{"id":104584,"date":"2025-04-04T19:09:43","date_gmt":"2025-04-04T14:39:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/"},"modified":"2025-04-04T19:09:43","modified_gmt":"2025-04-04T14:39:43","slug":"%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/","title":{"rendered":"\u0627\u062c\u0631\u0627\u06cc Langgraph \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644"},"content":{"rendered":"<div data-article-id=\"2381259\" id=\"article-body\">\n<blockquote>\n<p>\u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0634\u062a\u0631\u06a9 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0631\u06a9\u0633\u062a\u0631 \u0627\u0631\u06a9\u0633\u062a\u0631 \u06a9\u0646\u06cc\u062f <strong>\u0644\u0646\u06af\u0631\u0627\u0641\u06cc<\/strong>\u0628\u0627 <strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>\u060c \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062a\u0641\u06a9\u0631\u0627\u0646\u0647.<\/p>\n<\/blockquote>\n<hr\/>\n<p>\u0638\u0647\u0648\u0631 Aticic AI \u062f\u0631 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f <strong>\u062f\u0644\u06cc\u0644 \u060c \u0628\u0631\u0642\u0631\u0627\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0648 \u0647\u0645\u06a9\u0627\u0631\u06cc<\/strong> \u0628\u0647 \u0633\u0645\u062a \u0627\u0647\u062f\u0627\u0641 \u0645\u0634\u062a\u0631\u06a9 \u0627\u0645\u0627 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0627\u06cc\u0646 \u0639\u0648\u0627\u0645\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 &#8211; \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u062d\u0627\u0641\u0638\u0647 \u060c \u062d\u0627\u0644\u062a \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0633\u062a \u0646\u062e\u0648\u0631\u062f\u0647 &#8211; \u06cc\u06a9 \u0646\u0648\u0639 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0686\u0627\u0644\u0634 \u0627\u0633\u062a.<\/p>\n<p>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 <strong>\u0644\u0646\u06af\u0631\u0627\u0641\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<p>Langgraph \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u062c\u0631\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0639\u0627\u0645\u0644<\/strong> \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc LLM \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0648\u0644\u0627\u0631 \u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u0627\u0641\u0638\u0647 \u0648 \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0646\u062a\u0631\u0644 \u067e\u0648\u06cc\u0627 \u0631\u0627 \u0628\u0647 \u062c\u062f\u0648\u0644 \u0645\u06cc \u0622\u0648\u0631\u062f &#8211; \u0645\u0648\u0627\u062f \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u0646\u062f\u0647 \u06a9\u0644\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0639\u0627\u0645\u0644.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc Langgraph \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631\u062c\u0647 \u06cc\u06a9 \u062a\u0648\u0644\u06cc\u062f \u0648 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u06a9\u0647 \u062a\u0648\u0633\u0637 <strong>Openai<\/strong> \u0645\u062f\u0644 \u0647\u0627 \u060c <strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>\u060c \u0648 \u0627\u062f\u063a\u0627\u0645 \u0627\u0628\u0632\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc.<\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" 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href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\" >\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%A7%A9_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C_%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C\" >\ud83e\udde9 \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%9B%A0_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_Langgraph\" >\ud83d\udee0 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Langgraph<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%93%A6_%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%AD%D8%A7%D9%84%D8%AA_%D9%85%D8%B4%D8%AA%D8%B1%DA%A9_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF\" >\ud83d\udce6 \u0645\u0631\u062d\u0644\u0647 1: \u062d\u0627\u0644\u062a \u0645\u0634\u062a\u0631\u06a9 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%A4%96_%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%AE%D9%88%D8%AF_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF_%DA%AF%D8%B1%D9%87_%D9%87%D8%A7\" >\ud83e\udd16 \u0645\u0631\u062d\u0644\u0647 2: \u0639\u0648\u0627\u0645\u0644 \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f (\u06af\u0631\u0647 \u0647\u0627)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%94%81_%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AC%D8%B1%DB%8C%D8%A7%D9%86_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF\" >\ud83d\udd01 \u0645\u0631\u062d\u0644\u0647 3: \u062c\u0631\u06cc\u0627\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%93%9A_%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%A8%D8%A7_%D9%81%D8%B1%D9%88%D8%B4%DA%AF%D8%A7%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%D8%B4%D9%88%DB%8C%D8%AF\" >\ud83d\udcda \u0645\u0631\u062d\u0644\u0647 4: \u0628\u0627 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u06cc\u062f<\/a><\/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\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%94%8D_%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D8%AD%D8%A7%D9%81%D8%B8%D9%87_%D9%88_%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D8%B1%D8%AF%DB%8C%D8%A7%D8%A8%DB%8C\" >\ud83d\udd0d \u0645\u0631\u062d\u0644\u0647 5: \u062d\u0627\u0641\u0638\u0647 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u062f\u06cc\u0627\u0628\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%92%A1_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%AD%D9%84%D9%82%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%D8%A7%D8%AE%D9%87_%D8%A7%DB%8C_%D9%88_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF\" >\ud83d\udca1 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647: \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0634\u0627\u062e\u0647 \u0627\u06cc \u0648 \u0628\u0627\u0632\u062e\u0648\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%94%92_%D8%A7%D9%85%D9%86%DB%8C%D8%AA_%D9%88_%D9%85%D8%AD%D8%A7%D9%81%D8%B8\" >\ud83d\udd12 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0645\u062d\u0627\u0641\u0638<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%A7%AA_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\" >\ud83e\uddea \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u06cc\u0633\u062a\u0645<\/a><\/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\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%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\" >\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%A7%A9_%D9%84%D8%A7%D9%86%DA%AF%DA%AF%D8%B1%D8%A7%D9%81_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_%D8%AE%D8%B7%D9%88%D8%B7_%D9%84%D9%88%D9%84%D9%87_%D8%B3%D9%86%D8%AA%DB%8C\" >\ud83e\udde9 \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0633\u0646\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%E2%9C%85_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u2705 \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-langgraph-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d9%87%d8%a7%db%8c-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84\/#%F0%9F%93%9A_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1_%D9%88_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\" >\ud83d\udcda \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%9A%80_%DA%86%D8%B1%D8%A7_%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%D8%9F\"><\/span>\n<p>  \ud83d\ude80 \u0686\u0631\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc LLM \u0627\u063a\u0644\u0628 <strong>\u062a\u06a9 \u0639\u0627\u0645\u0644<\/strong> \u0648 \u0647\u0645\u0632\u0645\u0627\u0646 &#8211; \u062e\u0648\u0628 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u060c \u0627\u0645\u0627 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u062f\u0648\u062f.<\/p>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u062a\u062e\u0635\u0635<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0645\u062d\u0642\u0642 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0633\u062a\u0631)<\/li>\n<li>\n<strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<\/strong> \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc<\/li>\n<li>\n<strong>\u0645\u0630\u0627\u06a9\u0631\u0647 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc<\/strong> \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0639\u0648\u0627\u0645\u0644<\/li>\n<li>\n<strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u0648\u06cc\u0627<\/strong> \u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0639\u0627\u0645\u0644<\/li>\n<\/ul>\n<p>\u0627\u0645\u0627 &#8230; \u0627\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0639\u0648\u0627\u0645\u0644 \u0686\u06af\u0648\u0646\u0647 \u0647\u0633\u062a\u0646\u062f <strong>\u0628\u0631\u0642<\/strong>\u061f<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f <strong>\u062d\u0627\u0641\u0638\u0647 \u0648 \u062d\u0627\u0644\u062a \u0645\u0634\u062a\u0631\u06a9<\/strong>\u061f<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u067e\u0648\u06cc\u0627 \u0631\u0627 \u0647\u0645\u0627\u0647\u0646\u06af \u0645\u06cc \u06a9\u0646\u06cc\u062f <strong>\u062c\u0631\u06cc\u0627\u0646 \u06a9\u0646\u062a\u0631\u0644<\/strong>\u061f<\/li>\n<\/ul>\n<p>Langgraph \u062f\u0642\u06cc\u0642\u0627\u064b \u0627\u06cc\u0646 \u0631\u0627 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"langgraph_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  langgraph \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 Langchain \u0631\u0627 \u0628\u0627 \u0627\u062c\u0627\u0632\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0628\u0647 \u0634\u0645\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062d\u0627\u0644\u062a<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062d\u0631\u06a9\u062a\u06cc \u06a9\u0627\u0631\u06af\u0631\u062f\u0627\u0646\u06cc (DAG)<\/strong> \u06cc\u0627 <strong>\u0645\u0627\u0634\u06cc\u0646\u0647\u0627\u06cc \u062f\u0648\u0644\u062a\u06cc \u0645\u062d\u062f\u0648\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\ud83d\udd01 <strong>\u062d\u0644\u0642\u0647 \u0647\u0627 \u0648 \u0628\u0627\u0632\u06af\u0634\u062a<\/strong> \u0628\u0631\u0627\u06cc \u0631\u0641\u062a\u0627\u0631 \u0639\u0627\u0645\u0644 \u062a\u06a9\u0631\u0627\u0631\u06cc<\/li>\n<li>\ud83d\udcac <strong>\u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc<\/strong> \u062d\u0645\u0627\u06cc\u062a<\/li>\n<li>\ud83e\uddf1 <strong>\u0627\u0646\u062a\u0632\u0627\u0639 \u062d\u0627\u0644\u062a<\/strong> \u0628\u0631\u0627\u06cc \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a<\/li>\n<li>\ud83e\udde0 \u0627\u0641\u0632\u0648\u0646\u0647 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc <strong>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>\u060c \u062d\u0627\u0641\u0638\u0647 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%A7%A9_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C_%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  \ud83e\udde9 \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0622\u0646\u0686\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0628\u0627 \u0642\u062f\u0631\u062a \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510      \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  User Input  \u251c\u2500\u2500\u2500\u2500\u2500\u25b6\u2502 Entry Agent  \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518      \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                           \u2502\n                   \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n                   \u2502  Router Agent\u2502\n                   \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2518\n                        \u2502       \u2502\n         \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2510 \u250c\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n         \u2502 Research Agent \u2502 \u2502 Codegen Agent  \u2502\n         \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                       \u2502           \u2502\n                 \u250c\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2510\n                 \u2502  Evaluation Agent     \u2502\n                 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                          \u25bc\n                  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n                  \u2502  Final Output\u2502\n                  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\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>\u0647\u0631 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06af\u0631\u0647 \u062f\u0631 \u06cc\u06a9 \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062d\u0627\u0644\u062a \u0645\u0634\u062a\u0631\u06a9 \u0628\u062e\u0648\u0627\u0646\u062f \u0648 \u0628\u0646\u0648\u06cc\u0633\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_Langgraph\"><\/span>\n<p>  \ud83d\udee0 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Langgraph<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>langgraph langchain openai qdrant-client\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>\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc (\u0627\u06af\u0631 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f):<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>beautifulsoup4 faiss-cpu\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<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%A6_%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%AD%D8%A7%D9%84%D8%AA_%D9%85%D8%B4%D8%AA%D8%B1%DA%A9_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \ud83d\udce6 \u0645\u0631\u062d\u0644\u0647 1: \u062d\u0627\u0644\u062a \u0645\u0634\u062a\u0631\u06a9 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06a9 \u0631\u0627 \u067e\u0634\u062a \u0633\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f <code>state<\/code> \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0631\u0627\u06cc \u0647\u0631 \u06af\u0631\u0647.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0637\u0631\u062d\u0648\u0627\u0631\u0647 \u0645\u062b\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">state<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n  <span class=\"sh\">\"<\/span><span class=\"s\">input<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"\"<\/span><span class=\"p\">,<\/span>         <span class=\"c1\"># user input\n<\/span>  <span class=\"sh\">\"<\/span><span class=\"s\">history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[],<\/span>       <span class=\"c1\"># full agent interaction history\n<\/span>  <span class=\"sh\">\"<\/span><span class=\"s\">documents<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[],<\/span>     <span class=\"c1\"># retrieved docs from vector store\n<\/span>  <span class=\"sh\">\"<\/span><span class=\"s\">code<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"\"<\/span><span class=\"p\">,<\/span>          <span class=\"c1\"># generated or modified code\n<\/span>  <span class=\"sh\">\"<\/span><span class=\"s\">evaluation<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"\"<\/span>     <span class=\"c1\"># output from evaluator agent\n<\/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>\u0627\u06af\u0631 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u06cc\u062f \u062a\u0627\u06cc\u067e \u062f\u0642\u06cc\u0642 \u0631\u0627 \u062a\u0631\u062c\u06cc\u062d \u062f\u0647\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u06cc\u062a\u0627\u0643\u0644\u0627\u0633 \u06cc\u0627 Pydantic \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0643\u0646\u06cc\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%A4%96_%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%AE%D9%88%D8%AF_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF_%DA%AF%D8%B1%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \ud83e\udd16 \u0645\u0631\u062d\u0644\u0647 2: \u0639\u0648\u0627\u0645\u0644 \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f (\u06af\u0631\u0647 \u0647\u0627)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0631 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0644\u062a \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0648 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">researcher_agent<\/span><span class=\"p\">(<\/span><span class=\"n\">state<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">input<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">docs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">vector_store<\/span><span class=\"p\">.<\/span><span class=\"nf\">search<\/span><span class=\"p\">(<\/span><span class=\"n\">query<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">documents<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">docs<\/span>\n    <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">].<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Researcher retrieved docs.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">state<\/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<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">coder_agent<\/span><span class=\"p\">(<\/span><span class=\"n\">state<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">build_prompt<\/span><span class=\"p\">(<\/span><span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">documents<\/span><span class=\"sh\">\"<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">code<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">ChatCompletion<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(...).<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">message<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">code<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">code<\/span>\n    <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">].<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Coder generated code.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">state<\/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<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%81_%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AC%D8%B1%DB%8C%D8%A7%D9%86_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_%D8%B1%D8%A7_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \ud83d\udd01 \u0645\u0631\u062d\u0644\u0647 3: \u062c\u0631\u06cc\u0627\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <strong>\u0627\u0646\u0634\u0639\u0627\u0628 \u067e\u0648\u06cc\u0627<\/strong> \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0631\u0627\u06cc\u0637<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">langgraph.graph<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">StateGraph<\/span>\n\n<span class=\"n\">graph<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">StateGraph<\/span><span class=\"p\">()<\/span>\n\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">add_node<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">researcher<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">researcher_agent<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">add_node<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">coder<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">coder_agent<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">add_node<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">evaluator<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">evaluator_agent<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">set_entry_point<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">researcher<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">add_edge<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">researcher<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">coder<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">add_edge<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">coder<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">evaluator<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">set_finish_point<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">evaluator<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">app<\/span> <span class=\"o\">=<\/span> <span class=\"n\">graph<\/span><span class=\"p\">.<\/span><span class=\"nf\">compile<\/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<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%9A_%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%A8%D8%A7_%D9%81%D8%B1%D9%88%D8%B4%DA%AF%D8%A7%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p>  \ud83d\udcda \u0645\u0631\u062d\u0644\u0647 4: \u0628\u0627 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \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 \u062c\u0641\u062a \u0645\u06cc \u0634\u0648\u062f <strong>qdrant<\/strong>\u0628\u0627 <strong>\u06a9\u0644\u0648\u0686\u0647<\/strong>\u060c \u06cc\u0627 <strong>\u0628\u0627\u0641\u062a\u0647 \u06a9\u0631\u062f\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u0627\u0641\u0638\u0647.<\/p>\n<p>\u0645\u062b\u0627\u0644 \u062a\u0646\u0638\u06cc\u0645 Qdrant:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">qdrant_client<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">QdrantClient<\/span>\n\n<span class=\"n\">qdrant<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">QdrantClient<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">http:\/\/localhost:6333<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">retriever<\/span> <span class=\"o\">=<\/span> <span class=\"n\">qdrant<\/span><span class=\"p\">.<\/span><span class=\"nf\">as_retriever<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">my_collection<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">vector_store<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">RetrieverWrapper<\/span><span class=\"p\">(<\/span><span class=\"n\">retriever<\/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>\u0627\u0633\u0646\u0627\u062f \u0628\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0648\u0644\u062a \u0645\u0634\u062a\u0631\u06a9 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%8D_%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D8%AD%D8%A7%D9%81%D8%B8%D9%87_%D9%88_%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D8%B1%D8%AF%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span>\n<p>  \ud83d\udd0d \u0645\u0631\u062d\u0644\u0647 5: \u062d\u0627\u0641\u0638\u0647 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u062f\u06cc\u0627\u0628\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062d\u0641\u0638 <strong>\u062d\u0627\u0641\u0638\u0647 \u0639\u0627\u0645\u0644 \u0645\u062f\u0627\u0648\u0645<\/strong>\u060c \u0627\u062f\u063a\u0627\u0645:<\/p>\n<ul>\n<li>\n<strong>\u062a\u0627\u0631\u06cc\u062e \u06af\u0641\u062a\u06af\u0648<\/strong> \u0628\u0647 \u0627\u0639\u0644\u0627\u0646 \u0647\u0627<\/li>\n<li>\n<strong>\u062d\u0627\u0641\u0638\u0647 \u0645\u0633\u062a\u0646\u062f<\/strong> \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/li>\n<li>\n<strong>\u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0645\u06cc\u0627\u0646\u06cc<\/strong> (\u062f\u0646\u0628\u0627\u0644\u0647 \u062d\u0633\u0627\u0628\u0631\u0633\u06cc)<\/li>\n<\/ul>\n<p>\u0645\u062b\u0627\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">].<\/span><span class=\"nf\">append<\/span><span class=\"p\">({<\/span>\n  <span class=\"sh\">\"<\/span><span class=\"s\">agent<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Evaluator<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n  <span class=\"sh\">\"<\/span><span class=\"s\">action<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Scored output at 9\/10<\/span><span class=\"sh\">\"<\/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<p>\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u060c \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0635\u0641 \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%92%A1_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%AD%D9%84%D9%82%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%D8%A7%D8%AE%D9%87_%D8%A7%DB%8C_%D9%88_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF\"><\/span>\n<p>  \ud83d\udca1 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647: \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0634\u0627\u062e\u0647 \u0627\u06cc \u0648 \u0628\u0627\u0632\u062e\u0648\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \u0627\u0632 \u0645\u0646\u0637\u0642 \u0634\u0631\u0637\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">decision_node<\/span><span class=\"p\">(<\/span><span class=\"n\">state<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">if<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">bug<\/span><span class=\"sh\">\"<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">evaluation<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]:<\/span>\n        <span class=\"k\">return<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">coder<\/span><span class=\"sh\">\"<\/span>  <span class=\"c1\"># loop back to codegen\n<\/span>    <span class=\"k\">return<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">final_output<\/span><span class=\"sh\">\"<\/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>\u062d\u0644\u0642\u0647 \u062a\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a!<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%92_%D8%A7%D9%85%D9%86%DB%8C%D8%AA_%D9%88_%D9%85%D8%AD%D8%A7%D9%81%D8%B8\"><\/span>\n<p>  \ud83d\udd12 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0645\u062d\u0627\u0641\u0638<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062f\u0631\u062c\u0647 \u062a\u0648\u0644\u06cc\u062f:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0639\u0645\u0644\u06a9\u0631\u062f\u06cc<\/strong> \u06cc\u0627 <strong>\u0627\u0628\u0644\u0647<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0639\u0627\u0645\u0644 \u0627\u06cc\u0645\u0646<\/li>\n<li>\u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0631\u062e<\/strong> \u0648 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0632\u0645\u0627\u0646<\/li>\n<li>\u0646\u0638\u0627\u0631\u062a <strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0634\u0627\u0646\u0647<\/strong> \u0648 \u0647\u0634\u062f\u0627\u0631\u0647\u0627\u06cc \u0647\u0632\u06cc\u0646\u0647<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%A7%AA_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\"><\/span>\n<p>  \ud83e\uddea \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u06cc\u0633\u062a\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0639\u0648\u0627\u0645\u0644 \u0645\u0633\u062e\u0631\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">mock_agent<\/span><span class=\"p\">(<\/span><span class=\"n\">state<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">state<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">].<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Mock agent called<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">state<\/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>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 <code>app.invoke()<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">app<\/span><span class=\"p\">.<\/span><span class=\"nf\">invoke<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">input<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Build a weather app<\/span><span class=\"sh\">\"<\/span><span class=\"p\">})<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">code<\/span><span class=\"sh\">\"<\/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<hr\/>\n<h2><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\"><\/span>\n<p>  \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>: \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0631\u0648\u062a\u0631 + \u062f\u0627\u0646\u0634 \u0631\u06a9\u0648\u0631\u062f\u0648\u0631 + \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u067e\u0627\u0633\u062e<\/li>\n<li>\n<strong>\u062f\u0633\u062a\u06cc\u0627\u0631 \u062a\u062d\u0642\u06cc\u0642<\/strong>: \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632 + \u0648\u0628 \u0627\u0633\u06a9\u0631\u0627\u0628\u0631 + Summarizer<\/li>\n<li>\n<strong>\u0631\u0628\u0627\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u062f<\/strong>: Agent Linter + Fixer Agent + \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u062a\u0633\u062a \u0648\u0627\u062d\u062f<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%A7%A9_%D9%84%D8%A7%D9%86%DA%AF%DA%AF%D8%B1%D8%A7%D9%81_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_%D8%AE%D8%B7%D9%88%D8%B7_%D9%84%D9%88%D9%84%D9%87_%D8%B3%D9%86%D8%AA%DB%8C\"><\/span>\n<p>  \ud83e\udde9 \u0644\u0627\u0646\u06af\u06af\u0631\u0627\u0641 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0633\u0646\u062a\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0646\u0634\u0627\u0646<\/th>\n<th>\u0644\u0646\u06af\u0631\u0627\u0641\u06cc<\/th>\n<th>\u0632\u0646\u062c\u06cc\u0631\u0647 \u0633\u0646\u062a\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644<\/td>\n<td>\u2705 \u0628\u0644\u0647<\/td>\n<td>\ud83d\udeab \u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u0637\u0642 \u0627\u0646\u0634\u0639\u0627\u0628<\/td>\n<td>\u2705 \u0628\u0644\u0647<\/td>\n<td>\ud83d\udeab \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0633\u062e\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0627\u0644\u062a \u0645\u0634\u062a\u0631\u06a9<\/td>\n<td>\u2705 \u0635\u0631\u06cc\u062d<\/td>\n<td>\u274c \u0636\u0645\u0646\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/td>\n<td>\u2705 \u0628\u0627\u0644\u0627<\/td>\n<td>\u26a0 \u062f\u0634\u0648\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062d\u0644\u0642\u0647<\/td>\n<td>\u2705 \u0628\u0648\u0645\u06cc<\/td>\n<td>\ud83d\udeab \u0647\u06a9\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%E2%9C%85_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \u2705 \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langgraph \u0631\u0648\u0634\u06cc \u062a\u0645\u06cc\u0632 \u060c \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0634\u062a\u0631\u06a9 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u062c\u0631\u06cc\u0627\u0646 \u067e\u0648\u06cc\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u0642\u0648\u06cc \u0648 \u0627\u062f\u063a\u0627\u0645 \u0627\u0628\u0632\u0627\u0631 \u062c\u0641\u062a \u0645\u06cc \u0634\u0648\u062f \u060c \u0646\u0633\u0644 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u0648 \u0647\u0648\u0634\u0645\u0646\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<blockquote>\n<p>\u06a9\u0648\u0686\u06a9 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u062c\u0631\u06cc\u0627\u0646 \u0639\u0627\u0645\u0644 \u062e\u0648\u062f \u0631\u0627 \u0645\u062f\u0644 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u060c \u0646\u0647 \u0641\u0642\u0637 \u0632\u0646\u062c\u06cc\u0631.<\/p>\n<\/blockquote>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%9A_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1_%D9%88_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  \ud83d\udcda \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<hr\/><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0634\u062a\u0631\u06a9 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0631\u06a9\u0633\u062a\u0631 \u0627\u0631\u06a9\u0633\u062a\u0631 \u06a9\u0646\u06cc\u062f \u0644\u0646\u06af\u0631\u0627\u0641\u06cc\u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u060c \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062a\u0641\u06a9\u0631\u0627\u0646\u0647. \u0638\u0647\u0648\u0631 Aticic AI \u062f\u0631 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0644\u06cc\u0644 \u060c \u0628\u0631\u0642\u0631\u0627\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0648 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u0647 \u0633\u0645\u062a &hellip;<\/p>\n","protected":false},"author":2,"featured_media":104585,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fafuvggmce6fs7iyx2rdc.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-104584","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\/104584","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=104584"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/104584\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/104585"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=104584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=104584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=104584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}