{"id":96157,"date":"2025-02-05T19:37:33","date_gmt":"2025-02-05T16:07:33","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/"},"modified":"2025-02-05T19:37:33","modified_gmt":"2025-02-05T16:07:33","slug":"building-ai-agents-with-agno-phidata-tutorial-4ilh","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 Agno-Phidata (\u0622\u0645\u0648\u0632\u0634)"},"content":{"rendered":"<div data-article-id=\"2260639\" id=\"article-body\">\n<p>\u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u0627\u0631\u0686\u0648\u0628 Agno \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u0633\u062a\u0627\u0631\u0647 \u0647\u0627\u06cc +18.5k \u062f\u0631 Github \u060c \u062a\u0627\u06a9\u0646\u0648\u0646 \u0635\u062d\u0628\u062a \u06a9\u0646\u0645. \u0645\u0646 \u0634\u06cc\u0631\u062c\u0647 \u0639\u0645\u06cc\u0642 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f \u0648 \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u060c \u0644\u06cc\u0633\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u0645. <strong>\u0648\u06cc\u062f\u06cc\u0648\u06cc \u0645\u0639\u06cc\u0627\u0631 \u062f\u0631 GitHub (Agno \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Langgraph) \u06a9\u0647 \u0645\u0646 \u062f\u0631 YouTube \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0645 \u062f\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a.<\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p 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href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D9%85%D8%AB%D8%A7%D9%84_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%AF%D8%A7%D8%B1%D8%A7%DB%8C_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D9%86%D8%B4\" >\u0645\u062b\u0627\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647: \u0639\u0648\u0627\u0645\u0644 \u062f\u0627\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D8%A7%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84\" >\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\" >\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%DA%86%D8%B1%D8%A7_Agno_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_AI_%D8%B1%D8%A7_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\" >\u0686\u0631\u0627 Agno \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc AI \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%DA%86%DA%AF%D9%88%D9%86%D9%87_Agno_%D8%A8%D8%A7%D8%B2%DB%8C_%D8%B1%D8%A7_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\" >\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc: \u0686\u06af\u0648\u0646\u0647 Agno \u0628\u0627\u0632\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D8%A7%DB%8C_%DA%A9%D9%87_%D8%A8%D8%B1_%D8%A7%D8%B3%D8%A7%D8%B3_%D9%87%D9%85%DA%A9%D8%A7%D8%B1%DB%8C_AI_%D8%B3%D8%A7%D8%AE%D8%AA%D9%87_%D8%B4%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA\" >\u0622\u06cc\u0646\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u06a9\u0627\u0631\u06cc AI \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/building-ai-agents-with-agno-phidata-tutorial-4ilh\/#%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A8%D8%A7_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_Agno_Phidata\" >\u0633\u0627\u062e\u062a \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc Agno (Phidata)<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87_%D8%A7%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A2%DA%AF%D9%86%D9%88\"><\/span>\n<p>  <strong>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0622\u06af\u0646\u0648<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Agno \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0628\u0631\u0634 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u0645\u0648\u062f\u0627\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 Phidata \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0627 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id=\"%DA%86%D8%B1%D8%A7_%D8%A2%DA%AF%D9%86%D9%88%D8%9F\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0622\u06af\u0646\u0648\u061f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Agno \u062f\u0631 \u062d\u062f\u0648\u062f \u0633\u0647 \u0627\u0635\u0644 \u0627\u0635\u0644\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<strong>\u0633\u0627\u062f\u06af\u06cc<\/strong>: \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u060c \u0632\u0646\u062c\u06cc\u0631\u0647\u0627 \u06cc\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0633\u0646\u06af\u06cc\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0639\u0645\u0644<\/strong>: \u0627\u062f\u0639\u0627 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9\u0633\u0627\u0646 \u0639\u0627\u0645\u0644 5000 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648 50 \u0628\u0631\u0627\u0628\u0631 \u062d\u0627\u0641\u0638\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 Langgraph \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0622\u06af\u0646\u0648\u0633\u062a\u06cc\u06a9<\/strong>: \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u0648 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062f\u0648\u0646 \u0642\u0641\u0644 \u0641\u0631\u0648\u0634\u0646\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_Agno\"><\/span>\n<p>  <strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc Agno<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p><strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f<\/strong><\/p>\n<ul>\n<li>\u0641\u0648\u0631\u06cc \u0639\u0627\u0645\u0644 \u062f\u0631 <5\u03bcs \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f \u060c \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0631\u0642\u06cc\u0628 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0628\u0647 50 \u0628\u0631\u0627\u0628\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0627\u0632 \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u060c \u06a9\u0627\u0647\u0634 \u0628\u0627\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0686\u0646\u062f \u062d\u0627\u0644\u062a<\/strong><\/p>\n<ul>\n<li>Agno \u0628\u0647 \u0637\u0648\u0631 \u0628\u0648\u0645\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0645\u062a\u0646 \u060c \u062a\u0635\u0648\u06cc\u0631 \u060c \u0635\u0648\u062a\u06cc \u0648 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0646\u0648\u0639 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0637\u0631\u0627\u062d\u06cc \u0639\u0627\u0645\u0644 \u0645\u062f\u0648\u0644\u0627\u0631<\/strong><\/p>\n<ul>\n<li>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u06cc\u0627 \u062f\u0631 \u062a\u06cc\u0645 \u0647\u0627 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f \u0648 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u062e\u0635\u0635 \u062f\u0627\u0645\u0646\u0647 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f.<\/li>\n<li>\u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u0627\u0641\u0638\u0647 \u0648 \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648\u06a9\u062a\u0648\u0631 \u0648 \u0627\u062f\u063a\u0627\u0645 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u062f\u0627\u0646\u0634<\/strong><\/p>\n<ul>\n<li>\u0627\u0632 Rag Agentic (\u0646\u0633\u0644 \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc) \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0641\u0631\u0627\u062e\u0648\u0627\u0646 \u062f\u0627\u0646\u0634 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0645\u0627\u0646\u0646\u062f LancedB \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0646\u0638\u0627\u0631\u062a \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/strong><\/p>\n<ul>\n<li>\u0631\u062f\u06cc\u0627\u0628\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0639\u0627\u0645\u0644 \u0648 \u06af\u0632\u0627\u0631\u0634 \u0647\u0627\u06cc \u062c\u0644\u0633\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u062c\u0644\u0633\u0627\u062a \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u0644\u062a \u0641\u0631\u0645 \u0646\u0638\u0627\u0631\u062a \u0639\u0627\u0645\u0644 Agno \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B4%D8%B1%D9%88%D8%B9_%D8%A8%D8%A7_Agno\"><\/span>\n<p>  <strong>\u0634\u0631\u0648\u0639 \u0628\u0627 Agno<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8\"><\/span>\n<p>  <strong>\u0646\u0635\u0628<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0635\u0628 Agno \u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install<\/span> <span class=\"nt\">-U<\/span> agno\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u0627\u0633\u0627\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f \u0639\u0627\u0645\u0644 \u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>openai duckduckgo-search lancedb tantivy pypdf yfinance\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DB%8C%DA%A9_%D8%B9%D8%A7%D9%85%D9%84_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\"><\/span>\n<p>  <strong>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0627\u0633\u0627\u0633\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0632\u06cc\u0631 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0633\u0627\u062f\u0647 Agno \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 GPT-4 OpenAI \u0622\u063a\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">agno.agent<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Agent<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.models.openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">OpenAIChat<\/span>\n\n<span class=\"n\">agent<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">description<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">You are an enthusiastic news reporter!<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">markdown<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span>\n<span class=\"p\">)<\/span>\n<span class=\"n\">agent<\/span><span class=\"p\">.<\/span><span class=\"nf\">print_response<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Tell me about a breaking news story from New York.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">stream<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627:<\/strong><\/p>\n<ol>\n<li>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f (<code>pip install openai agno<\/code>).<\/li>\n<li>\u06a9\u0644\u06cc\u062f API OpenAi \u062e\u0648\u062f \u0631\u0627 \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f (<code>export OPENAI_API_KEY=sk-xxxx<\/code>).<\/li>\n<li>\u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f (<code>python basic_agent.py<\/code>).<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DB%8C%DA%A9_%D8%B9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%AE%D8%A7%D8%B1%D8%AC%DB%8C\"><\/span>\n<p>  <strong>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u0628 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u0646\u0634 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">agno.agent<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Agent<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.models.openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">OpenAIChat<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.tools.duckduckgo<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DuckDuckGoTools<\/span>\n\n<span class=\"n\">agent<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">description<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">You are an enthusiastic news reporter!<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"nc\">DuckDuckGoTools<\/span><span class=\"p\">()],<\/span>\n    <span class=\"n\">show_tool_calls<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">markdown<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span>\n<span class=\"p\">)<\/span>\n<span class=\"n\">agent<\/span><span class=\"p\">.<\/span><span class=\"nf\">print_response<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Tell me about a breaking news story from New York.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">stream<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627:<\/strong><\/p>\n<ol>\n<li>\u0646\u0635\u0628 \u06a9\u0631\u062f\u0646 <code>duckduckgo-search<\/code>\u0628\u0634\u0631<\/li>\n<li>\u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f (<code>python agent_with_tools.py<\/code>).<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%AF%D8%A7%D8%B1%D8%A7%DB%8C_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D9%86%D8%B4\"><\/span>\n<p>  <strong>\u0645\u062b\u0627\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647: \u0639\u0648\u0627\u0645\u0644 \u062f\u0627\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AGNO \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u0646\u0634 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">agno.agent<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Agent<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.models.openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">OpenAIChat<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.embedder.openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">OpenAIEmbedder<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.knowledge.pdf_url<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">PDFUrlKnowledgeBase<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.vectordb.lancedb<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LanceDb<\/span><span class=\"p\">,<\/span> <span class=\"n\">SearchType<\/span>\n\n<span class=\"n\">agent<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">description<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">You are a Thai cuisine expert!<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">instructions<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">Search your knowledge base for Thai recipes.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">If needed, search the web to fill in gaps.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">Prefer your knowledge base over web results.<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"p\">],<\/span>\n    <span class=\"n\">knowledge<\/span><span class=\"o\">=<\/span><span class=\"nc\">PDFUrlKnowledgeBase<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">urls<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/agno-public.s3.amazonaws.com\/recipes\/ThaiRecipes.pdf<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span>\n        <span class=\"n\">vector_db<\/span><span class=\"o\">=<\/span><span class=\"nc\">LanceDb<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">uri<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">tmp\/lancedb<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">table_name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">recipes<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">search_type<\/span><span class=\"o\">=<\/span><span class=\"n\">SearchType<\/span><span class=\"p\">.<\/span><span class=\"n\">hybrid<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">embedder<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIEmbedder<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">text-embedding-3-small<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n        <span class=\"p\">),<\/span>\n    <span class=\"p\">),<\/span>\n    <span class=\"n\">markdown<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span>\n<span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D8%A7%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84\"><\/span>\n<p>  <strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Agno \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">agno.agent<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Agent<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.models.openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">OpenAIChat<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.tools.duckduckgo<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DuckDuckGoTools<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">agno.tools.yfinance<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">YFinanceTools<\/span>\n\n<span class=\"n\">web_agent<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Web Agent<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"nc\">DuckDuckGoTools<\/span><span class=\"p\">()],<\/span>\n    <span class=\"n\">markdown<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"n\">finance_agent<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Finance Agent<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"nc\">YFinanceTools<\/span><span class=\"p\">(<\/span><span class=\"n\">stock_price<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)],<\/span>\n    <span class=\"n\">markdown<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"n\">agent_team<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Agent<\/span><span class=\"p\">(<\/span><span class=\"n\">team<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"n\">web_agent<\/span><span class=\"p\">,<\/span> <span class=\"n\">finance_agent<\/span><span class=\"p\">],<\/span> <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"nc\">OpenAIChat<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o<\/span><span class=\"sh\">\"<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">agent_team<\/span><span class=\"p\">.<\/span><span class=\"nf\">print_response<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">What<\/span><span class=\"sh\">'<\/span><span class=\"s\">s the market outlook for AI stocks?<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">stream<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%DB%8C%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Agno \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 Langgraph \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u062d\u0627\u0641\u0638\u0647 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0632\u0645\u0627\u0646 \u0641\u0648\u0631\u06cc:<\/strong> 5000 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641.<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647:<\/strong> 50 \u0628\u0631\u0627\u0628\u0631 \u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.youtube.com\/watch\u061fv=bucmerb5ces\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.youtube.com\/watch\u061fv=bucmerb5ces<\/a><br \/>\n<\/iframe><br \/>\n<br \/>https:\/\/www.youtube.com\/watch\u061fv=bucmerb5ces<\/p>\n<p><strong>\u0646\u062d\u0648\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f Agno:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code><span class=\"c\"># Setup virtual environment<\/span>\n.\/scripts\/perf_setup.sh\n<span class=\"nb\">source<\/span> .venvs\/perfenv\/bin\/activate\n\n<span class=\"c\"># Run Agno evaluation<\/span>\npython evals\/performance\/instantiation_with_tool.py\n\n<span class=\"c\"># Compare with LangGraph<\/span>\npython evals\/performance\/other\/langgraph_instantiation.py\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_Agno_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_AI_%D8%B1%D8%A7_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 Agno \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc AI \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0647\u0633\u062a\u0647 \u0622\u06af\u0646\u0648 \u0633\u0631\u0639\u062a \u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc \u0646\u0638\u06cc\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0628\u0627 \u0648\u0627\u0642\u0639\u0627\u064b <strong>\u0627\u0644\u06af\u0648\u06cc<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u060c Agno \u0628\u0647 \u0645\u0634\u0627\u063a\u0644 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0647\u0631 \u0645\u062f\u0644 AI \u0631\u0627 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f \u060c \u0627\u0632 \u0633\u0631\u06cc GPT OpenAi \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 LLM \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u060c <strong>\u0636\u062f \u0622\u06cc\u0646\u062f\u0647<\/strong> \u0631\u0627\u0647 \u062d\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0635\u0646\u0639\u062a.  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%DA%86%DA%AF%D9%88%D9%86%D9%87_Agno_%D8%A8%D8%A7%D8%B2%DB%8C_%D8%B1%D8%A7_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc: \u0686\u06af\u0648\u0646\u0647 Agno \u0628\u0627\u0632\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 <strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> &#8211; \u0645\u0634\u0627\u063a\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f 24\/7 \u0622\u0698\u0627\u0646\u0633 AI \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u060c \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u0646\u062f \u060c \u0641\u0648\u0631\u0627\u064b \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u062d\u0644 \u06a9\u0646\u0646\u062f \u0648 \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f &#8211; \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0631\u0636\u0627\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631.  <\/p>\n<p>\u2705 <strong>\u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0633\u0641\u0631 \u0647\u0648\u0634\u0645\u0646\u062f<\/strong> -\u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0686\u0646\u062f \u0645\u062f\u0644\u06cc \u060c \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 Agno \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0641\u0631 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0633\u0641\u0631 \u060c \u067e\u0631\u0648\u0627\u0632 \u0648 \u0647\u062a\u0644 \u0647\u0627 \u0631\u0627 \u062a\u0647\u06cc\u0647 \u06a9\u0646\u0646\u062f \u0648 \u062d\u062a\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0628 \u0648 \u0647\u0648\u0627 \u060c \u0646\u0631\u062e \u0627\u0631\u0632 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.  <\/p>\n<p>\u2705 <strong>\u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0646\u0633\u0644 \u0628\u0639\u062f\u06cc<\/strong> -Agno \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u06cc\u0627\u0631\u0627\u0646 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc AI \u0631\u0627 \u06a9\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u062f \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627 \u060c \u06a9\u062f \u0628\u0648\u06cc\u0644\u0631 \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u062d\u062a\u06cc \u0645\u0633\u0627\u0626\u0644 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f-\u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  <\/p>\n<p>\u2705 <strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0627\u0644\u06cc \u0648 \u0628\u0627\u0632\u0627\u0631<\/strong> -\u0628\u0627 \u0627\u062f\u063a\u0627\u0645 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u062f\u0631 \u0628\u0627\u0646\u06a9\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u0627\u0644\u06cc \u060c \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a AGNO \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u0648\u0646\u062f \u0633\u0647\u0627\u0645 \u0631\u0627 \u0631\u0635\u062f \u06a9\u0646\u062f \u060c \u0628\u06cc\u0646\u0634 \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f \u0648 \u06af\u0632\u0627\u0631\u0634 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.  <\/p>\n<p>\u2705 <strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647<\/strong> -\u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0648 \u0634\u0631\u06a9\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 AGNO \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0647\u0627 \u0648 \u062a\u0648\u0644\u06cc\u062f \u06af\u0632\u0627\u0631\u0634 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u06a9\u0634\u0641 \u062f\u0627\u0646\u0634 \u0631\u0627 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D8%A7%DB%8C_%DA%A9%D9%87_%D8%A8%D8%B1_%D8%A7%D8%B3%D8%A7%D8%B3_%D9%87%D9%85%DA%A9%D8%A7%D8%B1%DB%8C_AI_%D8%B3%D8%A7%D8%AE%D8%AA%D9%87_%D8%B4%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  <strong>\u0622\u06cc\u0646\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u06a9\u0627\u0631\u06cc AI \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0632\u06cc\u0628\u0627\u06cc\u06cc \u0622\u06af\u0646\u0648 \u062f\u0631 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a <strong>\u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0647 <strong>\u0646\u06cc\u0631\u0648\u06cc \u06a9\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>\u0628\u0634\u0631 \u0645\u0634\u0627\u063a\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u0646\u062f <strong>\u062a\u06cc\u0645 \u0645\u0633\u062a\u0642\u0644<\/strong> \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641-\u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u060c \u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc \u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 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id=\"%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A8%D8%A7_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_Agno_Phidata\"><\/span>\n<p>  <strong>\u0633\u0627\u062e\u062a \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc Agno (Phidata)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Agno \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06a9\u0627\u0631\u0622\u0645\u062f \u060c \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0639\u0648\u0627\u0645\u0644 \u062f\u0627\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. Agno \u0628\u0627 \u0633\u0627\u062f\u06af\u06cc \u060c \u0645\u062f\u0648\u0644\u0627\u0631 \u0628\u0648\u062f\u0646 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0686\u0646\u062f \u062c\u0627\u0646\u0628\u0647 \u062e\u0648\u062f \u060c \u06cc\u06a9\u06cc \u0627\u0632 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc AI \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u0627\u0631\u0686\u0648\u0628 Agno \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u0633\u062a\u0627\u0631\u0647 \u0647\u0627\u06cc +18.5k \u062f\u0631 Github \u060c \u062a\u0627\u06a9\u0646\u0648\u0646 \u0635\u062d\u0628\u062a \u06a9\u0646\u0645. \u0645\u0646 \u0634\u06cc\u0631\u062c\u0647 \u0639\u0645\u06cc\u0642 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f \u0648 \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u060c \u0644\u06cc\u0633\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u0645. \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0645\u0639\u06cc\u0627\u0631 \u062f\u0631 GitHub (Agno \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Langgraph) \u06a9\u0647 \u0645\u0646 \u062f\u0631 YouTube \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0645 \u062f\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a. &hellip;<\/p>\n","protected":false},"author":2,"featured_media":96159,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-96157","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96157","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=96157"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96157\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96159"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96157"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96157"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}