u0627\u062e\u062a\u0631 \u00ab\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0643\u0644\u0627\u0621 \u0623\u0648\u0628\u0646 \u0625\u064a\u0647 \u0622\u064a\u00bb \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0651\u0644 \u0627\u0644\u062a\u0646\u0627\u0632\u0644 \u0627\u0644\u0635\u0631\u064a\u062d \u0628\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0635\u063a\u0631 \u0646\u0637\u0627\u0642\u064b\u0627. <strong>\u0647\u0644 \u062a\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631 \u0623\u0648 .\u0646\u062a\u061f<\/strong> \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework\u060c \u0646\u0642\u0637\u0629 \u2014 \u0648\u0642\u0645 \u0628\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 AutoGen\u060c \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u062c\u0645\u064a\u062f\u0647.<\/p>\n<p><strong>\u0647\u0644 \u0623\u0646\u062a \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0623\u0645 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645\u061f<\/strong> smolagents \u2014 \u0635\u063a\u064a\u0631\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u0642\u0631\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u063a\u0636\u0648\u0646 \u0628\u0639\u062f \u0638\u0647\u0631\u064d \u0648\u0627\u062d\u062f. <strong>\u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0646\u0637\u0642 \u0623\u0639\u0645\u0627\u0644 \u062d\u0642\u064a\u0642\u064a \u0644\u0627 \u064a\u062c\u0648\u0632 \u0623\u0646 \u064a\u062a\u0633\u0628\u0628 \u2014 \u0628\u0635\u0645\u062a \u2014 \u0641\u064a \u062a\u0644\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/strong> Pydantic AI\u060c \u0644\u0645\u0627 \u062a\u0645\u0646\u062d\u0647 \u0645\u0646 \u0636\u0645\u0627\u0646\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629. <strong>\u0647\u0644 \u062a\u0628\u0646\u064a \u0646\u0638\u0627\u0645\u0643 \u0639\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0645\u0639\u0631\u0641\u064a\u0629\u061f<\/strong> \u0648\u0643\u0644\u0627\u0621 LlamaIndex\u060c \u0644\u0623\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u062a\u062e\u0635\u0635\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0647\u0648 \u0645\u0646\u062a\u062c \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0644\u064a\u0633 \u0639\u0627\u0645\u0644\u064b\u0627 \u0645\u0633\u062a\u0642\u0644\u064b\u0627\u060c \u0641\u0642\u062f \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u062a\u0646\u0633\u064a\u0642\u064a \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u2014 \u0641\u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 <a href=\"\/ar\/build-ai-chatbot-claude-api\/\">\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Claude<\/a> \u064a\u063a\u0637\u064a \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u062e\u0641 \u0648\u0632\u0646\u064b\u0627. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u062d\u062f\u064a\u062b\u064b\u0627\u060c \u0641\u0627\u0637\u0644\u0639 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0646\u0627 \u0627\u0644\u0645\u062a\u0639\u0645\u0642\u0629 \u062d\u0648\u0644 <a href=\"\/ar\/hermes-agent-explained-2026\/\">\u0648\u0643\u064a\u0644 Hermes<\/a> \u0648 <a href=\"\/ar\/opencode-explained-2026\/\">OpenCode<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0645\u0627 \u0623\u0641\u0636\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0644\u0627 \u064a\u0648\u062c\u062f \u0641\u0627\u0626\u0632 \u0648\u062d\u064a\u062f. \u0641\u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0646\u062a\u062c\u0629 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644\u060c \u064a\u064f\u0639\u062f LangGraph (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 1.2.5) \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a. \u0648\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u064a\u062a\u0635\u062f\u0631 CrewAI \u0627\u0644\u062a\u0631\u062a\u064a\u0628. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET \u0648Azure\u060c \u0641\u0625\u0646 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0644\u0627 \u0645\u0646\u0627\u0632\u0639. \u0627\u062e\u062a\u0631 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0647\u062f\u0641 \u0627\u0644\u0646\u0634\u0631 \u0644\u062f\u064a\u0643 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u0644\u0627\u062d\u0642\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n<h3>\u0647\u0644 \u0645\u0627 \u0632\u0627\u0644 AutoGen \u064a\u064f\u062d\u062f\u064e\u0651\u062b \u0648\u064a\u064f\u062f\u0639\u0645 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0648\u0642\u062f \u062f\u0645\u062c\u062a \u0634\u0631\u0643\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0643\u0644\u0627\u064b \u0645\u0646 AutoGen \u0648Semantic Kernel \u0641\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework\u060c \u0627\u0644\u0630\u064a \u0628\u0644\u063a \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0627\u0644\u0639\u0627\u0645 (GA) \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2026 (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a 1.8.1). \u0623\u0645\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0646 AutoGen \u0641\u0647\u0648 \u0627\u0644\u0622\u0646 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0641\u0642\u0637 \u2014 \u0623\u064a \u0623\u0646\u0647 \u064a\u062d\u0635\u0644 \u0641\u0642\u0637 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u2014 \u0648\u0644\u0630\u0644\u0643 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 Agent Framework \u0628\u062f\u0644\u064b\u0627 \u0645\u0646\u0647.<\/p>\n<h3>\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u062d\u0642\u064b\u0651\u0627 \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644\u060c \u0623\u0645 \u064a\u0645\u0643\u0646\u0646\u064a \u0628\u0646\u0627\u0621 \u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u064a\u062f\u0648\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0648\u0643\u0644\u064a\u0644 \u0648\u0627\u062d\u062f \u064a\u0633\u062a\u062f\u0639\u064a \u0639\u062f\u062f\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u0644\u0642\u0629 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u064a\u062f\u0648\u064a\u064b\u0651\u0627 \u0643\u0627\u0641\u064a\u0629\u060c \u0648\u062a\u062a\u064a\u062d \u0644\u0643 \u062a\u062c\u0646\u064f\u0651\u0628 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0641\u0647\u064a \u062a\u0628\u0631\u0631 \u0648\u062c\u0648\u062f\u0647\u0627 \u0628\u0645\u062c\u0631\u062f \u062d\u0627\u062c\u062a\u0643 \u0625\u0644\u0649 \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0642\u0631\u0629 (durable state)\u060c \u0623\u0648 \u062a\u0646\u0633\u064a\u0642 \u0628\u064a\u0646 \u0639\u062f\u0629 \u0648\u0643\u0644\u0627\u0621\u060c \u0623\u0648 \u0646\u0642\u0627\u0637 \u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 (human-in-the-loop checkpoints)\u060c \u0623\u0648 \u062a\u062a\u0628\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0648smolagents (\u062d\u0648\u0627\u0644\u064a \u0661\u0660\u0660\u0660 \u0633\u0637\u0631) \u062a\u064f\u0639\u062f \u0646\u0642\u0637\u0629 \u0648\u0633\u0637 \u0645\u0645\u062a\u0627\u0632\u0629 \u064a\u0645\u0643\u0646\u0643 \u062f\u0631\u0627\u0633\u062a\u0647\u0627 \u0642\u0628\u0644 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0643.<\/p>\n<h3>\u0623\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u0623\u0642\u0644 \u0645\u0646\u062d\u0646\u0649 \u062a\u0639\u0644\u064f\u0651\u0645\u061f<\/h3>\n<p>smolagents \u0648CrewAI \u0647\u0645\u0627 \u0627\u0644\u0623\u0633\u0647\u0644 \u0644\u0644\u0628\u062f\u0621 \u0628\u0647\u0645\u0627 \u2014 \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0634\u064a\u0621\u064d \u0645\u0627 \u0641\u064a \u0628\u0636\u0639\u0629 \u0623\u0633\u0637\u0631 \u0641\u0642\u0637. \u0643\u0645\u0627 \u0623\u0646 OpenAI Agents SDK \u0648Pydantic AI \u0633\u0647\u0644\u0627\u0646 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0623\u0645\u0627 LangGraph \u0641\u0647\u0648 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0644\u0623\u0646\u0647 \u064a\u0637\u0644\u0628 \u0645\u0646\u0643 \u0646\u0645\u0630\u062c\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0635\u0631\u064a\u062d \u064a\u062d\u062a\u0641\u0638 \u0628\u062d\u0627\u0644\u062a\u0647.<\/p>\n<h3>\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0632\u0648\u062f\u064a \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0645\u062d\u062f\u062f\u064a\u0646\u061f<\/h3>\n<p>\u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0644\u0627. \u0641\u0640CrewAI \u0648OpenAI Agents SDK (\u064a\u062f\u0639\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0661\u0660\u0660 \u0646\u0645\u0648\u0630\u062c) \u0648smolagents \u0648Pydantic AI \u0643\u0644\u0647\u0627 \u0644\u0627 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u0639\u064a\u0646\u060c \u0648\u062a\u0639\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c OpenAI \u0648Anthropic \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0628\u0631 Ollama \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642\u0629. \u0648\u0647\u064a \u0645\u0643\u062a\u0628\u0627\u062a \u0644\u0644\u062a\u0646\u0633\u064a\u0642\u060c \u0648\u0644\u064a\u0633\u062a \u0645\u0642\u064a\u062f\u0629 \u0628\u0646\u0645\u0627\u0630\u062c \u0645\u0632\u0648\u0650\u0651\u062f \u0648\u0627\u062d\u062f.<\/p>\n<h3>\u0648\u0645\u0627\u0630\u0627 \u0639\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u062c\u0645\u0639\u0648\u0646 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0648\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u061f<\/h3>\n<p>\u0647\u0630\u0647 \u0645\u0633\u0623\u0644\u0629 \u062a\u0648\u0644\u064a\u062f \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a (RAG). \u0648\u0642\u062f \u0635\u064f\u0645\u0650\u0651\u0645\u062a \u0648\u0643\u0644\u0627\u0621 LlamaIndex \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636\u060c \u0643\u0645\u0627 \u0623\u0646 LangGraph \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0645\u0633\u062a\u0642\u0631\u0629 \u062d\u0648\u0644 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u0627\u0628\u062f\u0623 \u0623\u0648\u0644\u0627\u064b \u0628\u062a\u062d\u0633\u064a\u0646 \u0637\u0628\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u0628\u0644 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u064a \u0641\u0648\u0642\u0647\u0627.<\/p>\n<h3>\u0623\u064a \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0647\u0648 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET\u061f<\/h3>\n<p>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Agent Framework. \u0648\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0647\u0646\u0627 \u0627\u0644\u0630\u064a \u064a\u0642\u062f\u0650\u0651\u0645 \u062f\u0639\u0645\u064b\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0648\u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u0640.NET (C#\u060c \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 Python)\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u062b\u0644 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629 (session state) \u0648\u0627\u0644\u0648\u0633\u0627\u0626\u0637 (middleware) \u0648\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 (telemetry)\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0639 Azure AI Foundry \u0648Copilot Studio.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u062d\u0643\u0645 \u0627\u0644\u0635\u0627\u062f\u0642 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u0627\u062e\u062a\u0631 \u0648\u0641\u0642 \u0627\u0644\u0642\u064a\u0648\u062f \u0644\u0627 \u0648\u0641\u0642 \u0627\u0644\u0636\u062c\u064a\u062c \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u064a. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u062e\u064a\u0627\u0631 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0622\u0645\u0646 \u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062c\u0627\u062f\u0629\u060c <strong>\u0644\u0627\u0646\u063a \u063a\u0631\u0627\u0641<\/strong> \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u2014 \u0641\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0633\u062a\u0642\u0631 \u0647\u0648 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0650\u0651\u0632 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a. <strong>\u0643\u0631\u0648 \u0625\u064a\u0647 \u0622\u064a<\/strong> \u0623\u0648 <strong>\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0643\u0644\u0627\u0621 \u0623\u0648\u0628\u0646 \u0625\u064a\u0647 \u0622\u064a (OpenAI Agents SDK)<\/strong> \u0641\u0647\u0648 \u0627\u0644\u0623\u0633\u0631\u0639 \u0641\u064a \u0625\u064a\u0635\u0627\u0644\u0643 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0639\u0645\u0644\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621. <strong>\u0625\u0637\u0627\u0631 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0644\u0644\u0648\u0643\u0644\u0627\u0621 (Microsoft Agent Framework)<\/strong> \u0623\u0635\u0628\u062d \u0627\u0644\u0622\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u0645\u0639\u0642\u0648\u0644\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 .NET \u0648Azure\u060c \u0628\u064a\u0646\u0645\u0627 <strong>\u0628\u0627\u064a\u062f\u0627\u0646\u062a\u0643 \u0625\u064a\u0647 \u0622\u064a<\/strong> \u0648 <strong>\u0633\u0645\u0648\u0644 \u0625\u064a\u062c\u064a\u0646\u062a\u0633<\/strong> \u0647\u0645\u0627 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0627\u0644\u0644\u0630\u0627\u0646 \u064a\u0633\u062a\u062d\u0642\u0627\u0646 \u0627\u0644\u062a\u0639\u0631\u064f\u0651\u0641 \u0639\u0644\u064a\u0647\u0645\u0627 \u0645\u0646 \u062d\u064a\u062b \u0636\u0645\u0627\u0646 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u0648\u0639\u064a\u0629 (type safety) \u0648\u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f (minimalism) \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a.<\/p>\n<p>\u0645\u0627 \u062a\u063a\u064a\u064e\u0651\u0631 \u0645\u0646\u0630 \u0639\u0627\u0645 \u0662\u0660\u0662\u0664 \u0647\u0648 \u0623\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u00bb \u0623\u0635\u0628\u062d \u0623\u062e\u064a\u0631\u064b\u0627 \u064a\u0639\u0646\u064a \u0634\u064a\u0626\u064b\u0627 \u0645\u0644\u0645\u0648\u0633\u064b\u0627 \u0648\u0645\u0633\u062a\u0639\u062f\u064b\u0651\u0627 \u0644\u0644\u0625\u0646\u062a\u0627\u062c. \u0648\u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0643\u0644\u0647\u0627 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u064f\u0646\u0634\u0631 \u0648\u062a\u064f\u062d\u062f\u064e\u0651\u062b \u0628\u0646\u0634\u0627\u0637\u060c \u0648\u0642\u062f \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0633\u0627\u0631\u064a\u0629 \u062d\u062a\u0649 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666. \u062c\u0631\u0650\u0651\u0628 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0623\u0648\u0644\u064a\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062b\u0646\u064a\u0646 \u0645\u0646\u0647\u0627 \u0641\u064a \u0645\u0647\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u2014 \u0641\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0633\u064a\u062a\u0636\u062d \u0623\u0645\u0627\u0645\u0643 \u0623\u0633\u0631\u0639 \u0645\u0645\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0623\u064a \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u060c \u062d\u062a\u0649 \u0647\u0630\u0627 \u0627\u0644\u062c\u062f\u0648\u0644\u060c \u0623\u0646 \u064a\u0648\u0636\u062d\u0647.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/cursor-spacex-openai-anthropic-platform\/\">\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0645\u0646\u0635\u0629 Cursor \u0623\u0646 \u062a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062d\u064a\u0627\u062f\u0647\u0627 \u062a\u062c\u0627\u0647 OpenAI \u0648Anthropic \u062f\u0627\u062e\u0644 \u0634\u0631\u0643\u0629 SpaceX\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/comet-browser-perplexity-review-2026\/\">\u0645\u062a\u0635\u0641\u062d \u0643\u0648\u0645\u064a\u062a \u0645\u0646 \u0634\u0631\u0643\u0629 \u0628\u064a\u0631\u0628\u0644\u0643\u0633\u064a\u062a\u0649: \u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0639\u0645\u0644\u064a (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/opencode-explained-2026\/\">\u0645\u0627 \u0647\u0648 \u0623\u0648\u0628\u0646 \u0643\u0648\u062f\u061f \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u0623\u0637\u0627\u062d \u0628\u0628\u0631\u0646\u0627\u0645\u062c \u0643\u064a\u0631\u0633\u0648\u0631 (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/hermes-desktop-explained-2026\/\">\u0647\u064a\u0645\u0631\u0632 \u062f\u064a\u0633\u0643\u062a\u0648\u0628: \u062a\u0634\u063a\u064a\u0644 \u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0645\u0646 \u0634\u0631\u0643\u0629 Nous Research \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/hermes-agent-explained-2026\/\">\u0645\u0627 \u0647\u0648 \u0639\u0627\u0645\u0644 Hermes \u0627\u0644\u0630\u0643\u064a\u061f \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0630\u0627\u062a\u064a \u0627\u0644\u062a\u062d\u0633\u064f\u0651\u0646 \u0645\u0646 \u0634\u0631\u0643\u0629 Nous Research (2026)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u0627\u0631\u0646\u0629 \u0639\u0645\u0644\u064a\u0629 \u0628\u064a\u0646 \u062b\u0645\u0627\u0646\u064a\u0629 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0633\u062a\u062d\u0642 \u0627\u0647\u062a\u0645\u0627\u0645\u0643 \u0641\u064a \u0639\u0627\u0645 2026 \u2014 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627\u060c \u0648\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u062d\u0633\u0628 \u0643\u0644 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>","protected":false},"author":1,"featured_media":1935,"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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