{"id":95717,"date":"2025-02-02T18:11:43","date_gmt":"2025-02-02T14:41:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/"},"modified":"2025-02-02T18:11:43","modified_gmt":"2025-02-02T14:41:43","slug":"%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/","title":{"rendered":"\u062a\u0648\u0633\u0639\u0647 \u067e\u0631\u0648\u0698\u0647 AI \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0633\u0627\u0644 2025"},"content":{"rendered":"<div data-article-id=\"2255308\" id=\"article-body\">\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 <strong>\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u062a\u0641\u0635\u06cc\u0644\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a <strong>\u0628\u0631\u0646\u0627\u0645\u0647 AI \u062a\u0648\u0644\u06cc\u062f\u06cc<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>next.js \u060c nestjs \u060c openai \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 MongoDB<\/strong>\u0628\u0634\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 <strong>\u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f \u0634\u0631\u06a9\u062a \u060c \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>\u060c \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 <strong>\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0647\u0648\u0634\u0645\u0646\u062f<\/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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a 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href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_%D9%88_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D8%A7%D8%AE%D8%AA%DB%8C%D8%A7%D8%B1%DB%8C\" >\ud83d\udccc \u0641\u0627\u0632 4: \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 (\u0627\u062e\u062a\u06cc\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-14\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-4\" >\ud83c\udfaf \u0647\u062f\u0641:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-3\" >\ud83d\udd25 \u06af\u0627\u0645:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-4\" >\ud83d\udee0 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/a><\/li><\/ul><\/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%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\" >\ud83d\udccc \u0645\u0631\u062d\u0644\u0647 5: \u0627\u062c\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-5\" >\ud83c\udfaf \u0647\u062f\u0641:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-4\" >\ud83d\udd25 \u06af\u0627\u0645:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-5\" >\ud83d\udee0 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_6_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_API_Nestjs\" >\ud83d\udccc \u0641\u0627\u0632 6: \u062a\u0648\u0633\u0639\u0647 API (Nestjs)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-6\" >\ud83c\udfaf \u0647\u062f\u0641:<\/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\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-5\" >\ud83d\udd25 \u06af\u0627\u0645:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-6\" >\ud83d\udee0 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_7_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_Frontend_Nextjs\" >\ud83d\udccc \u0641\u0627\u0632 7: \u0627\u062f\u063a\u0627\u0645 Frontend (Next.js)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-7\" >\ud83c\udfaf \u0647\u062f\u0641:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-6\" >\ud83d\udd25 \u06af\u0627\u0645:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-7\" >\ud83d\udee0 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D9%85%D8%B1%D8%AD%D9%84%D9%87_8_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1\" >\ud83d\udccc \u0645\u0631\u062d\u0644\u0647 8: \u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%93%8C_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%D9%88_%D8%AA%DA%A9%D8%B1%D8%A7%D8%B1_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1_%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\" >\ud83d\udccc \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0648 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631 (\u0645\u0631\u062d\u0644\u0647 \u0646\u0647\u0627\u06cc\u06cc)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-8\" >\ud83c\udfaf \u0647\u062f\u0641:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%F0%9F%94%A5_%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%B4%D9%85%D8%A7\" >\ud83d\udd25 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647\u0628\u0648\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u0645\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1_%D8%B1%D8%A7_%D8%AC%D9%85%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 1: \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u062c\u0645\u0639 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%D8%B1%D8%A7_%D8%AF%D8%B1_MongoDB_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0631\u0627 \u062f\u0631 MongoDB \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D9%BE%D8%A7%D8%B3%D8%AE%D9%87%D8%A7%DB%8C_%D9%86%D8%A7%D8%AF%D8%B1%D8%B3%D8%AA_AI_%D8%B1%D8%A7_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 3: \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a AI \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 4: \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d9%88%d8%b3%d8%b9%d9%87-%d9%be%d8%b1%d9%88%da%98%d9%87-ai-%da%af%d8%a7%d9%85-%d8%a8%d9%87-%da%af%d8%a7%d9%85-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%af%d8%b1\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D9%85%D8%AF%D8%A7%D9%88%D9%85_%D9%88_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1\" >\u0645\u0631\u062d\u0644\u0647 5: \u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0627\u0648\u0645 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%9A%80_%D9%86%D9%82%D8%B4%D9%87_%D8%B1%D8%A7%D9%87_%D9%BE%D8%B1%D9%88%DA%98%D9%87_AI\"><\/span>\n<p>  \ud83d\ude80 <strong>\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u067e\u0631\u0648\u0698\u0647 AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u062e\u062a \u06cc\u0627\u0641\u062a\u0647 <strong>\u067e\u0627\u06cc\u0627\u0646 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646<\/strong> \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0633\u0627\u062e\u062a <strong>\u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 AI \u062a\u0648\u0644\u06cc\u062f\u06cc.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_1_%D9%85%D8%B4%DA%A9%D9%84_%D9%88_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%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\udccc <strong>\u0641\u0627\u0632 1: \u0645\u0634\u06a9\u0644 \u0648 \u0637\u0631\u0627\u062d\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u062a\u0639\u0631\u06cc\u0641 <strong>\u0628\u06cc\u0627\u0646\u06cc\u0647 \u0645\u0634\u06a9\u0644<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0627\u0633\u0646\u0627\u062f \u062f\u0627\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c chatbot \u060c \u062e\u0644\u0627\u0635\u0647).<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u0634\u0645\u0627 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0627\u0631\u06cc\u062f<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u060c \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644 \u060c \u062e\u0644\u0627\u0635\u0647).<\/li>\n<li>\u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0646 <strong>\u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u060c \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0627\u0633\u0646\u0627\u062f).<\/li>\n<li>\u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0631\u062f\u0646 <strong>\u0642\u0627\u0644\u0628 \u062e\u0631\u0648\u062c\u06cc<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0645\u062a\u0646 \u0633\u0627\u062f\u0647 \u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc).<\/li>\n<li>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc <strong>\u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 MongoDB \u060c RAG).<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647<\/strong>: AI \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 \u060c RAG (\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627).<\/li>\n<li>\n<strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>: \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u06a9\u062a\u0648\u0631 \u0627\u0637\u0644\u0633 MongoDB.<\/li>\n<li>\n<strong>next.js &#038; nestjs<\/strong>: \u062a\u0648\u0633\u0639\u0647 \u062a\u0645\u0627\u0645 \u067e\u0634\u062a\u0647.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_2_%D8%AC%D9%85%D8%B9_%D8%A2%D9%88%D8%B1%DB%8C_%D9%88_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \ud83d\udccc <strong>\u0641\u0627\u0632 2: \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-2\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u062c\u0645\u0639 \u06a9\u0631\u062f\u0646 <strong>\u0627\u0633\u0646\u0627\u062f \u0634\u0631\u06a9\u062a<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c PDFS \u060c WORD \u060c CSVS \u060c JSON).<\/li>\n<li>\u0627\u0633\u0646\u0627\u062f \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 <strong>\u06a9\u0627\u0631\u0622\u0645\u062f<\/strong> \u062f\u0631 MongoDB<\/li>\n<li>\u062a\u0648\u0644\u06cc\u062f \u0648 \u0630\u062e\u06cc\u0631\u0647 <strong>\u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<p><strong>\u0627\u0637\u0644\u0633 MongoDB \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u0628\u0627\u0646\u06a9 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc <strong>\u0627\u0633\u0646\u0627\u062f \u0648 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 <strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/strong>:<\/p>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>   npm <span class=\"nb\">install <\/span>openai mongoose @nestjs\/mongoose\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<ol>\n<li>\n<strong>\u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u062f\u0631 MongoDB \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"kd\">const<\/span> <span class=\"nx\">documentSchema<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">mongoose<\/span><span class=\"p\">.<\/span><span class=\"nc\">Schema<\/span><span class=\"p\">({<\/span>\n     <span class=\"na\">content<\/span><span class=\"p\">:<\/span> <span class=\"nb\">String<\/span><span class=\"p\">,<\/span>\n     <span class=\"na\">embedding<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span> <span class=\"na\">type<\/span><span class=\"p\">:<\/span> <span class=\"nb\">Array<\/span><span class=\"p\">,<\/span> <span class=\"na\">default<\/span><span class=\"p\">:<\/span> <span class=\"p\">[]<\/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<ol>\n<li>\n<strong>\u062a\u0628\u062f\u06cc\u0644 \u0627\u0633\u0646\u0627\u062f \u0628\u0647 \u062a\u0639\u0628\u06cc\u0647<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"k\">import<\/span> <span class=\"nx\">OpenAI<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">openai<\/span><span class=\"dl\">'<\/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=\"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\">OPENAI_API_KEY<\/span> <span class=\"p\">});<\/span>\n\n   <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">generateEmbedding<\/span><span class=\"p\">(<\/span><span class=\"nx\">text<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/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\">embeddings<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">({<\/span>\n       <span class=\"na\">input<\/span><span class=\"p\">:<\/span> <span class=\"nx\">text<\/span><span class=\"p\">,<\/span>\n       <span class=\"na\">model<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">text-embedding-ada-002<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span>\n     <span class=\"p\">});<\/span>\n\n     <span class=\"k\">return<\/span> <span class=\"nx\">response<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"nx\">embedding<\/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<ol>\n<li>\n<strong>\u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 MongoDB<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">storeDocument<\/span><span class=\"p\">(<\/span><span class=\"nx\">content<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n     <span class=\"kd\">const<\/span> <span class=\"nx\">embedding<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">generateEmbedding<\/span><span class=\"p\">(<\/span><span class=\"nx\">content<\/span><span class=\"p\">);<\/span>\n     <span class=\"k\">await<\/span> <span class=\"nx\">DocumentModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">({<\/span> <span class=\"nx\">content<\/span><span class=\"p\">,<\/span> <span class=\"nx\">embedding<\/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<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-2\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 \u0627\u0637\u0644\u0633 MongoDB<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u0622\u062a\u0634 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>Nestjs \u0628\u0627 MongoDB<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_3_%D9%BE%DB%8C%D8%B4_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \ud83d\udccc <strong>\u0641\u0627\u0632 3: \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-3\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u062a\u0645\u06cc\u0632 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 <strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u0627\u062c\u0631\u0627 <strong>\u062a\u06a9\u0647 \u0647\u0627\u06cc \u0633\u0646\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0628\u0647\u062a\u0631<\/li>\n<li>\u0630\u062e\u06cc\u0631\u0647 <strong>\u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-2\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0628\u062e\u0634 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"kd\">function<\/span> <span class=\"nf\">cleanText<\/span><span class=\"p\">(<\/span><span class=\"nx\">text<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">):<\/span> <span class=\"kr\">string<\/span> <span class=\"p\">{<\/span>\n     <span class=\"k\">return<\/span> <span class=\"nx\">text<\/span><span class=\"p\">.<\/span><span class=\"nf\">replace<\/span><span class=\"p\">(<\/span><span class=\"sr\">\/<\/span><span class=\"se\">(<\/span><span class=\"sr\">Disclaimer|Footer|Further Support<\/span><span class=\"se\">)<\/span><span class=\"sr\">.*\/g<\/span><span class=\"p\">,<\/span> <span class=\"dl\">''<\/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<ol>\n<li>\n<strong>\u0627\u0633\u0646\u0627\u062f \u0628\u0632\u0631\u06af \u062a\u06a9\u0647<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"kd\">function<\/span> <span class=\"nf\">chunkText<\/span><span class=\"p\">(<\/span><span class=\"nx\">text<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">,<\/span> <span class=\"nx\">chunkSize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">500<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n     <span class=\"k\">return<\/span> <span class=\"nx\">text<\/span><span class=\"p\">.<\/span><span class=\"nf\">match<\/span><span class=\"p\">(<\/span><span class=\"k\">new<\/span> <span class=\"nc\">RegExp<\/span><span class=\"p\">(<\/span><span class=\"s2\">`.{1,<\/span><span class=\"p\">${<\/span><span class=\"nx\">chunkSize<\/span><span class=\"p\">}<\/span><span class=\"s2\">}`<\/span><span class=\"p\">,<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">g<\/span><span class=\"dl\">'<\/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<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-3\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 (regex \u060c chunking \u060c \u062d\u0630\u0641 \u06a9\u0644\u0645\u0627\u062a \u062a\u0648\u0642\u0641)<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>Langchain \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u062a\u0646<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_%D9%88_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D8%A7%D8%AE%D8%AA%DB%8C%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  \ud83d\udccc <strong>\u0641\u0627\u0632 4: \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 (\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-4\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0622\u0645\u0648\u0632\u0634 a <strong>\u0645\u062f\u0644 OpenAi \u0633\u0641\u0627\u0631\u0634\u06cc<\/strong> \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632<\/li>\n<li>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 <strong>\u0628\u0631\u0627\u06cc \u0634\u0631\u0627\u06cc\u0637 \u062e\u0627\u0635 \u0635\u0646\u0639\u062a<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-3\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc (\u0642\u0627\u0644\u0628 JSONL)<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight json\"><code><span class=\"w\">   <\/span><span class=\"p\">{<\/span><span class=\"nl\">\"messages\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[{<\/span><span class=\"nl\">\"role\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"system\"<\/span><span class=\"p\">,<\/span><span class=\"w\"> <\/span><span class=\"nl\">\"content\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"You are a financial assistant.\"<\/span><span class=\"p\">},<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"nl\">\"role\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"user\"<\/span><span class=\"p\">,<\/span><span class=\"w\"> <\/span><span class=\"nl\">\"content\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"What is an ETF?\"<\/span><span class=\"p\">},<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"nl\">\"role\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"assistant\"<\/span><span class=\"p\">,<\/span><span class=\"w\"> <\/span><span class=\"nl\">\"content\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"An ETF is an exchange-traded fund.\"<\/span><span class=\"p\">}]}<\/span><span class=\"w\">\n<\/span><\/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<ol>\n<li>\n<strong>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 Openai<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>   openai api fine_tunes.create <span class=\"nt\">-t<\/span> dataset.jsonl <span class=\"nt\">-m<\/span> gpt-4\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-4\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u0628 OpenAi<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u0647\u062a\u0631<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span>\n<p>  \ud83d\udccc <strong>\u0645\u0631\u062d\u0644\u0647 5: \u0627\u062c\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-5\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0627\u062c\u0631\u0627 <strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631<\/strong> \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 <strong>\u0633\u0631\u06cc\u0639<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 MongoDB<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0646\u062f \u062a\u0637\u0628\u06cc\u0642.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-4\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">searchDocuments<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n     <span class=\"kd\">const<\/span> <span class=\"nx\">queryEmbedding<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">generateEmbedding<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n\n     <span class=\"k\">return<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">DocumentModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">find<\/span><span class=\"p\">({<\/span>\n       <span class=\"na\">$vectorSearch<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n         <span class=\"na\">queryVector<\/span><span class=\"p\">:<\/span> <span class=\"nx\">queryEmbedding<\/span><span class=\"p\">,<\/span>\n         <span class=\"na\">path<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">embedding<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span>\n         <span class=\"na\">numCandidates<\/span><span class=\"p\">:<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span>\n         <span class=\"na\">limit<\/span><span class=\"p\">:<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span>\n       <span class=\"p\">},<\/span>\n     <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<ol>\n<li>\n<strong>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 OpenAI \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">generateAIResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n     <span class=\"kd\">const<\/span> <span class=\"nx\">relevantDocs<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">searchDocuments<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n\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=\"s1\">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>\n         <span class=\"p\">{<\/span> <span class=\"na\">role<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">system<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"na\">content<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">Use the following documents to answer the user query:<\/span><span class=\"dl\">'<\/span> <span class=\"p\">},<\/span>\n         <span class=\"p\">...<\/span><span class=\"nx\">relevantDocs<\/span><span class=\"p\">.<\/span><span class=\"nf\">map<\/span><span class=\"p\">(<\/span><span class=\"nx\">doc<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">({<\/span> <span class=\"na\">role<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">user<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"na\">content<\/span><span class=\"p\">:<\/span> <span class=\"nx\">doc<\/span><span class=\"p\">.<\/span><span class=\"nx\">content<\/span> <span class=\"p\">})),<\/span>\n         <span class=\"p\">{<\/span> <span class=\"na\">role<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">user<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"na\">content<\/span><span class=\"p\">:<\/span> <span class=\"nx\">query<\/span> <span class=\"p\">},<\/span>\n       <span class=\"p\">],<\/span>\n     <span class=\"p\">});<\/span>\n\n     <span class=\"k\">return<\/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<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-5\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 MongoDB<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0627\u0648\u062a (RAG)<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_6_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_API_Nestjs\"><\/span>\n<p>  \ud83d\udccc <strong>\u0641\u0627\u0632 6: \u062a\u0648\u0633\u0639\u0647 API (Nestjs)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-6\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0633\u0627\u062e\u062a <strong>API \u0627\u0633\u062a\u0631\u0627\u062d\u062a<\/strong> \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/li>\n<li>\u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc <strong>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 AI<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-5\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0633\u0631\u0648\u06cc\u0633 AI \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"p\">@<\/span><span class=\"nd\">Injectable<\/span><span class=\"p\">()<\/span>\n   <span class=\"k\">export<\/span> <span class=\"kd\">class<\/span> <span class=\"nc\">AIService<\/span> <span class=\"p\">{<\/span>\n     <span class=\"k\">async<\/span> <span class=\"nf\">processQuery<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n       <span class=\"k\">return<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">generateAIResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n     <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<ol>\n<li>\n<strong>\u06a9\u0646\u062a\u0631\u0644\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"p\">@<\/span><span class=\"nd\">Controller<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">ai<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span>\n   <span class=\"k\">export<\/span> <span class=\"kd\">class<\/span> <span class=\"nc\">AIController<\/span> <span class=\"p\">{<\/span>\n     <span class=\"nf\">constructor<\/span><span class=\"p\">(<\/span><span class=\"k\">private<\/span> <span class=\"k\">readonly<\/span> <span class=\"nx\">aiService<\/span><span class=\"p\">:<\/span> <span class=\"nx\">AIService<\/span><span class=\"p\">)<\/span> <span class=\"p\">{}<\/span>\n\n     <span class=\"p\">@<\/span><span class=\"nd\">Post<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">query<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span>\n     <span class=\"k\">async<\/span> <span class=\"nf\">handleQuery<\/span><span class=\"p\">(@<\/span><span class=\"nd\">Body<\/span><span class=\"p\">()<\/span> <span class=\"nx\">data<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span> <span class=\"nl\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span> <span class=\"p\">})<\/span> <span class=\"p\">{<\/span>\n       <span class=\"k\">return<\/span> <span class=\"k\">this<\/span><span class=\"p\">.<\/span><span class=\"nx\">aiService<\/span><span class=\"p\">.<\/span><span class=\"nf\">processQuery<\/span><span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">.<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n     <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<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-6\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0648 \u062e\u062f\u0645\u0627\u062a Nestjs<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 API<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%81%D8%A7%D8%B2_7_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_Frontend_Nextjs\"><\/span>\n<p>  \ud83d\udccc <strong>\u0641\u0627\u0632 7: \u0627\u062f\u063a\u0627\u0645 Frontend (Next.js)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-7\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0627\u06cc\u062c\u0627\u062f a <strong>next.js ui<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/li>\n<li>\u0627\u0631\u0633\u0627\u0644 \u06a9\u0631\u062f\u0646 <strong>\u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f \u0628\u0647 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647<\/strong> \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%DA%AF%D8%A7%D9%85-6\"><\/span>\n<p>  \ud83d\udd25 <strong>\u06af\u0627\u0645<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u062a\u0645\u0627\u0633 API \u0627\u0632 Next.js<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">fetchAIResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/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=\"s1\">\/api\/ai-query<\/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=\"s1\">POST<\/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=\"k\">return<\/span> <span class=\"nx\">res<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/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<ol>\n<li>\n<strong>\u0645\u0624\u0644\u0641\u0647 UI \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight tsx\"><code>   <span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">AIChat<\/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\">response<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setResponse<\/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\n     <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">handleSubmit<\/span><span class=\"p\">()<\/span> <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=\"nf\">fetchAIResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n       <span class=\"nf\">setResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">);<\/span>\n     <span class=\"p\">}<\/span>\n\n     <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n       <span class=\"p\">&lt;<\/span><span class=\"nt\">div<\/span><span class=\"p\">&gt;<\/span>\n         <span class=\"p\">&lt;<\/span><span class=\"nt\">input<\/span> <span class=\"na\">type<\/span><span class=\"p\">=<\/span><span class=\"s\">\"text\"<\/span> <span class=\"na\">value<\/span><span class=\"p\">=<\/span><span class=\"si\">{<\/span><span class=\"nx\">query<\/span><span class=\"si\">}<\/span> <span class=\"na\">onChange<\/span><span class=\"p\">=<\/span><span class=\"si\">{<\/span><span class=\"nx\">e<\/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><span class=\"si\">}<\/span> <span class=\"p\">\/&gt;<\/span>\n         <span class=\"p\">&lt;<\/span><span class=\"nt\">button<\/span> <span class=\"na\">onClick<\/span><span class=\"p\">=<\/span><span class=\"si\">{<\/span><span class=\"nx\">handleSubmit<\/span><span class=\"si\">}<\/span><span class=\"p\">&gt;<\/span>Ask AI<span class=\"p\"\/><span class=\"nt\">button<\/span><span class=\"p\">&gt;<\/span>\n         <span class=\"p\">&lt;<\/span><span class=\"nt\">p<\/span><span class=\"p\">&gt;<\/span><span class=\"si\">{<\/span><span class=\"nx\">response<\/span><span class=\"si\">}<\/span><span class=\"p\"\/><span class=\"nt\">p<\/span><span class=\"p\">&gt;<\/span>\n       <span class=\"p\"\/><span class=\"nt\">div<\/span><span class=\"p\">&gt;<\/span>\n     <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<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A0_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C-7\"><\/span>\n<p>  \ud83d\udee0 <strong>\u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>Next.JS \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc API<\/strong>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u0648\u0627\u06a9\u0646\u0634 \u0642\u0644\u0627\u0628 \u0647\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0648\u0644\u062a<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D9%85%D8%B1%D8%AD%D9%84%D9%87_8_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1\"><\/span>\n<p>  \ud83d\udccc <strong>\u0645\u0631\u062d\u0644\u0647 8: \u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u0645\u0633\u062a\u0642\u0631 \u06a9\u0631\u062f\u0646 <strong>Next.js \u062f\u0631 Vercel<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u0645\u0633\u062a\u0642\u0631 \u06a9\u0631\u062f\u0646 <strong>Nestjs \u062f\u0631 AWS\/GCP<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0627\u0637\u0644\u0633 mongodb<\/strong> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%D9%88_%D8%AA%DA%A9%D8%B1%D8%A7%D8%B1_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1_%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\"><\/span>\n<p>  \ud83d\udccc <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0648 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631<\/strong> (\u0645\u0631\u062d\u0644\u0647 \u0646\u0647\u0627\u06cc\u06cc)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0648 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631<\/strong> \u0641\u0627\u0632 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0627 \u0642\u062f\u0631\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u0645\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627 \u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647 \u0627\u0633\u062a <strong>\u062f\u0642\u06cc\u0642 \u060c \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f<\/strong> \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%8E%AF_%D9%87%D8%AF%D9%81-8\"><\/span>\n<p>  \ud83c\udfaf <strong>\u0647\u062f\u0641<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u062c\u0645\u0639 \u06a9\u0631\u062f\u0646 <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631<\/strong> \u062f\u0631 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.\n<\/li>\n<li>\u062a\u062c\u0632\u06cc\u0647 \u06a9\u0631\u062f\u0646 <strong>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a AI<\/strong> \u0648 \u062f\u0642\u062a \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.\n<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647 \u06a9\u0631\u062f\u0646 <strong>\u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u062f\u0644<\/strong>\u0628\u0634\u0631\n<\/li>\n<li>\u0627\u062c\u0631\u0627 <strong>\u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0627\u0648\u0645<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u062e\u0648\u0631\u062f<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%B4%D9%85%D8%A7\"><\/span>\n<p>  \ud83d\udd25 <strong>\u0645\u0631\u0627\u062d\u0644 \u0628\u0647\u0628\u0648\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u0645\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1_%D8%B1%D8%A7_%D8%AC%D9%85%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u062c\u0645\u0639 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u06a9\u0646\u06cc\u062f <strong>\u067e\u0627\u0633\u062e\u0647\u0627\u06cc AI \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/strong> \u06cc\u0627 \u06af\u0632\u0627\u0631\u0634 \u0646\u0627\u062f\u0631\u0633\u062a \u0647\u0627<\/p>\n<p>\u2705 <strong>\u0627\u062c\u0631\u0627\u06cc Frontend (Next.JS UI)<\/strong><\/p>\n<ul>\n<li>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 a <strong>\u062f\u06a9\u0645\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f<\/strong> \u0628\u0647 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\n<\/li>\n<li>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \ud83d\udc4d\/\ud83d\udc4e \u060c 1-5 \u0633\u062a\u0627\u0631\u0647).\n<\/li>\n<\/ul>\n<p>\ud83d\udccc \u0645\u062b\u0627\u0644 (NEXT.JS \u0628\u0627\u0632\u062e\u0648\u0631\u062f UI):<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight tsx\"><code><span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">AIResponse<\/span><span class=\"p\">({<\/span> <span class=\"nx\">response<\/span> <span class=\"p\">})<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">feedback<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setFeedback<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">sendFeedback<\/span><span class=\"p\">(<\/span><span class=\"nx\">value<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n    <span class=\"k\">await<\/span> <span class=\"nf\">fetch<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/api\/feedback<\/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=\"s1\">POST<\/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\">response<\/span><span class=\"p\">,<\/span> <span class=\"na\">feedback<\/span><span class=\"p\">:<\/span> <span class=\"nx\">value<\/span> <span class=\"p\">}),<\/span>\n    <span class=\"p\">});<\/span>\n    <span class=\"nf\">setFeedback<\/span><span class=\"p\">(<\/span><span class=\"nx\">value<\/span><span class=\"p\">);<\/span>\n  <span class=\"p\">}<\/span>\n\n  <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n    <span class=\"p\">&lt;<\/span><span class=\"nt\">div<\/span><span class=\"p\">&gt;<\/span>\n      <span class=\"p\">&lt;<\/span><span class=\"nt\">p<\/span><span class=\"p\">&gt;<\/span><span class=\"si\">{<\/span><span class=\"nx\">response<\/span><span class=\"si\">}<\/span><span class=\"p\"\/><span class=\"nt\">p<\/span><span class=\"p\">&gt;<\/span>\n      <span class=\"p\">&lt;<\/span><span class=\"nt\">button<\/span> <span class=\"na\">onClick<\/span><span class=\"p\">=<\/span><span class=\"si\">{<\/span><span class=\"p\">()<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nf\">sendFeedback<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\ud83d\udc4d<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"p\">&gt;<\/span>\ud83d\udc4d<span class=\"p\"\/><span class=\"nt\">button<\/span><span class=\"p\">&gt;<\/span>\n      <span class=\"p\">&lt;<\/span><span class=\"nt\">button<\/span> <span class=\"na\">onClick<\/span><span class=\"p\">=<\/span><span class=\"si\">{<\/span><span class=\"p\">()<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nf\">sendFeedback<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\ud83d\udc4e<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"p\">&gt;<\/span>\ud83d\udc4e<span class=\"p\"\/><span class=\"nt\">button<\/span><span class=\"p\">&gt;<\/span>\n    <span class=\"p\"\/><span class=\"nt\">div<\/span><span class=\"p\">&gt;<\/span>\n  <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<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%D8%B1%D8%A7_%D8%AF%D8%B1_MongoDB_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0631\u0627 \u062f\u0631 MongoDB \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f <strong>\u0645\u0646\u06af\u0648\u0644\u0647<\/strong>\u0628\u0634\u0631<\/p>\n<p>\ud83d\udccc <strong>API Nestjs \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"p\">@<\/span><span class=\"nd\">Controller<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">feedback<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">export<\/span> <span class=\"kd\">class<\/span> <span class=\"nc\">FeedbackController<\/span> <span class=\"p\">{<\/span>\n  <span class=\"p\">@<\/span><span class=\"nd\">Post<\/span><span class=\"p\">()<\/span>\n  <span class=\"k\">async<\/span> <span class=\"nf\">saveFeedback<\/span><span class=\"p\">(@<\/span><span class=\"nd\">Body<\/span><span class=\"p\">()<\/span> <span class=\"nx\">data<\/span><span class=\"p\">:<\/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\">feedback<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span> <span class=\"p\">})<\/span> <span class=\"p\">{<\/span>\n    <span class=\"k\">await<\/span> <span class=\"nx\">FeedbackModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">);<\/span>\n  <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<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D9%BE%D8%A7%D8%B3%D8%AE%D9%87%D8%A7%DB%8C_%D9%86%D8%A7%D8%AF%D8%B1%D8%B3%D8%AA_AI_%D8%B1%D8%A7_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 3: \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a AI \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0631\u062a\u0628 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u062f <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u0646\u0641\u06cc<\/strong> \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062e\u0637\u0627\u0647\u0627:<\/p>\n<p>\u2705 <strong>\u0627\u0646\u0648\u0627\u0639 \u062e\u0637\u0627\u0647\u0627<\/strong>:<\/p>\n<ol>\n<li>\n<strong>\u062d\u0642\u0627\u06cc\u0642 \u0646\u0627\u062f\u0631\u0633\u062a<\/strong> model \u0645\u062f\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u0646\u062a\u0627\u06cc\u062c \u0628\u06cc \u0631\u0628\u0637<\/strong> \u2192 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0646\u0627\u0645\u0634\u062e\u0635<\/strong> \u2192 \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ol>\n<p>\ud83d\udccc <strong>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f AI \u062f\u0631 MongoDB<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">getNegativeFeedback<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n  <span class=\"k\">return<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">FeedbackModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">find<\/span><span class=\"p\">({<\/span> <span class=\"na\">feedback<\/span><span class=\"p\">:<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">\ud83d\udc4e<\/span><span class=\"dl\">'<\/span> <span class=\"p\">}).<\/span><span class=\"nf\">limit<\/span><span class=\"p\">(<\/span><span class=\"mi\">100<\/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<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 4: \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u060c \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632:<\/p>\n<ol>\n<li>\n<strong>\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647\u062a\u0631<\/strong><\/p>\n<ul>\n<li>\u0645\u062b\u0627\u0644: \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647 \u0645\u0637\u0627\u0644\u0628 AI \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"kd\">const<\/span> <span class=\"nx\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">`\n     You are an AI assistant for a legal firm.\n     Use the following company documents to answer accurately:\n     <\/span><span class=\"p\">${<\/span><span class=\"nx\">retrievedDocuments<\/span><span class=\"p\">}<\/span><span class=\"s2\">\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<ol>\n<li>\n<strong>\u0628\u0647\u0628\u0648\u062f \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0633\u0646\u062f<\/strong><\/p>\n<ul>\n<li>\u0627\u06af\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0633\u062a \u060c <strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u06a9\u0647 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code>   <span class=\"kd\">function<\/span> <span class=\"nf\">chunkText<\/span><span class=\"p\">(<\/span><span class=\"nx\">text<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">,<\/span> <span class=\"nx\">chunkSize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">300<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n     <span class=\"k\">return<\/span> <span class=\"nx\">text<\/span><span class=\"p\">.<\/span><span class=\"nf\">match<\/span><span class=\"p\">(<\/span><span class=\"k\">new<\/span> <span class=\"nc\">RegExp<\/span><span class=\"p\">(<\/span><span class=\"s2\">`.{1,<\/span><span class=\"p\">${<\/span><span class=\"nx\">chunkSize<\/span><span class=\"p\">}<\/span><span class=\"s2\">}`<\/span><span class=\"p\">,<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">g<\/span><span class=\"dl\">'<\/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<ol>\n<li>\n<strong>\u0645\u062f\u0644 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u06cc\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong><\/p>\n<ul>\n<li>\u0627\u06af\u0631 \u067e\u0627\u0633\u062e OpenAi \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0627\u0634\u062f \u060c <strong>\u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0632\u06cc\u0628\u0627 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D9%85%D8%AF%D8%A7%D9%88%D9%85_%D9%88_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 5: \u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0627\u0648\u0645 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0639\u0645\u0644\u06a9\u0631\u062f AI \u0631\u0627 \u0628\u0627 \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f).\n<\/li>\n<li>\n<strong>\u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0646\u062f \u0628\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \ud83d\udc4d \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \ud83d\udc4e \u0631\u0627 \u0645\u06cc \u062f\u0647\u0646\u062f).\n<\/li>\n<li>\n<strong>\u0627\u0639\u0644\u0627\u0646 \u0647\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 A\/B<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0633\u0631\u06cc\u0639 AI \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f).\n<\/li>\n<li>\n<strong>\u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062a\u0639\u0628\u06cc\u0647 \u0645\u062c\u062f\u062f \u0645\u0627\u0647\u0627\u0646\u0647).\n<\/li>\n<\/ol>\n<p>\ud83d\udccc <strong>\u0639\u0645\u0644\u06a9\u0631\u062f AI \u0631\u0627 \u062f\u0631 Nestjs \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">logAIResponse<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">,<\/span> <span class=\"nx\">response<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">PerformanceModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">({<\/span> <span class=\"nx\">query<\/span><span class=\"p\">,<\/span> <span class=\"nx\">response<\/span><span class=\"p\">,<\/span> <span class=\"na\">timestamp<\/span><span class=\"p\">:<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Date<\/span><span class=\"p\">()<\/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\/><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 AI \u062a\u0648\u0644\u06cc\u062f\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 next.js \u060c nestjs \u060c openai \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 MongoDB\u0628\u0634\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f \u0634\u0631\u06a9\u062a \u060c \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0647\u0648\u0634\u0645\u0646\u062f \ud83d\ude80 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u067e\u0631\u0648\u0698\u0647 AI \u0633\u0627\u062e\u062a \u06cc\u0627\u0641\u062a\u0647 \u067e\u0627\u06cc\u0627\u0646 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":95718,"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%2Fspbs9zuegonh46el1bxq.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-95717","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\/95717","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=95717"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/95717\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/95718"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=95717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=95717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=95717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}