{"id":101842,"date":"2025-03-16T23:37:47","date_gmt":"2025-03-16T20:07:47","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/"},"modified":"2025-03-16T23:37:47","modified_gmt":"2025-03-16T20:07:47","slug":"%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/","title":{"rendered":"\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 Quarkus \u0648 Langchain4j"},"content":{"rendered":"<div data-article-id=\"2322939\" id=\"article-body\">\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0648\u0646\u0642 LLM \u0637\u06cc \u06cc\u06a9 \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0628\u0647 \u06cc\u06a9 \u062f\u0644\u06cc\u0644 \u06cc\u0627 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644\u06cc \u0627\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0635\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0633 \u0628\u0648\u06a9 \u060c \u06af\u0648\u06af\u0644 \u060c \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u060c \u0622\u0645\u0627\u0632\u0648\u0646 \u0648 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u0627\u0632 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0641\u0646\u06cc \u060c \u062c\u0627\u0644\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 LLMS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u060c \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Quarkus \u0648 Langchain4j \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u062f\u0645 \u0645\u06cc \u0632\u0646\u06cc\u0645.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#langchain4j_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >langchain4j \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA\" >\u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C\" >\u062a\u0646\u0638\u06cc\u0645 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_AI_%D8%B3%D8%A7%D8%AF%D9%87\" >\u0633\u0631\u0648\u06cc\u0633 AI \u0633\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_AI_%D8%A8%D8%A7_%D8%AD%D8%A7%D9%81%D8%B8%D9%87\" >\u0633\u0631\u0648\u06cc\u0633 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI \u0628\u0627 \u062d\u0627\u0641\u0638\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%AF%D8%B1%DA%A9_%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D9%BE%DB%8C%D8%A7%D9%85_%D8%AF%D8%B1_Langchain4j\" >\u062f\u0631\u06a9 \u0627\u0646\u0648\u0627\u0639 \u067e\u06cc\u0627\u0645 \u062f\u0631 Langchain4j<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D8%AF%D8%B1%DA%A9_%D9%86%D8%B3%D9%84_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C-%D8%A2%D9%85%D8%B1%DB%8C%D9%83%D8%A7_RAG\" >\u062f\u0631\u06a9 \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627 (RAG)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%DA%86%D8%B1%D8%A7_RAG_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%DB%8C%D8%A7%D8%B2_%D8%A7%D8%B3%D8%AA%D8%9F\" >\u0686\u0631\u0627 RAG \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D9%85%D8%A4%D9%84%D9%81%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_RAG_%DB%8C%DA%A9_%D9%81%D8%B1%D8%A2%DB%8C%D9%86%D8%AF_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\" >\u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc RAG: \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%a7-quarkus-%d9%88-langchain4j\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u062f\u0627\u0646\u0634 \u0627\u0633\u0627\u0633\u06cc \u062c\u0627\u0648\u0627 \u060c Quarkus \u0648 Langchain4j<\/li>\n<li>JDK 17 \u06cc\u0627 \u062c\u062f\u06cc\u062f\u062a\u0631<\/li>\n<li>\u0645\u0627\u0648\u0648\u0646 \u06cc\u0627 \u06af\u0631\u0627\u062f\u0644<\/li>\n<li>\u06cc\u06a9 \u06a9\u0644\u06cc\u062f API \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u0647 LLM (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c OpenAi)<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"langchain4j_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  langchain4j \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Langchain4J \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062c\u0627\u0648\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0627\u062f\u063a\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLMS) \u0648 \u0633\u0627\u06cc\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0646\u062f\u0631 \u062c\u0627\u0648\u0627 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0645\u062d\u0628\u0648\u0628 Langchain \u060c \u062f\u0631 \u0636\u0645\u0646 \u062d\u0641\u0638 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u06a9\u0647 \u062c\u0627\u0648\u0627 \u0628\u0647 \u0622\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u06cc\u0645\u0646 \u0642\u0648\u06cc \u0648 \u0646\u0648\u0639 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc AI \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffjp07sr4jjf2af9pho0j.png\" alt=\"Langchain4J - \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc\" loading=\"lazy\" width=\"545\" height=\"413\" title=\"\"><br \/><em>Langchain4J &#8211; \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc<\/em><\/p>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0627\u062c\u0632\u0627\u06cc \u0633\u0627\u0632\u0646\u062f\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc AI \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u062e\u0644\u0648\u0637 \u0648 \u0647\u0645\u0633\u0627\u0646 \u0634\u0648\u0646\u062f:<\/p>\n<ul>\n<li>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<\/li>\n<li>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647<\/li>\n<li>\u0644\u0648\u062f\u0631\u0647\u0627\u06cc \u0633\u0646\u062f<\/li>\n<li>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<\/li>\n<li>\u062a\u0639\u0628\u06cc\u0647<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmm61r7ofvtnx1p7wnyld.png\" alt=\"Langchain4J - \u0627\u062c\u0632\u0627\u06cc\" loading=\"lazy\" width=\"800\" height=\"355\" title=\"\"><br \/><em>Langchain4J &#8211; \u0627\u062c\u0632\u0627\u06cc<\/em><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<br \/>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 (LLMS) \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u062a\u0646 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0628\u0627 Langchain4J \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0627\u0632 \u0645\u062f\u0644\u0647\u0627\u06cc GPT OpenAI \u0648 \u0633\u0627\u06cc\u0631 LLM \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u060c \u062e\u0644\u0627\u0635\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647<br \/>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u062a\u0627\u0631\u06cc\u062e \u0645\u06a9\u0627\u0644\u0645\u0647 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0628\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0648 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0645\u0646\u0633\u062c\u0645 \u0686\u0646\u062f \u0686\u0631\u062e\u0634 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u067e\u06cc\u0627\u0645 \u0647\u0627 \u062f\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u060c \u0628\u0627\u0646\u06a9 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc) \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u0645\u06cc\u0646\u0647 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0628\u0627 \u0633\u06cc\u0627\u0633\u062a\u0647\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0644\u0648\u062f\u0631\u0647\u0627\u06cc \u0633\u0646\u062f<br \/>\u0644\u0648\u062f\u0631\u0647\u0627\u06cc \u0627\u0633\u0646\u0627\u062f \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0641\u0627\u06cc\u0644 (PDF \u060c TXT \u060c HTML) \u0628\u0647 \u06cc\u06a9 \u0642\u0627\u0644\u0628 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 AI \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0622\u0646\u0647\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0647\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u067e\u0631\u0648\u0646\u062f\u0647 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631<br \/>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631 \u0628\u0627\u0646\u06a9\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062a\u062e\u0635\u0635\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0639\u0628\u06cc\u0647 \u0645\u062a\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0641\u0639\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f Pinecone \u06cc\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0645\u062d\u0644\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0648 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0634\u0627\u0628\u0647 \u060c \u0622\u0646 \u0631\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062a\u0639\u0628\u06cc\u0647<br \/>\u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062d\u062a\u0648\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0622\u0646\u0647\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062c\u0627\u0633\u0627\u0632\u06cc (\u0645\u0627\u0646\u0646\u062f \u062a\u0639\u0628\u06cc\u0647 Openai) \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0628\u0632\u0627\u0631 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646<br \/>\u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062e\u0627\u0635 (\u0645\u0627\u0646\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06cc\u0627 \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc API) \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062e\u0648\u062f\u0645\u062e\u062a\u0627\u0631 \u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc LLM \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0647 LLM \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u062a\u0627 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627\u0634\u0646\u062f \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0641\u0632\u0648\u062f\u0646 \u067e\u0633\u0648\u0646\u062f\u0647\u0627\u06cc Langchain4J:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight xml\"><code><span class=\"nt\"><dependency\/><\/span>\n    <span class=\"nt\"><groupid\/><\/span>io.quarkiverse.langchain4j<span class=\"nt\"\/>\n    <span class=\"nt\"><artifactid\/><\/span>quarkus-langchain4j<span class=\"nt\"\/>\n    <span class=\"nt\"><version\/><\/span>${langchain4j.version}<span class=\"nt\"\/>\n<span class=\"nt\"\/>\n<span class=\"nt\"><dependency\/><\/span>\n    <span class=\"nt\"><groupid\/><\/span>dev.langchain4j<span class=\"nt\"\/>\n    <span class=\"nt\"><artifactid\/><\/span>langchain4j-core<span class=\"nt\"\/>\n    <span class=\"nt\"><version\/><\/span>${langchain4j-core.version}<span class=\"nt\"\/>\n<span class=\"nt\"\/>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc OpenAI<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight xml\"><code>quarkus.langchain4j.openai.api-key=${OPENAI_API_KEY}\nquarkus.langchain4j.openai.timeout=60s\nquarkus.langchain4j.openai.chat-model.temperature=0.7\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_AI_%D8%B3%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u0633\u0631\u0648\u06cc\u0633 AI \u0633\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0631\u0648\u06cc\u0633 \u0633\u0627\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0641\u0648\u0631\u06cc\u062a \u0645\u0634\u062e\u0635 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u060c \u0627\u06cc\u0646 \u062f\u0631 <code>SimplePostAiService<\/code> \u0631\u0627\u0628\u0637<\/p>\n<p>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<p>\u062a\u0639\u0631\u06cc\u0641 \u0631\u0627\u0628\u0637:<\/p>\n<ul>\n<li>\u062f\u0631 <code>@RegisterAiService<\/code> \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627\u0628\u0637 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 Langchain4J \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u062f\u0631 <code>writeNews<\/code> \u0631\u0648\u0634 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u0648 \u0637\u0648\u0644 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 \u062e\u0628\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u06a9\u062f \u0645\u062b\u0627\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@RegisterAiService<\/span>\n<span class=\"kd\">public<\/span> <span class=\"kd\">interface<\/span> <span class=\"nc\">SimplePostAiService<\/span> <span class=\"o\">{<\/span>\n    <span class=\"nc\">String<\/span> <span class=\"nf\">writeNews<\/span><span class=\"o\">(<\/span><span class=\"nc\">String<\/span> <span class=\"n\">topic<\/span><span class=\"o\">,<\/span> <span class=\"kt\">int<\/span> <span class=\"n\">length<\/span><span class=\"o\">);<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u0632 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u06a9\u0648\u062a\u0627\u0647 \u06cc\u0627 \u062e\u0644\u0627\u0635\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a\u0646 <code>writeNews(\"technology\", 100)<\/code> \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 100 \u06a9\u0644\u0645\u0647 \u0627\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u062e\u0631\u06cc\u0646 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u062f\u063a\u0627\u0645:<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0647 <code>GreetingResource<\/code> \u06a9\u0644\u0627\u0633 \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0627\u0633\u062a\u0631\u0627\u062d\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@GET<\/span>\n<span class=\"nd\">@Path<\/span><span class=\"o\">(<\/span><span class=\"s\">\"\/news\/{topic}\/{length}\"<\/span><span class=\"o\">)<\/span>\n<span class=\"kd\">public<\/span> <span class=\"nc\">String<\/span> <span class=\"nf\">writeNews<\/span><span class=\"o\">(<\/span><span class=\"nd\">@PathParam<\/span><span class=\"o\">(<\/span><span class=\"s\">\"topic\"<\/span><span class=\"o\">)<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">topic<\/span><span class=\"o\">,<\/span> <span class=\"nd\">@PathParam<\/span><span class=\"o\">(<\/span><span class=\"s\">\"length\"<\/span><span class=\"o\">)<\/span> <span class=\"kt\">int<\/span> <span class=\"n\">length<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">simplePostAiService<\/span><span class=\"o\">.<\/span><span class=\"na\">writeNews<\/span><span class=\"o\">(<\/span><span class=\"n\">topic<\/span><span class=\"o\">,<\/span> <span class=\"n\">length<\/span><span class=\"o\">);<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_AI_%D8%A8%D8%A7_%D8%AD%D8%A7%D9%81%D8%B8%D9%87\"><\/span>\n<p>  \u0633\u0631\u0648\u06cc\u0633 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI \u0628\u0627 \u062d\u0627\u0641\u0638\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0641\u0638\u0647 \u06cc\u06a9 \u0645\u0624\u0644\u0641\u0647 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 Langchain4j \u0627\u0633\u062a \u06a9\u0647 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0648 \u0645\u062a\u0646\u06cc \u0628\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0645\u062f\u0644\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631 \u062e\u0644\u0627\u0641 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0633\u0646\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0627\u06cc\u0633\u062a\u0627\u062f\u0647 \u0627\u0633\u062a \u060c \u062d\u0627\u0641\u0638\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u0646\u062f \u0648 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0637\u0628\u06cc\u0639\u06cc \u062a\u0631 \u0648 \u0631\u0648\u0627\u0646 \u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 Langchain4J \u062d\u0641\u0638 \u062a\u0627\u0631\u06cc\u062e \u0648 \u0632\u0645\u06cc\u0646\u0647 \u06af\u0641\u062a\u06af\u0648 \u0627\u0633\u062a. \u0628\u062f\u0648\u0646 \u062d\u0627\u0641\u0638\u0647 \u060c \u0647\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u06cc\u06a9 \u0645\u062f\u0644 AI \u062c\u062f\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0648\u0627\u062f\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0631 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0633\u0641\u0631 \u060c \u062d\u0627\u0641\u0638\u0647 \u0628\u0647 AI \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0645\u0642\u0635\u062f \u060c \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 \u06cc\u0627 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u0642\u0628\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0628\u0648\u062f \u060c \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u062f \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u062e\u0648\u0627\u0647\u062f \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u0647\u0631 \u067e\u06cc\u0627\u0645 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0633\u0631\u0648\u06cc\u0633 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI \u0628\u0627 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627 \u062d\u0641\u0638 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u060c \u062a\u0639\u0627\u0645\u0644 AI \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0631 <code>AdvancedPostAiService<\/code> \u0631\u0627\u0628\u0637<\/p>\n<p>\u062a\u0639\u0631\u06cc\u0641 \u0631\u0627\u0628\u0637:<\/p>\n<ul>\n<li>\u062f\u0631 <code>@RegisterAiService<\/code> \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627\u0628\u0637 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u062f\u0631 <code>chatWithMailPostBotWithMemory<\/code> \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>@MemoryId<\/code> \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062e\u0627\u0635.<\/li>\n<\/ul>\n<p>\u06a9\u062f \u0645\u062b\u0627\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@RegisterAiService<\/span>\n<span class=\"kd\">public<\/span> <span class=\"kd\">interface<\/span> <span class=\"nc\">AdvancedPostAiService<\/span> <span class=\"o\">{<\/span>\n    <span class=\"nc\">String<\/span> <span class=\"nf\">chatWithMailPostBotWithMemory<\/span><span class=\"o\">(<\/span><span class=\"nd\">@MemoryId<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">userId<\/span><span class=\"o\">,<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">text<\/span><span class=\"o\">);<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u0632 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Chatbots \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062d\u0641\u0638 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u067e\u0631\u0633\u062f \u060c <em>&#8220;\u0627\u0645\u0631\u0648\u0632 \u0647\u0648\u0627 \u0686\u06cc\u0633\u062a\u061f&#8221;<\/em> \u0648 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0628\u0627 <em>&#8220;\u0641\u0631\u062f\u0627 \u0686\u0637\u0648\u0631\u061f&#8221;<\/em> \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06a9\u0627\u0646.<\/p>\n<p>\u0627\u062f\u063a\u0627\u0645:<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0647 <code>GreetingResource<\/code> \u06a9\u0644\u0627\u0633 \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@GET<\/span>\n<span class=\"nd\">@Path<\/span><span class=\"o\">(<\/span><span class=\"s\">\"\/mail-with-memory\"<\/span><span class=\"o\">)<\/span>\n<span class=\"kd\">public<\/span> <span class=\"nc\">String<\/span> <span class=\"nf\">writeNewsWithMemory<\/span><span class=\"o\">(<\/span>\n    <span class=\"nd\">@QueryParam<\/span><span class=\"o\">(<\/span><span class=\"s\">\"text\"<\/span><span class=\"o\">)<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">text<\/span><span class=\"o\">,<\/span> <span class=\"nd\">@QueryParam<\/span><span class=\"o\">(<\/span><span class=\"s\">\"userId\"<\/span><span class=\"o\">)<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">userId<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">advancedPostAiService<\/span><span class=\"o\">.<\/span><span class=\"na\">chatWithMailPostBotWithMemory<\/span><span class=\"o\">(<\/span><span class=\"n\">userId<\/span><span class=\"o\">,<\/span> <span class=\"n\">text<\/span><span class=\"o\">);<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%DA%A9_%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D9%BE%DB%8C%D8%A7%D9%85_%D8%AF%D8%B1_Langchain4j\"><\/span>\n<p>  \u062f\u0631\u06a9 \u0627\u0646\u0648\u0627\u0639 \u067e\u06cc\u0627\u0645 \u062f\u0631 Langchain4j<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>\u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 (<code>@SystemMessage<\/code>)<br \/>\u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u06cc\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062a\u0646 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f <br \/>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u062f\u0644 AI. \u0622\u0646\u0647\u0627 \u0628\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0631\u0641\u062a\u0627\u0631 \u060c \u0646\u0642\u0634 \u060c \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f <br \/>\u06cc\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc. \u0627\u06cc\u0646 \u067e\u06cc\u0627\u0645 \u0647\u0627 \u0646\u06cc\u0633\u062a\u0646\u062f <br \/>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0646\u062d\u0648\u0647 \u06a9\u0646\u062a\u0631\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a <br \/>AI \u0631\u0641\u062a\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 (<code>@UserMessage<\/code>)<br \/>\u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 AI \u0627\u0633\u062a. \u0627\u06cc\u0646 \u067e\u06cc\u0627\u0645 \u0647\u0627 \u062d\u0627\u0648\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0627\u0638\u0647\u0627\u0631\u0627\u062a \u06cc\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u062f\u0627\u0631\u062f. \u0622\u0646\u0647\u0627 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%DA%A9_%D9%86%D8%B3%D9%84_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C-%D8%A2%D9%85%D8%B1%DB%8C%D9%83%D8%A7_RAG\"><\/span>\n<p>  \u062f\u0631\u06a9 \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627 (RAG)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0627\u0648\u062c (RAG) \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0642\u062f\u0631\u062a \u0645\u062f\u0644\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLM) \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u062f\u0627\u0646\u0634 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0627\u0635 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. RAG \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0641\u0642\u0637 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 LLM \u062a\u06a9\u06cc\u0647 \u06a9\u0646\u062f \u060c \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0633\u0646\u062f \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0642\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 AI \u0631\u0627 \u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0627\u0635 \u0648 \u062a\u0623\u06cc\u06cc\u062f \u0634\u062f\u0647 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_RAG_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%DB%8C%D8%A7%D8%B2_%D8%A7%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 RAG \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LLM \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0648\u0628\u0631\u0648 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 RAG \u0628\u0647 \u063a\u0644\u0628\u0647 \u0628\u0631 \u0622\u0646\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>LLMS \u062f\u0627\u0646\u0634 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u062a\u0627\u0631\u06cc\u062e \u0642\u0637\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f \u062f\u0627\u0631\u062f. RAG \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0641\u0639\u0644\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f.<\/li>\n<li>LLMS \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u0627\u0645\u0627 \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. RAG \u0628\u0627 \u062a\u0647\u06cc\u0647 \u0645\u0646\u0628\u0639 \u0645\u0646\u0628\u0639 \u062e\u0627\u0635 \u0648 \u062f\u0642\u06cc\u0642 \u060c \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u0634\u0631\u06a9\u062a \u0647\u0627 \u063a\u0627\u0644\u0628\u0627\u064b \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u060c \u0633\u06cc\u0627\u0633\u062a \u0647\u0627 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0628\u0647 \u067e\u0627\u0633\u062e \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. RAG \u0627\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0628\u0627 RAG \u060c \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0645\u0646\u0628\u0639 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0634\u0641\u0627\u0641 \u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%A4%D9%84%D9%81%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_RAG_%DB%8C%DA%A9_%D9%81%D8%B1%D8%A2%DB%8C%D9%86%D8%AF_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc RAG: \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0646\u062f<br \/>\u0627\u0648\u0644\u06cc\u0646 \u06af\u0627\u0645 \u0645\u0647\u0645 \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc RAG \u0634\u0627\u0645\u0644 \u062a\u0647\u06cc\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u0646\u0627\u062f \u0634\u0645\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0633\u0646\u0627\u062f \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627 \u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u0648\u0628 \u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f. \u0633\u067e\u0633 \u0627\u0633\u0646\u0627\u062f \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u06a9\u0646\u062a\u0631\u0644 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0642\u0633\u06cc\u0645 \u0628\u0627\u06cc\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u06a9\u0647 \u0631\u0627 \u0628\u0627 \u062d\u0641\u0638 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0639\u0627\u062f\u0644 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u062f \u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0631 \u0628\u062e\u0634 \u0636\u0645\u0646 \u0645\u0627\u0646\u062f\u0646 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0633\u0627\u0632\u06cc \u0645\u062a\u0646 \u060c \u0627\u0632 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc \u0631\u0628\u0637 \u0648 \u0633\u0627\u062e\u062a \u0645\u0646\u0627\u0633\u0628 \u0645\u062d\u062a\u0648\u0627 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>\u0646\u0633\u0644<br \/>\u067e\u0633 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0627\u0633\u0646\u0627\u062f \u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u06cc\u0646 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u062a. \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0639\u062f\u062f\u06cc \u0627\u0632 \u0645\u062a\u0646 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc OpenAI 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\u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0633\u067e\u0633 \u0633\u06cc\u0633\u062a\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 LLM \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u060c \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0636\u0645\u0646 \u062d\u0641\u0638 \u062a\u0633\u0644\u0637 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u060c \u062f\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u067e\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjgc2che1eduhjouc4hom.png\" alt=\"\u062e\u06cc\u0634\" loading=\"lazy\" width=\"800\" height=\"375\" title=\"\"><br \/><em>\u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0627\u0648\u062a (RAG)<\/em> <\/p>\n<p>\u0633\u0631\u0648\u06cc\u0633 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0646\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 Langchain4j \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0631 <code>DocsAiService<\/code> \u0631\u0627\u0628\u0637<\/p>\n<p>\u062a\u0639\u0631\u06cc\u0641 \u0631\u0627\u0628\u0637:<\/p>\n<ul>\n<li>\u062f\u0631 <code>@RegisterAiService<\/code> \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627\u0628\u0637 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u062f\u0631 <code>chatWithQuarkusDocsBot<\/code> \u0631\u0648\u0634 \u0633\u0631\u06cc\u0639 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u06a9\u062f \u0645\u062b\u0627\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@RegisterAiService<\/span>\n<span class=\"kd\">public<\/span> <span class=\"kd\">interface<\/span> <span class=\"nc\">DocsAiService<\/span> <span class=\"o\">{<\/span>\n    <span class=\"nc\">String<\/span> <span class=\"nf\">chatWithQuarkusDocsBot<\/span><span class=\"o\">(<\/span><span class=\"nd\">@UserMessage<\/span> <span class=\"nc\">String<\/span> <span class=\"n\">prompt<\/span><span class=\"o\">);<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627:<\/p>\n<p>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0645\u0633\u0626\u0648\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u062f. \u0622\u0646\u0647\u0627 \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u062a\u0639\u0628\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062a\u0642\u0633\u06cc\u0645 \u0633\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nc\">DocumentSplitter<\/span> <span class=\"n\">splitter<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">DocumentSplitters<\/span><span class=\"o\">.<\/span><span class=\"na\">recursive<\/span><span class=\"o\">(<\/span><span class=\"mi\">500<\/span><span class=\"o\">,<\/span> <span class=\"mi\">0<\/span><span class=\"o\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0646\u0633\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nc\">List<\/span><span class=\"o\">&lt;<\/span><span class=\"nc\">Embedding<\/span><span class=\"o\">&gt;<\/span> <span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"n\">embeddingModel<\/span><span class=\"o\">.<\/span><span class=\"na\">embed<\/span><span class=\"o\">(<\/span><span class=\"n\">chunks<\/span><span class=\"o\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nc\">EmbeddingStoreIngestor<\/span> <span class=\"n\">ingestor<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">EmbeddingStoreIngestor<\/span><span class=\"o\">.<\/span><span class=\"na\">builder<\/span><span class=\"o\">()<\/span>\n    <span class=\"o\">.<\/span><span class=\"na\">embeddingStore<\/span><span class=\"o\">(<\/span><span class=\"n\">embeddingStore<\/span><span class=\"o\">)<\/span>\n    <span class=\"o\">.<\/span><span class=\"na\">embeddingModel<\/span><span class=\"o\">(<\/span><span class=\"n\">embeddingModel<\/span><span class=\"o\">)<\/span>\n    <span class=\"o\">.<\/span><span class=\"na\">documentSplitter<\/span><span class=\"o\">(<\/span><span class=\"n\">splitter<\/span><span class=\"o\">)<\/span>\n    <span class=\"o\">.<\/span><span class=\"na\">build<\/span><span class=\"o\">();<\/span>\n<span class=\"n\">ingestor<\/span><span class=\"o\">.<\/span><span class=\"na\">ingest<\/span><span class=\"o\">(<\/span><span class=\"n\">documents<\/span><span class=\"o\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 <code>DocumentsRetriever<\/code> \u06a9\u0644\u0627\u0633 \u06cc\u06a9 \u0644\u0648\u0628\u06cc\u0627 \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a Quarkus \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 <code>RetrievalAugmentor<\/code> \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc-\u0622\u0645\u0631\u06cc\u0643\u0627 (RAG) \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f. \u0628\u0627 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc <code>@ApplicationScoped<\/code>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06cc\u06a9 \u0628\u0627\u0631 \u0641\u0648\u0631\u06cc \u0634\u062f\u0647 \u0648 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u06a9\u0644\u0627\u0633 \u0633\u0627\u062e\u062a <code>EmbeddingStoreContentRetriever<\/code> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 <code>RedisEmbeddingStore<\/code> \u0648\u062a <code>EmbeddingModel<\/code>\u0628\u0634\u0631 \u0627\u06cc\u0646 retriever \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648\u0627\u06af\u0630\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>DefaultRetrievalAugmentor<\/code> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Retriever \u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u067e\u0627\u0633\u062e \u0647\u0627\u06cc LLM \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0646\u06cc \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u062f\u0631 <code>maxResults<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0648\u06cc 20 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u0639\u062f\u0627\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f <br \/>\u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0647\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648. \u062f\u0631 <code>get()<\/code> \u0631\u0648\u0634 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>RetrievalAugmentor<\/code>\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062a\u0639\u0627\u0645\u0644 LLM \u0628\u0647 \u0627\u062c\u0632\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u0632\u0631\u06cc\u0642 \u0634\u0648\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight java\"><code><span class=\"nd\">@ApplicationScoped<\/span>\n<span class=\"kd\">public<\/span> <span class=\"kd\">class<\/span> <span class=\"nc\">DocumentsRetriever<\/span> <span class=\"kd\">implements<\/span> <span class=\"nc\">Supplier<\/span><span class=\"o\">&lt;<\/span><span class=\"nc\">RetrievalAugmentor<\/span><span class=\"o\">&gt;<\/span> <span class=\"o\">{<\/span>\n\n  <span class=\"kd\">private<\/span> <span class=\"kd\">final<\/span> <span class=\"nc\">RetrievalAugmentor<\/span> <span class=\"n\">augmentor<\/span><span class=\"o\">;<\/span>\n\n  <span class=\"kd\">public<\/span> <span class=\"nf\">DocumentsRetriever<\/span><span class=\"o\">(<\/span><span class=\"kd\">final<\/span> <span class=\"nc\">RedisEmbeddingStore<\/span> <span class=\"n\">store<\/span><span class=\"o\">,<\/span> <span class=\"kd\">final<\/span> <span class=\"nc\">EmbeddingModel<\/span> <span class=\"n\">model<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span>\n    <span class=\"nc\">EmbeddingStoreContentRetriever<\/span> <span class=\"n\">contentRetriever<\/span> <span class=\"o\">=<\/span>\n        <span class=\"nc\">EmbeddingStoreContentRetriever<\/span><span class=\"o\">.<\/span><span class=\"na\">builder<\/span><span class=\"o\">()<\/span>\n            <span class=\"o\">.<\/span><span class=\"na\">embeddingModel<\/span><span class=\"o\">(<\/span><span class=\"n\">model<\/span><span class=\"o\">)<\/span>\n            <span class=\"o\">.<\/span><span class=\"na\">embeddingStore<\/span><span class=\"o\">(<\/span><span class=\"n\">store<\/span><span class=\"o\">)<\/span>\n            <span class=\"o\">.<\/span><span class=\"na\">maxResults<\/span><span class=\"o\">(<\/span><span class=\"mi\">20<\/span><span class=\"o\">)<\/span>\n            <span class=\"o\">.<\/span><span class=\"na\">build<\/span><span class=\"o\">();<\/span>\n\n    <span class=\"n\">augmentor<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">DefaultRetrievalAugmentor<\/span><span class=\"o\">.<\/span><span class=\"na\">builder<\/span><span class=\"o\">().<\/span><span class=\"na\">contentRetriever<\/span><span class=\"o\">(<\/span><span class=\"n\">contentRetriever<\/span><span class=\"o\">).<\/span><span class=\"na\">build<\/span><span class=\"o\">();<\/span>\n  <span class=\"o\">}<\/span>\n\n  <span class=\"nd\">@Override<\/span>\n  <span class=\"kd\">public<\/span> <span class=\"nc\">RetrievalAugmentor<\/span> <span class=\"nf\">get<\/span><span class=\"o\">()<\/span> <span class=\"o\">{<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">augmentor<\/span><span class=\"o\">;<\/span>\n  <span class=\"o\">}<\/span>\n<span class=\"o\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u0645\u0646\u0628\u0639 \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u062f\u0631 \u0645\u062e\u0632\u0646 Github \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 Quarkus \u0648 Langchain4J \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0622\u0645\u0627\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u060c \u0645\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u060c \u0627\u0632 \u062e\u062f\u0645\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0627\u0646\u0646\u062f RAG \u0648 Disperders.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0648\u0646\u0642 LLM \u0637\u06cc \u06cc\u06a9 \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0628\u0647 \u06cc\u06a9 \u062f\u0644\u06cc\u0644 \u06cc\u0627 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644\u06cc \u0627\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0635\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0633 \u0628\u0648\u06a9 \u060c \u06af\u0648\u06af\u0644 \u060c \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u060c \u0622\u0645\u0627\u0632\u0648\u0646 \u0648 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f. \u0627\u0632 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0641\u0646\u06cc \u060c \u062c\u0627\u0644\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0631\u0645 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":101843,"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%2Ffcj3o9nbvrvwtx2ip3i8.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-101842","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\/101842","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=101842"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101842\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101843"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101842"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101842"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101842"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}