{"id":97953,"date":"2025-02-18T01:42:35","date_gmt":"2025-02-17T22:12:35","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/"},"modified":"2025-02-18T01:42:35","modified_gmt":"2025-02-17T22:12:35","slug":"building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/","title":{"rendered":"\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0639\u0627\u0645\u0644 AI \u0628\u0627 Langgraph \u060c TypeScript \u060c Next.js \u060c tailwindcss \u0648 pinecone &#8211; \u0642\u0633\u0645\u062a 2"},"content":{"rendered":"<div data-article-id=\"2284576\" id=\"article-body\">\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 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href=\"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7_%D9%88_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7_%D8%AF%D8%B1_%D9%82%D8%B3%D9%85%D8%AA_2\" >\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a 2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_Langgraph\" >\u0645\u0631\u062d\u0644\u0647 1: \u0627\u062c\u0631\u0627\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Langgraph<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#1_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D8%B9%D8%A7%D9%85%D9%84_AI_%D8%B1%D8%A7_%D8%AF%D8%B1_Langgraph_%D8%A7%D8%B5%D9%84%D8%A7%D8%AD_%DA%A9%D9%86%DB%8C%D8%AF\" >1. \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644 AI \u0631\u0627 \u062f\u0631 Langgraph \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/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\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A7%D8%B1%D8%AA%D9%82%D8%A7%D8%A1_API_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D8%A7%D8%B2_%D9%85%DA%A9%D8%A7%D9%84%D9%85%D8%A7%D8%AA_%D9%85%D8%AA%D9%86%DB%8C\" >\u0645\u0631\u062d\u0644\u0647 2: \u0627\u0631\u062a\u0642\u0627\u0621 API \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0645\u062a\u0646\u06cc<\/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\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AA%D9%82%D9%88%DB%8C%D8%AA_UI_Frontend_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%86%D8%AA_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\" >\u0645\u0631\u062d\u0644\u0647 3: \u062a\u0642\u0648\u06cc\u062a UI Frontend \u0628\u0631\u0627\u06cc \u0686\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D8%A8%D8%B1%D9%88%D8%B2%D8%B1%D8%B3%D8%A7%D9%86%DB%8C_pagesindextsx\" >\u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc pages\/index.tsx<\/a><\/li><\/ul><\/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\/building-an-ai-agent-with-langgraph-typescript-nextjs-tailwindcss-and-pinecone-part-2-3n8\/#%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A7%D8%AD%D8%AA%D9%85%D8%A7%D9%84%DB%8C\" >\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc:<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  <strong>\u0645\u0642\u062f\u0645\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 <strong>\u0642\u0633\u0645\u062a 1<\/strong>\u060c \u0645\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0627\u062e\u062a\u06cc\u0645 <strong>langgraph \u060c next.js \u060c tailwindcss \u0648 pinecone<\/strong>\u0628\u0634\u0631 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f \u060c \u062f\u0627\u0646\u0634 \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 Pinecone \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 GPT OpenAI \u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u060c \u062f\u0631 <strong>\u0642\u0633\u0645\u062a 2<\/strong>\u060c \u0645\u0627 <strong>\u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627 \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0639\u0627\u0645\u0644<\/strong>\u0628\u0627 <strong>\u062d\u0627\u0641\u0638\u0647 \u0645\u062a\u0646<\/strong>\u0648\u062a <strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0645\u06a9\u0627\u0644\u0645\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>\u0628\u0634\u0631 \u0628\u0627 \u067e\u0627\u06cc\u0627\u0646 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u06cc\u06a9 \u062f\u0633\u062a\u06cc\u0627\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0639\u0627\u0645\u0644 \u0645\u062f\u0627\u0648\u0645 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7_%D9%88_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7_%D8%AF%D8%B1_%D9%82%D8%B3%D9%85%D8%AA_2\"><\/span>\n<p>  <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a 2<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u2705 <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0639\u0627\u0645\u0644<\/strong> &#8211; \u0627\u062c\u0631\u0627\u06cc \u0639\u0648\u0627\u0645\u0644 \u0627\u0636\u0627\u0641\u06cc AI \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641.<\/p>\n<p>\u2705 <strong>\u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a<\/strong> -\u0630\u062e\u06cc\u0631\u0647 \u062a\u0639\u0627\u0645\u0644 \u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u062f\u0631 Pinecone \u0628\u0631\u0627\u06cc \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0622\u06af\u0627\u0647 \u0627\u0632 \u0645\u062a\u0646.<\/p>\n<p>\u2705 <strong>\u0645\u06a9\u0627\u0644\u0645\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc UI<\/strong> &#8211; \u0628\u0647\u0628\u0648\u062f \u062a\u062c\u0631\u0628\u0647 \u06af\u067e \u0628\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0632\u0646\u062f\u0647.<\/p>\n<p>\u2705 <strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0645\u0627\u0633 API<\/strong> &#8211; \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0639\u0648\u0627\u0645\u0644 AI \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062e\u0627\u0631\u062c\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u0646\u062f.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_Langgraph\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 1: \u0627\u062c\u0631\u0627\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Langgraph<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0623\u0645\u0648\u0631\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u063a\u0627\u0644\u0628\u0627\u064b \u0628\u0627\u06cc\u062f \u0648\u0638\u0627\u06cc\u0641 \u0631\u0627 \u0628\u0647 \u0645\u0623\u0645\u0648\u0631\u06cc\u0646 \u062a\u062e\u0635\u0635\u06cc \u0648\u0627\u06af\u0630\u0627\u0631 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u06af\u0627\u0646 \u0639\u0645\u0648\u0645\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u0646\u0627\u062f \u06cc\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D8%B9%D8%A7%D9%85%D9%84_AI_%D8%B1%D8%A7_%D8%AF%D8%B1_Langgraph_%D8%A7%D8%B5%D9%84%D8%A7%D8%AD_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>1. \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644 AI \u0631\u0627 \u062f\u0631 Langgraph \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f <code>\/lib\/multiAgentGraph.ts<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">OpenAI<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">openai<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">Pinecone<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">@pinecone-database\/pinecone<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">Graph<\/span><span class=\"p\">,<\/span> <span class=\"nx\">Node<\/span><span class=\"p\">,<\/span> <span class=\"nx\">Edge<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">langgraph<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">type<\/span> <span class=\"nx\">AIContext<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span> <span class=\"na\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span> <span class=\"nl\">response<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span> <span class=\"nl\">memory<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">[]<\/span> <span class=\"p\">};<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">openai<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">OpenAI<\/span><span class=\"p\">(<\/span><span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_OPENAI_API_KEY<\/span><span class=\"o\">!<\/span><span class=\"p\">);<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">pinecone<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Pinecone<\/span><span class=\"p\">({<\/span>\n  <span class=\"na\">apiKey<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_API_KEY<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span>\n  <span class=\"na\">environment<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_ENVIRONMENT<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">aiGraph<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">Graph<\/span><span class=\"o\">&lt;<\/span><span class=\"nx\">AIContext<\/span><span class=\"o\">&gt;<\/span><span class=\"p\">();<\/span>\n\n<span class=\"c1\">\/\/ General Query Agent<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">generalAgent<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Node<\/span><span class=\"p\">(<\/span><span class=\"k\">async <\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">response<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">openai<\/span><span class=\"p\">.<\/span><span class=\"nx\">chat<\/span><span class=\"p\">.<\/span><span class=\"nx\">completions<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">({<\/span>\n    <span class=\"na\">model<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">gpt-4<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">messages<\/span><span class=\"p\">:<\/span> <span class=\"p\">[{<\/span> <span class=\"na\">role<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">user<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"na\">content<\/span><span class=\"p\">:<\/span> <span class=\"nx\">ctx<\/span><span class=\"p\">.<\/span><span class=\"nx\">query<\/span> <span class=\"p\">}],<\/span>\n  <span class=\"p\">});<\/span>\n  <span class=\"nx\">ctx<\/span><span class=\"p\">.<\/span><span class=\"nx\">response<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">response<\/span><span class=\"p\">.<\/span><span class=\"nx\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"nx\">message<\/span><span class=\"p\">.<\/span><span class=\"nx\">content<\/span><span class=\"p\">;<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"c1\">\/\/ Memory Storage Agent<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">memoryAgent<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Node<\/span><span class=\"p\">(<\/span><span class=\"k\">async <\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">vectorStore<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">pinecone<\/span><span class=\"p\">.<\/span><span class=\"nf\">index<\/span><span class=\"p\">(<\/span><span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_INDEX<\/span><span class=\"o\">!<\/span><span class=\"p\">);<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">vectorStore<\/span><span class=\"p\">.<\/span><span class=\"nf\">upsert<\/span><span class=\"p\">([{<\/span> <span class=\"na\">id<\/span><span class=\"p\">:<\/span> <span class=\"nb\">Date<\/span><span class=\"p\">.<\/span><span class=\"nf\">now<\/span><span class=\"p\">().<\/span><span class=\"nf\">toString<\/span><span class=\"p\">(),<\/span> <span class=\"na\">values<\/span><span class=\"p\">:<\/span> <span class=\"nx\">ctx<\/span><span class=\"p\">.<\/span><span class=\"nx\">query<\/span> <span class=\"p\">}]);<\/span>\n  <span class=\"nx\">ctx<\/span><span class=\"p\">.<\/span><span class=\"nx\">memory<\/span><span class=\"p\">.<\/span><span class=\"nf\">push<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">.<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"nx\">aiGraph<\/span><span class=\"p\">.<\/span><span class=\"nf\">addNode<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">General Query Agent<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"nx\">generalAgent<\/span><span class=\"p\">);<\/span>\n<span class=\"nx\">aiGraph<\/span><span class=\"p\">.<\/span><span class=\"nf\">addNode<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">Memory Agent<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"nx\">memoryAgent<\/span><span class=\"p\">);<\/span>\n<span class=\"nx\">aiGraph<\/span><span class=\"p\">.<\/span><span class=\"nf\">addEdge<\/span><span class=\"p\">(<\/span><span class=\"k\">new<\/span> <span class=\"nc\">Edge<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">Start<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">General Query Agent<\/span><span class=\"dl\">\"<\/span><span class=\"p\">));<\/span>\n<span class=\"nx\">aiGraph<\/span><span class=\"p\">.<\/span><span class=\"nf\">addEdge<\/span><span class=\"p\">(<\/span><span class=\"k\">new<\/span> <span class=\"nc\">Edge<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">General Query Agent<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">Memory Agent<\/span><span class=\"dl\">\"<\/span><span class=\"p\">));<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">aiGraph<\/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\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a <strong>\u0641\u0631\u0622\u0648\u0631\u06cc \u0634\u062f\u0647<\/strong> \u062a\u0648\u0633\u0637 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0639\u0645\u0648\u0645\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 <strong>\u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647<\/strong> \u0628\u0631\u0627\u06cc \u0645\u0631\u062c\u0639 \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 Pinecone.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A7%D8%B1%D8%AA%D9%82%D8%A7%D8%A1_API_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D8%A7%D8%B2_%D9%85%DA%A9%D8%A7%D9%84%D9%85%D8%A7%D8%AA_%D9%85%D8%AA%D9%86%DB%8C\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 2: \u0627\u0631\u062a\u0642\u0627\u0621 API \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0645\u062a\u0646\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc <code>\/pages\/api\/ask.ts<\/code> \u0628\u0647 <strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u0627\u0641\u0638\u0647<\/strong> \u0648 \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062a\u0639\u0627\u0645\u0644 \u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u0627\u062f \u0628\u06cc\u0627\u0648\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NextApiRequest<\/span><span class=\"p\">,<\/span> <span class=\"nx\">NextApiResponse<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">next<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">aiGraph<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">..\/..\/lib\/multiAgentGraph<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">Pinecone<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">@pinecone-database\/pinecone<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">pinecone<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Pinecone<\/span><span class=\"p\">({<\/span>\n  <span class=\"na\">apiKey<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_API_KEY<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span>\n  <span class=\"na\">environment<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_ENVIRONMENT<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">handler<\/span><span class=\"p\">(<\/span><span class=\"nx\">req<\/span><span class=\"p\">:<\/span> <span class=\"nx\">NextApiRequest<\/span><span class=\"p\">,<\/span> <span class=\"nx\">res<\/span><span class=\"p\">:<\/span> <span class=\"nx\">NextApiResponse<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n  <span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"nx\">req<\/span><span class=\"p\">.<\/span><span class=\"nx\">method<\/span> <span class=\"o\">!==<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">POST<\/span><span class=\"dl\">\"<\/span><span class=\"p\">)<\/span> <span class=\"k\">return<\/span> <span class=\"nx\">res<\/span><span class=\"p\">.<\/span><span class=\"nf\">status<\/span><span class=\"p\">(<\/span><span class=\"mi\">405<\/span><span class=\"p\">).<\/span><span class=\"nf\">json<\/span><span class=\"p\">({<\/span> <span class=\"na\">error<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">Method Not Allowed<\/span><span class=\"dl\">\"<\/span> <span class=\"p\">});<\/span>\n\n  <span class=\"kd\">const<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">query<\/span> <span class=\"p\">}<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">req<\/span><span class=\"p\">.<\/span><span class=\"nx\">body<\/span><span class=\"p\">;<\/span>\n  <span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"o\">!<\/span><span class=\"nx\">query<\/span><span class=\"p\">)<\/span> <span class=\"k\">return<\/span> <span class=\"nx\">res<\/span><span class=\"p\">.<\/span><span class=\"nf\">status<\/span><span class=\"p\">(<\/span><span class=\"mi\">400<\/span><span class=\"p\">).<\/span><span class=\"nf\">json<\/span><span class=\"p\">({<\/span> <span class=\"na\">error<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">Missing query<\/span><span class=\"dl\">\"<\/span> <span class=\"p\">});<\/span>\n\n  <span class=\"kd\">const<\/span> <span class=\"nx\">vectorStore<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">pinecone<\/span><span class=\"p\">.<\/span><span class=\"nf\">index<\/span><span class=\"p\">(<\/span><span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">NEXT_PUBLIC_PINECONE_INDEX<\/span><span class=\"o\">!<\/span><span class=\"p\">);<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">previousContext<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">vectorStore<\/span><span class=\"p\">.<\/span><span class=\"nf\">query<\/span><span class=\"p\">({<\/span> <span class=\"na\">topK<\/span><span class=\"p\">:<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"nx\">query<\/span> <span class=\"p\">});<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">memory<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">previousContext<\/span><span class=\"p\">.<\/span><span class=\"nx\">matches<\/span><span class=\"p\">.<\/span><span class=\"nf\">map<\/span><span class=\"p\">((<\/span><span class=\"nx\">match<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nx\">match<\/span><span class=\"p\">.<\/span><span class=\"nx\">id<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"kd\">const<\/span> <span class=\"nx\">context<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">query<\/span><span class=\"p\">,<\/span> <span class=\"na\">response<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"\"<\/span><span class=\"p\">,<\/span> <span class=\"nx\">memory<\/span> <span class=\"p\">};<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">aiGraph<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">(<\/span><span class=\"nx\">context<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"k\">return<\/span> <span class=\"nx\">res<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">({<\/span> <span class=\"na\">response<\/span><span class=\"p\">:<\/span> <span class=\"nx\">context<\/span><span class=\"p\">.<\/span><span class=\"nx\">response<\/span> <span class=\"p\">});<\/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>\u0627\u06a9\u0646\u0648\u0646 \u060c \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f <strong>\u062a\u0639\u0627\u0645\u0644 \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/strong>\u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u06a9\u0627\u0644\u0645\u0647 <strong>\u0637\u0628\u06cc\u0639\u06cc \u062a\u0631 \u0648 \u0645\u062a\u0646\u06cc \u062a\u0631<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AA%D9%82%D9%88%DB%8C%D8%AA_UI_Frontend_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%86%D8%AA_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 3: \u062a\u0642\u0648\u06cc\u062a UI Frontend \u0628\u0631\u0627\u06cc \u0686\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0631\u0627\u0628\u0637 \u0686\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <strong>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%88%D8%B2%D8%B1%D8%B3%D8%A7%D9%86%DB%8C_pagesindextsx\"><\/span>\n<p>  <strong>\u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc <code>pages\/index.tsx<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">react<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">Home<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">query<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setQuery<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"\"<\/span><span class=\"p\">);<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">conversation<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setConversation<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">useState<\/span><span class=\"o\">&lt;<\/span><span class=\"p\">{<\/span> <span class=\"na\">user<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">;<\/span> <span class=\"nl\">ai<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span> <span class=\"p\">}[]<\/span><span class=\"o\">&gt;<\/span><span class=\"p\">([]);<\/span>\n\n  <span class=\"kd\">const<\/span> <span class=\"nx\">handleSubmit<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n    <span class=\"kd\">const<\/span> <span class=\"nx\">res<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">fetch<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">\/api\/ask<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span>\n      <span class=\"na\">method<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">POST<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span>\n      <span class=\"na\">headers<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">Content-Type<\/span><span class=\"dl\">\"<\/span><span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">application\/json<\/span><span class=\"dl\">\"<\/span> <span class=\"p\">},<\/span>\n      <span class=\"na\">body<\/span><span class=\"p\">:<\/span> <span class=\"nx\">JSON<\/span><span class=\"p\">.<\/span><span class=\"nf\">stringify<\/span><span class=\"p\">({<\/span> <span class=\"nx\">query<\/span> <span class=\"p\">}),<\/span>\n    <span class=\"p\">});<\/span>\n    <span class=\"kd\">const<\/span> <span class=\"nx\">data<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">res<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">();<\/span>\n    <span class=\"nf\">setConversation<\/span><span class=\"p\">([...<\/span><span class=\"nx\">conversation<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"na\">user<\/span><span class=\"p\">:<\/span> <span class=\"nx\">query<\/span><span class=\"p\">,<\/span> <span class=\"na\">ai<\/span><span class=\"p\">:<\/span> <span class=\"nx\">data<\/span><span class=\"p\">.<\/span><span class=\"nx\">response<\/span> <span class=\"p\">}]);<\/span>\n    <span class=\"nf\">setQuery<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"\"<\/span><span class=\"p\">);<\/span>\n  <span class=\"p\">};<\/span>\n\n  <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n    <span class=\"o\">&lt;<\/span><span class=\"nx\">div<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">container mx-auto p-6<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span>\n      <span class=\"o\">&lt;<\/span><span class=\"nx\">h1<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text-2xl font-bold<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span><span class=\"nx\">AI<\/span> <span class=\"nx\">Agent<\/span> <span class=\"nx\">Chat<\/span><span class=\"o\">&lt;<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">&gt;\n<\/span>      <span class=\"o\">&lt;<\/span><span class=\"nx\">div<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">chat-box mt-4 p-4 border rounded<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span>\n        <span class=\"p\">{<\/span><span class=\"nx\">conversation<\/span><span class=\"p\">.<\/span><span class=\"nf\">map<\/span><span class=\"p\">((<\/span><span class=\"nx\">msg<\/span><span class=\"p\">,<\/span> <span class=\"nx\">index<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">(<\/span>\n          <span class=\"o\">&lt;<\/span><span class=\"nx\">div<\/span> <span class=\"nx\">key<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">index<\/span><span class=\"p\">}<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">mt-2<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span>\n            <span class=\"o\">&lt;<\/span><span class=\"nx\">p<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text-blue-600<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span><span class=\"na\">User<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">msg<\/span><span class=\"p\">.<\/span><span class=\"nx\">user<\/span><span class=\"p\">}<\/span><span class=\"o\">&lt;<\/span><span class=\"sr\">\/p<\/span><span class=\"err\">&gt;\n<\/span>            <span class=\"o\">&lt;<\/span><span class=\"nx\">p<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text-gray-700<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span><span class=\"na\">AI<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">msg<\/span><span class=\"p\">.<\/span><span class=\"nx\">ai<\/span><span class=\"p\">}<\/span><span class=\"o\">&lt;<\/span><span class=\"sr\">\/p<\/span><span class=\"err\">&gt;\n<\/span>          <span class=\"o\">&lt;<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">&gt;\n<\/span>        <span class=\"p\">))}<\/span>\n      <span class=\"o\">&lt;<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">&gt;\n<\/span>      <span class=\"o\">&lt;<\/span><span class=\"nx\">input<\/span>\n        <span class=\"kd\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span>\n        <span class=\"nx\">placeholder<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">Ask something...<\/span><span class=\"dl\">\"<\/span>\n        <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">query<\/span><span class=\"p\">}<\/span>\n        <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{(<\/span><span class=\"nx\">e<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nf\">setQuery<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span>\n        <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">w-full p-2 border rounded mt-4<\/span><span class=\"dl\">\"<\/span>\n      <span class=\"o\">\/&gt;<\/span>\n      <span class=\"o\">&lt;<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handleSubmit<\/span><span class=\"p\">}<\/span> <span class=\"nx\">className<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">mt-4 bg-blue-500 text-white p-2 rounded<\/span><span class=\"dl\">\"<\/span><span class=\"o\">&gt;<\/span><span class=\"nx\">Ask<\/span><span class=\"o\">&lt;<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">&gt;\n<\/span>    <span class=\"o\">&lt;<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">&gt;\n<\/span>  <span class=\"p\">);<\/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<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A7%D8%AD%D8%AA%D9%85%D8%A7%D9%84%DB%8C\"><\/span>\n<p>  <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc:<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u2705 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc <strong>\u0627\u062f\u063a\u0627\u0645 API \u062e\u0627\u0631\u062c\u06cc<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc).<\/p>\n<p>\u2705 \u0645\u0639\u0631\u0641\u06cc <strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u0645\u062f\u0631\u0646<\/strong> (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u060c \u0635\u062f\u0627 \u0648 \u0627\u0633\u0646\u0627\u062f).<\/p>\n<p>ation \u0639\u0627\u0645\u0644 AI \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f <strong>Vercel \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u2705 \u0628\u0647\u0628\u0648\u062f <strong>UI \/ X<\/strong> \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u06af\u067e \u062a\u0639\u0627\u0645\u0644\u06cc \u062a\u0631.<\/p>\n<p>\u2705 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 <strong>\u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u062e\u0635\u06cc<\/strong> \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u06a9\u0627\u0631\u0628\u0631.  <\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a <strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u060c \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0648 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0647\u0648\u0634\u0645\u0646\u062f<\/strong>\u0628\u0634\u0631 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0628\u0631\u062f\u061f \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u0645! \ud83d\udca1<\/p>\n<p>\ud83d\udd17 \u0628\u0647 \u062e\u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f: https:\/\/bobbyhalljr.dev\/newsletter <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a 1\u060c \u0645\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0627\u062e\u062a\u06cc\u0645 langgraph \u060c next.js \u060c tailwindcss \u0648 pinecone\u0628\u0634\u0631 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f \u060c \u062f\u0627\u0646\u0634 \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 Pinecone \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 GPT OpenAI \u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f. \u0627\u06a9\u0646\u0648\u0646 \u060c &hellip;<\/p>\n","protected":false},"author":2,"featured_media":97954,"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-97953","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\/97953","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=97953"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/97953\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/97954"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=97953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=97953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=97953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}