{"id":96903,"date":"2025-02-10T21:45:41","date_gmt":"2025-02-10T18:15:41","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/"},"modified":"2025-02-10T21:45:41","modified_gmt":"2025-02-10T18:15:41","slug":"roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/","title":{"rendered":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Genai \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 Typecript Full-Stack"},"content":{"rendered":"<div data-article-id=\"2269839\" id=\"article-body\">\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0634\u0645\u0627 \u06cc\u06a9 <strong>\u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 Typescript Full-Stack<\/strong>\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f <strong>\u0642\u0637\u0639\u0627\u064b \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Genai \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u062e\u0627\u0635 AI. \u062f\u0631 \u0632\u06cc\u0631 <strong>\u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0645\u0627 <strong>\u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Genai \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<p>\ud83d\ude80 \u0627\u06cc\u0646 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0628\u0647 \u062f\u0627\u062e\u0644 \u0634\u06a9\u0633\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>5 \u0645\u0631\u062d\u0644\u0647<\/strong>\u060c \u0647\u0631 \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u062f\u0631 \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0642\u0628\u0644\u06cc.<\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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 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href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%93%8C_%D9%81%D9%86_%D8%A2%D9%88%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-2\" >\ud83d\udccc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%9B%A0_%D9%85%D8%AB%D8%A7%D9%84_AI_Frontend\" >\ud83d\udee0 \u0645\u062b\u0627\u0644 AI Frontend<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-3\" >\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/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\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#4%E2%83%A3_%D9%81%D8%A7%D8%B2_4_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%DA%A9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A8%D8%AA%D9%86%DB%8C_%D8%A8%D8%B1_%D9%BE%D8%B1%D9%88%DA%98%D9%87\" >4\u20e3 \u0641\u0627\u0632 4: \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0645\u0644 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0631\u0648\u0698\u0647)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%9A%80_%D8%A7%DB%8C%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%A8%D8%A7_%D9%82%D8%AF%D8%B1%D8%AA\" >\ud83d\ude80 \u0627\u06cc\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#stack_%D9%BE%D8%B4%D8%AA%D9%87_%D9%81%D9%86%DB%8C\" >stack \u067e\u0634\u062a\u0647 \u0641\u0646\u06cc<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-4\" >\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#5%E2%83%A3_%D9%81%D8%A7%D8%B2_5_%D9%85%D9%88%D8%B6%D9%88%D8%B9%D8%A7%D8%AA_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C\" >5\u20e3 \u0641\u0627\u0632 5: \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%93%8C_%D9%85%D8%A8%D8%A7%D8%AD%D8%AB_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_AI\" >\ud83d\udccc \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%93%8C_%D9%81%D9%86_%D8%A2%D9%88%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-3\" >\ud83d\udccc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#%F0%9F%93%8C_%DA%A9%D9%85%DA%A9%D9%87%D8%A7%DB%8C_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\" >\ud83d\udccc \u06a9\u0645\u06a9\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/roadmap-to-building-a-genai-app-as-a-full-stack-typescript-developer-5aij\/#thoughts_%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\" >thoughts \u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1%E2%83%A3_%D9%81%D8%A7%D8%B2_1_%D8%A7%D8%B5%D9%88%D9%84_AI_%D9%88_Genai_1-2_%D9%85%D8%A7%D9%87_%D8%B1%D8%A7_%D8%A8%DB%8C%D8%A7%D9%85%D9%88%D8%B2%DB%8C%D8%AF\"><\/span>\n<p>  <strong>1\u20e3 \u0641\u0627\u0632 1: \u0627\u0635\u0648\u0644 AI \u0648 Genai (1-2 \u0645\u0627\u0647) \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0633\u0627\u062e\u062a \u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 LLMS<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D8%A7%D8%B5%D9%88%D9%84_%D8%A7%D9%88%D9%84%DB%8C%D9%87_AIML\"><\/span>\n<p>  <strong>\ud83d\udccc \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 AI\/ML<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (DL) \u0648 AI \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 (Genai).<\/strong>\n<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0631\u062f\u0646 <strong>LLMS (\u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646) \u0645\u0627\u0646\u0646\u062f GPT \u060c Llama \u060c Claude \u060c Gemini<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"concepts_%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85_AI_%DA%A9%D9%84%DB%8C%D8%AF\"><\/span>\n<p>  <strong>concepts \u0645\u0641\u0627\u0647\u06cc\u0645 AI \u06a9\u0644\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u062a\u0639\u0628\u06cc\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong> (\u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c chatbots)<\/li>\n<li>\n<strong>\u0646\u0634\u0627\u0646\u0647 \u0633\u0627\u0632\u06cc<\/strong> (\u0686\u06af\u0648\u0646\u0647 \u0645\u062a\u0646 LLMS \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f)<\/li>\n<li>\n<strong>\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<\/strong> (\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0631\u0633\u0627\u0644 \u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u0647\u062a\u0631 AI)<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%88_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87\"><\/span>\n<p>  <strong>\ud83d\udccc \u0627\u0628\u0632\u0627\u0631 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>langchain.js<\/strong> -\u0686\u0627\u0631\u0686\u0648\u0628 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/li>\n<li>\n<strong>\u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u0635\u0648\u0631\u062a<\/strong> -\u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632.<\/li>\n<li>\n<strong>Openai<\/strong> -\u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc AI \u0645\u0627\u0646\u0646\u062f GPT-4.<\/li>\n<li>\n<strong>pinecone\/chromadb<\/strong> &#8211; \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648.<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  <strong>\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"2%E2%83%A3_%D9%81%D8%A7%D8%B2_2_%D9%BE%D8%B3_%D8%B2%D9%85%DB%8C%D9%86%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D8%AF%D8%A7%D8%B1%D8%A7%DB%8C_%D9%82%D8%AF%D8%B1%D8%AA_AI_2-3_%D9%85%D8%A7%D9%87\"><\/span>\n<p>  <strong>2\u20e3 \u0641\u0627\u0632 2: \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0642\u062f\u0631\u062a AI (2-3 \u0645\u0627\u0647)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f <strong>\u0628\u0627\u06a9\u062a\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u062e\u062f\u0645\u062a \u0645\u062f\u0644\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a<\/strong> \u0627\u0632 \u0637\u0631\u06cc\u0642 API<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%B1%D8%A7_%DB%8C%D8%A7%D8%AF_%D8%A8%DA%AF%DB%8C%D8%B1%DB%8C%D9%85\"><\/span>\n<p>  <strong>\ud83d\udccc \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u0645<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 <strong>API \u0647\u0627\u06cc REST &#038; Graphql<\/strong> \u0628\u0631\u0627\u06cc \u062e\u062f\u0645\u062a \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/p>\n<p>\u2705 <strong>API \u0647\u0627\u06cc AI \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631<\/strong> (AWS Lambda \u060c GCP Cloud Run).<\/p>\n<p>\u2705 <strong>\u062c\u0631\u06cc\u0627\u0646 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc AI<\/strong> (WebSockets \u060c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0633\u0631\u0648\u0631-\u0633\u0631\u0648\u0631).<\/p>\n<p>\u2705 <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0646\u0647\u0627<\/strong> (\u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0648\u0631\u062a \u060c \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 Openai).  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D9%86_%D8%A2%D9%88%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  <strong>\ud83d\udccc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>Fastapi (Python) \u06cc\u0627 Next.js API \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc API<\/strong> &#8211; \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 AI \u062e\u062f\u0645\u062a.<\/li>\n<li>\n<strong>langchain.js<\/strong> &#8211; \u0628\u0631\u0627\u06cc \u0632\u0646\u062c\u06cc\u0631 \u06a9\u0631\u062f\u0646 AI Prompts &#038; Memory.<\/li>\n<li>\n<strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 (Pinecone \u060c Weaviate \u060c Chromadb)<\/strong> &#8211; \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062a\u0639\u0628\u06cc\u0647.<\/li>\n<li>\n<strong>Docker &#038; Kubernetes<\/strong> &#8211; \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 AI.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%85%D8%AB%D8%A7%D9%84_%D9%BE%D8%B3_%D8%B2%D9%85%DB%8C%D9%86%D9%87_AI\"><\/span>\n<p>  <strong>\ud83d\udee0 \u0645\u062b\u0627\u0644 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 \u0633\u0627\u062e\u062a <strong>API \u0628\u0647 \u0633\u0628\u06a9 chatgpt \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenAI + TypeScript<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u2705 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 <strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634.<\/p>\n<p>\u2705 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>Vercel \u060c AWS \u06cc\u0627 GCP<\/strong>\u0628\u0634\u0631  <\/p>\n<h4><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-2\"><\/span>\n<p>  <strong>\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"3%E2%83%A3_%D9%81%D8%A7%D8%B2_3_%D8%AC%D8%A8%D9%87%D9%87_%D8%A8%D8%A7_%D9%82%D8%AF%D8%B1%D8%AA_AI_%D8%A8%D8%A7_TypeScript_2-3_%D9%85%D8%A7%D9%87\"><\/span>\n<p>  <strong>3\u20e3 \u0641\u0627\u0632 3: \u062c\u0628\u0647\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a AI \u0628\u0627 TypeScript (2-3 \u0645\u0627\u0647)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u0627 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f <strong>\u06cc\u06a9 \u062c\u0628\u0647\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a AI \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%B1%D8%A7_%DB%8C%D8%A7%D8%AF_%D8%A8%DA%AF%DB%8C%D8%B1%DB%8C%D9%85-2\"><\/span>\n<p>  <strong>\ud83d\udccc \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u0645<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 <strong>next.js + \u0648\u0627\u06a9\u0646\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/strong> \u0628\u0631\u0627\u06cc UI<\/p>\n<p>\u2705 <strong>langchain.js<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc AI Frontend.<\/p>\n<p>\u2705 <strong>\u062c\u0631\u06cc\u0627\u0646 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc AI<\/strong> \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/p>\n<p>\u2705 <strong>chatbots \u0628\u0627 \u0642\u062f\u0631\u062a LLM \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc AI<\/strong>\u0628\u0634\u0631  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D9%86_%D8%A2%D9%88%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-2\"><\/span>\n<p>  <strong>\ud83d\udccc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>next.js (\u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0633\u0631\u0648\u0631 React)<\/strong><\/li>\n<li><strong>Shadcn ui (\u0628\u0631\u0627\u06cc \u0627\u062c\u0632\u0627\u06cc UI)<\/strong><\/li>\n<li><strong>tailwindcss (\u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0638\u0627\u0647\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647)<\/strong><\/li>\n<li>\n<strong>\u062c\u0648\u0631\u0627\u0628<\/strong> \u0628\u0631\u0627\u06cc \u067e\u062e\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/li>\n<li>\n<strong>langchain.js<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0633 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc AI<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%85%D8%AB%D8%A7%D9%84_AI_Frontend\"><\/span>\n<p>  <strong>\ud83d\udee0 \u0645\u062b\u0627\u0644 AI Frontend<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 \u0633\u0627\u062e\u062a <strong>AI Chatbot (\u06a9\u0644\u0648\u0646 \u0686\u062a\u067e\u067e)<\/strong> \u0628\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646<\/p>\n<p>\u2705 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong> \u0628\u0627 AI-Powerlet Automplete.<\/p>\n<p>\u2705 \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f <strong>vercel \u06cc\u0627 netlify<\/strong>\u0628\u0634\u0631  <\/p>\n<h4><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-3\"><\/span>\n<p>  <strong>\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"4%E2%83%A3_%D9%81%D8%A7%D8%B2_4_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%DA%A9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A8%D8%AA%D9%86%DB%8C_%D8%A8%D8%B1_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  <strong>4\u20e3 \u0641\u0627\u0632 4: \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0645\u0644 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0631\u0648\u0698\u0647)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u0627 \u0648\u0642\u062a \u0622\u0646 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a <strong>\u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Genai \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9A%80_%D8%A7%DB%8C%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%A8%D8%A7_%D9%82%D8%AF%D8%B1%D8%AA\"><\/span>\n<p>  <strong>\ud83d\ude80 \u0627\u06cc\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 <strong>chatbot \u0628\u0647 \u0633\u0628\u06a9 chatgpt<\/strong> (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenAi + langchain.js)<\/p>\n<p>\u2705 <strong>\u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u062f\u0627\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> (next.js + pinecone)<\/p>\n<p>\u2705 <strong>\u067e\u0633\u062a \u0647\u0627\u06cc \u0648\u0628\u0644\u0627\u06af \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 AI<\/strong> (next.js + api openai)<\/p>\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> (chatbot + rag \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631)  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"stack_%D9%BE%D8%B4%D8%AA%D9%87_%D9%81%D9%86%DB%8C\"><\/span>\n<p>  <strong>stack \u067e\u0634\u062a\u0647 \u0641\u0646\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u062c\u0628\u0647\u0647<\/strong>: next.js 15 \u060c React 19 \u060c tailwindcss \u060c langchain.js<\/li>\n<li>\n<strong>\u067e\u0634\u062a<\/strong>: Fastapi (\u067e\u0627\u06cc\u062a\u0648\u0646) \u06cc\u0627 Next.js API (TypeScript)<\/li>\n<li>\n<strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647<\/strong>: postgresql \u060c redis \u060c pinecone (\u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631)<\/li>\n<li>\n<strong>\u0627\u0639\u0632\u0627\u0645<\/strong>: Vercel \u060c AWS \u060c Docker \u060c Kubernetes<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-4\"><\/span>\n<p>  <strong>\ud83c\udfaf \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"5%E2%83%A3_%D9%81%D8%A7%D8%B2_5_%D9%85%D9%88%D8%B6%D9%88%D8%B9%D8%A7%D8%AA_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  <strong>5\u20e3 \u0641\u0627\u0632 5: \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0642\u062a\u06cc \u0631\u0627\u062d\u062a \u0634\u062f\u06cc \u060c <strong>\u062f\u0627\u0646\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%85%D8%A8%D8%A7%D8%AD%D8%AB_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_AI\"><\/span>\n<p>  <strong>\ud83d\udccc \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 LLMS<\/strong> (\u0645\u062f\u0644 \u0647\u0627\u06cc AI \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0631\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627)<\/li>\n<li>\n<strong>\u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc AI \u0686\u0646\u062f \u062d\u0627\u0644\u062a\u0647<\/strong> (\u062a\u0635\u0627\u0648\u06cc\u0631 \u060c \u0645\u062a\u0646 \u060c \u0635\u0648\u062a\u06cc)<\/li>\n<li>\n<strong>\u0627\u06cc\u0645\u0646\u06cc \u0648 \u0627\u062e\u0644\u0627\u0642 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> (\u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0639\u0635\u0628 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u062a\u0648\u0647\u0645)<\/li>\n<li>\n<strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646<\/strong> (\u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 Llama \u060c Falcon \u060c mistral \u062f\u0631 \u0633\u0631\u0648\u0631 \u0634\u0645\u0627)<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D9%86_%D8%A2%D9%88%D8%B1%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-3\"><\/span>\n<p>  <strong>\ud83d\udccc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>llama.cpp \u060c vllm<\/strong> (\u0645\u062f\u0644 \u0647\u0627\u06cc AI \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f)<\/li>\n<li>\n<strong>\u0627\u0646\u062a\u0634\u0627\u0631 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\u06a9\u0646\u06cc\u062f <strong>Backend AI \u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 \u0648 UI \u062f\u0627\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u2705 \u0633\u0627\u062e\u062a <strong>\u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.<\/p>\n<p>\u2705 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0628\u0627 <strong>Langchain.js \u060c Openai \u0648 \u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0648\u0631\u062a<\/strong>\u0628\u0634\u0631  <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0634\u0645\u0627 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 Typescript Full-Stack\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0642\u0637\u0639\u0627\u064b \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Genai \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u062e\u0627\u0635 AI. \u062f\u0631 \u0632\u06cc\u0631 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Genai \u0628\u0633\u0627\u0632\u06cc\u062f\u0628\u0634\u0631 \ud83d\ude80 \u0627\u06cc\u0646 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0628\u0647 \u062f\u0627\u062e\u0644 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":96904,"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-96903","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\/96903","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=96903"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96903\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96904"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}