{"id":11055,"date":"2024-06-02T09:04:17","date_gmt":"2024-06-02T14:04:17","guid":{"rendered":"http:\/\/skimai.com\/?p=11055"},"modified":"2024-06-02T09:04:38","modified_gmt":"2024-06-02T14:04:38","slug":"langchain%e3%81%a7%e8%a7%a3%e6%b1%ba%e3%81%a7%e3%81%8d%e3%82%8b%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ae5%e3%81%a4%e3%81%ae%e5%95%8f%e9%a1%8c","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/","title":{"rendered":"LangChain\u3067\u89e3\u6c7a\u3067\u304d\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e5\u3064\u306e\u554f\u984c"},"content":{"rendered":"<p>\u4f01\u696d\u304c\u76f4\u9762\u3059\u308b\u554f\u984c <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/ai%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%81%8c%e5%a4%b1%e6%95%97%e3%81%99%e3%82%8b6%e3%81%a4%e3%81%ae%e7%90%86%e7%94%b1\/\">\u6570\u3005\u306e\u6311\u6226<\/a> 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href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">LLM\u3092\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3059\u308b<\/a> \u30bd\u30fc\u30b9\u3068\u30b7\u30b9\u30c6\u30e0\u3001LangChain\u306f\u6700\u5148\u7aef\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6280\u8853\u3092\u4f7f\u3063\u3066\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002 <\/p>\n\n\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u30dd\u30b9\u30c8\u3067\u306f\u3001LangChain\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u52b9\u679c\u7684\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u308b5\u3064\u306e\u91cd\u8981\u306a\u4f01\u696d\u554f\u984c\u3092\u63a2\u308a\u307e\u3059\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/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=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/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' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Key_Takeaways\" >\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Problem_1_Inefficient_Customer_Support\" >\u554f\u984c1\uff1a\u975e\u52b9\u7387\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Solution_Implementing_LangChain-powered_chatbots\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u642d\u8f09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5c0e\u5165<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Problem_2_Difficulty_in_Accessing_Enterprise_Knowledge\" >\u554f\u984c2\uff1a\u4f01\u696d\u77e5\u8b58\u3078\u306e\u30a2\u30af\u30bb\u30b9\u306e\u96e3\u3057\u3055<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Solution_Building_enterprise_search_and_question-answering_systems_with_LangChain\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u306b\u3088\u308b\u4f01\u696d\u5185\u691c\u7d22\u3068\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Problem_3_Information_Overload_from_Lengthy_Documents\" >\u554f\u984c3\uff1a\u9577\u3044\u6587\u66f8\u306b\u3088\u308b\u60c5\u5831\u904e\u591a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Solution_Utilizing_LangChain_for_document_summarization\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04\u306bLangChain\u3092\u6d3b\u7528<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Problem_4_Inefficiencies_in_Software_Development_Processes\" >\u554f\u984c4\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u975e\u52b9\u7387\u6027<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Solution_Leveraging_LangChain_for_code_understanding_and_assistance\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u3068\u652f\u63f4\u306e\u305f\u3081\u306eLangChain\u306e\u6d3b\u7528<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Problem_5_Disconnection_between_LLMs_and_Enterprise_Data\" >\u554f\u984c5\uff1aLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u65ad\u7d76<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Solution_Connecting_LLMs_to_enterprise_data_using_LangChain\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u3092\u4f7f\u3063\u305fLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u63a5\u7d9a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#A_Quick_Summary\" >\u7c21\u5358\u306a\u307e\u3068\u3081<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#FAQs\" >\u3088\u304f\u3042\u308b\u8cea\u554f<\/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:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#How_can_LangChain_help_enterprises_improve_their_customer_support_operations\" >LangChain\u306f\u3069\u306e\u3088\u3046\u306b\u4f01\u696d\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#What_are_the_benefits_of_using_LangChain_for_enterprise_search_and_question-answering_systems\" >\u4f01\u696d\u5185\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306bLangChain\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#How_does_LangChain_assist_in_streamlining_software_development_processes\" >LangChain\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u5408\u7406\u5316\u3092\u3069\u306e\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#What_makes_LangChain_unique_in_its_ability_to_integrate_large_language_models_with_enterprise_data\" >\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3067\u304d\u308bLangChain\u306e\u7279\u5fb4\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/skimai.com\/ja\/5-enterprise-ai-problems-you-can-solve-with-langchain\/#Why_should_enterprises_consider_adopting_LangChain_for_their_AI_needs\" >\u306a\u305c\u4f01\u696d\u306fAI\u30cb\u30fc\u30ba\u306bLangChain\u306e\u63a1\u7528\u3092\u691c\u8a0e\u3059\u3079\u304d\u306a\u306e\u304b\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span><u>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/u><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LangChain\u306f\u3001\u9ad8\u5ea6\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068AI\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u4f01\u696d\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><\/li><li><p>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u306f\u4f01\u696d\u304c\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u6587\u8108\u7684\u3067\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p><\/li><li><p>LangChain\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u304b\u3089\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u306b\u308f\u305f\u3063\u3066\u52b9\u7387\u6027\u3001\u751f\u7523\u6027\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308b\u4f01\u696d\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/46a97422-9dc0-407e-b4d3-7860a1ea5bab.png\" alt=\"LangChain\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Problem_1_Inefficient_Customer_Support\"><\/span>\u554f\u984c1\uff1a\u975e\u52b9\u7387\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u512a\u308c\u305f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306f\u6700\u512a\u5148\u4e8b\u9805\u3067\u3059\u304c\u3001\u8907\u6570\u306e\u30c1\u30e3\u30cd\u30eb\u3067\u5927\u91cf\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u5fdc\u3059\u308b\u306e\u306f\u5927\u5909\u306a\u4f5c\u696d\u3067\u3059\u3002\u5f93\u6765\u306e\u30b5\u30dd\u30fc\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5897\u3048\u7d9a\u3051\u308b\u9867\u5ba2\u306e\u8981\u6c42\u306b\u5bfe\u5fdc\u3067\u304d\u305a\u3001\u9577\u3044\u5f85\u3061\u6642\u9593\u3084\u4e00\u8cab\u6027\u306e\u306a\u3044\u56de\u7b54\u3001\u30d5\u30e9\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u307e\u308b\u4f53\u9a13\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Solution_Implementing_LangChain-powered_chatbots\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u642d\u8f09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5c0e\u5165<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u4f01\u696d\u304c\u6bd4\u985e\u306e\u306a\u3044\u52b9\u7387\u3067\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u753b\u671f\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u81ea\u7136\u306a\u4f1a\u8a71\u5f62\u5f0f\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7406\u89e3\u3057\u3001\u5fdc\u7b54\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002LangChain\u306e\u7d71\u5408\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6b63\u78ba\u3067\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u60c5\u5831\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9867\u5ba2\u306b\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4e3b\u306a\u7279\u5fb4\u306e1\u3064\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u80fd\u529b\u3067\u3059\u3002\u9ad8\u5ea6\u306aNLP\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u591a\u69d8\u3067\u8907\u96d1\u306a\u8868\u73fe\u3067\u3042\u3063\u3066\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9069\u5207\u3067\u6709\u76ca\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4eba\u306b\u3088\u308b\u4ecb\u5165\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3055\u3089\u306b\u3001LangChain\u306eMemory\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u8907\u6570\u306e\u5bfe\u8a71\u306b\u308f\u305f\u3063\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002\u4ee5\u524d\u306e\u4f1a\u8a71\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u597d\u307f\u3092\u8a18\u61b6\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u63a8\u5968\u3084\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u30ed\u30a4\u30e4\u30eb\u30c6\u30a3\u3092\u3055\u3089\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306bLangChain\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u6570\u591a\u304f\u3042\u308a\u307e\u3059\u3002\u4f01\u696d\u306f\u5bfe\u5fdc\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3001\u3088\u308a\u5927\u91cf\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u5fdc\u3057\u3001\u4eba\u7684\u30ea\u30bd\u30fc\u30b9\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306a\u304f24\u6642\u9593365\u65e5\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5fdc\u7b54\u306e\u6b63\u78ba\u6027\u3068\u4e00\u8cab\u6027\u306e\u5411\u4e0a\u306f\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3068\u30d6\u30e9\u30f3\u30c9\u3078\u306e\u4fe1\u983c\u306e\u5411\u4e0a\u306b\u3082\u8ca2\u732e\u3057\u307e\u3059\u3002\u5b9a\u578b\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u5316\u3057\u3001\u4eba\u7684\u30ea\u30bd\u30fc\u30b9\u3092\u3088\u308a\u8907\u96d1\u306a\u554f\u984c\u306b\u96c6\u4e2d\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u3092\u6700\u9069\u5316\u3057\u3001\u512a\u308c\u305f\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Problem_2_Difficulty_in_Accessing_Enterprise_Knowledge\"><\/span>\u554f\u984c2\uff1a\u4f01\u696d\u77e5\u8b58\u3078\u306e\u30a2\u30af\u30bb\u30b9\u306e\u96e3\u3057\u3055<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5927\u898f\u6a21\u306a\u7d44\u7e54\u3067\u306f\u3001\u8cb4\u91cd\u306a\u60c5\u5831\u304c\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u6587\u66f8\u306b\u6563\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5f93\u696d\u54e1\u304c\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u77e5\u8b58\u3092\u8fc5\u901f\u306b\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u60c5\u5831\u306e\u30b5\u30a4\u30ed\u5316\u306f\u3001\u975e\u52b9\u7387\u3001\u52aa\u529b\u306e\u91cd\u8907\u3001\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u6a5f\u4f1a\u3092\u9003\u3059\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Solution_Building_enterprise_search_and_question-answering_systems_with_LangChain\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u306b\u3088\u308b\u4f01\u696d\u5185\u691c\u7d22\u3068\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u5f93\u696d\u54e1\u304c\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u9069\u5207\u306a\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3059\u308b\u3001\u4f01\u696d\u5185\u691c\u7d22\u3068\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LangChain\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u81a8\u5927\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u30d9\u30af\u30c8\u30eb\u306e\u57cb\u3081\u8fbc\u307f\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3001\u30e6\u30fc\u30b6\u306e\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u793e\u54e1\u304c\u8cea\u554f\u3084\u691c\u7d22\u30af\u30a8\u30ea\u3092\u9001\u4fe1\u3059\u308b\u3068\u3001LangChain\u3092\u642d\u8f09\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f <a rel=\"noopener noreferrer\" href=\"https:\/\/python.langchain.com\/v0.1\/docs\/expression_language\/\">LangChain\u5f0f\u8a00\u8a9e<\/a> \u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u89e3\u6790\u3057\u3001\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u3002\u305d\u306e\u5f8c\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u5fc5\u8981\u306a\u7b54\u3048\u3084\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u308b\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u898b\u3064\u3051\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u6700\u3082\u6b63\u78ba\u3067\u6709\u7528\u306a\u60c5\u5831\u304c\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u8ffd\u52a0\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u3084\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7d50\u679c\u3092\u3055\u3089\u306b\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>LangChain\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u30fb\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u5927\u304d\u3044\u3002\u5f93\u696d\u54e1\u306f\u60c5\u5831\u306e\u6240\u5728\u306b\u95a2\u4fc2\u306a\u304f\u3001\u7d44\u7e54\u306e\u96c6\u5408\u77e5\u306b\u7d20\u65e9\u304f\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u6642\u9593\u306e\u7bc0\u7d04\u3084\u751f\u7523\u6027\u306e\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u306a\u308b\u30c1\u30fc\u30e0\u3084\u90e8\u7f72\u9593\u3067\u306e\u77e5\u8b58\u5171\u6709\u3084\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002\u95a2\u9023\u60c5\u5831\u3078\u306e\u5373\u6642\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u3088\u308a\u8fc5\u901f\u304b\u3064\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u826f\u3044\u30d3\u30b8\u30cd\u30b9\u6210\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/5b193258-6fa7-4993-a6eb-8ca7acd589e3.jpg\" alt=\"\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Problem_3_Information_Overload_from_Lengthy_Documents\"><\/span>\u554f\u984c3\uff1a\u9577\u3044\u6587\u66f8\u306b\u3088\u308b\u60c5\u5831\u904e\u591a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4f01\u696d\u3067\u306f\u3001\u9577\u3044\u30ec\u30dd\u30fc\u30c8\u3084\u7814\u7a76\u8ad6\u6587\u3001\u305d\u306e\u4ed6\u306e\u6587\u66f8\u3092\u6271\u3046\u3053\u3068\u304c\u591a\u304f\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u6d88\u5316\u3059\u308b\u306e\u304c\u5927\u5909\u3067\u3059\u3002\u5f93\u696d\u54e1\u306f\u3001\u3053\u308c\u3089\u306e\u30bd\u30fc\u30b9\u304b\u3089\u91cd\u8981\u306a\u6d1e\u5bdf\u3084\u5b9f\u7528\u7684\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u3001\u60c5\u5831\u904e\u591a\u3084\u751f\u7523\u6027\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Solution_Utilizing_LangChain_for_document_summarization\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04\u306bLangChain\u3092\u6d3b\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04\u6a5f\u80fd\u3092\u901a\u3058\u3066\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u306f\u81ea\u52d5\u7684\u306b\u9577\u3044\u6587\u66f8\u306e\u7c21\u6f54\u306a\u8981\u7d04\u3092\u751f\u6210\u3057\u3001\u6700\u3082\u91cd\u8981\u306a\u60c5\u5831\u3068\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306e\u8981\u7d04\u624b\u6cd5\u306e\u30e6\u30cb\u30fc\u30af\u306a\u7279\u5fb4\u306e\u4e00\u3064\u306f\u3001\u30c7\u30fc\u30bf\u3092\u88dc\u5f37\u3057\u305f\u751f\u6210\u6a5f\u80fd\u3067\u3059\u3002\u5358\u306b\u30aa\u30ea\u30b8\u30ca\u30eb\u6587\u66f8\u304b\u3089\u6587\u7ae0\u3092\u62bd\u51fa\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001LangChain\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u30bd\u30fc\u30b9\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u6839\u3056\u3057\u305f\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u6d41\u66a2\u306a\u8981\u7d04\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8981\u7d04\u306f\u6b63\u78ba\u3067\u3001\u6587\u8108\u306b\u95a2\u9023\u3057\u3001\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u8981\u7d04\u30c1\u30a7\u30fc\u30f3\u3082\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u8981\u7d04\u30d7\u30ed\u30bb\u30b9\u3092\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8981\u7d04\u306e\u9577\u3055\u3001\u6ce8\u76ee\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u3001\u8981\u7d04\u306e\u5bfe\u8c61\u8aad\u8005\u306a\u3069\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3068\u3063\u3066\u6700\u3082\u6709\u7528\u3067\u5b9f\u7528\u7684\u306a\u8981\u7d04\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04\u306bLangChain\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u306f\u6570\u591a\u304f\u3042\u308a\u307e\u3059\u3002\u5f93\u696d\u54e1\u306f\u3001\u9577\u3044\u6587\u66f8\u304b\u3089\u4e3b\u8981\u306a\u30a2\u30a4\u30c7\u30a2\u3084\u6d1e\u5bdf\u3092\u7d20\u65e9\u304f\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u8cb4\u91cd\u306a\u6642\u9593\u3092\u7bc0\u7d04\u3057\u3001\u3088\u308a\u4fa1\u5024\u306e\u9ad8\u3044\u30bf\u30b9\u30af\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6a5f\u68b0\u304c\u751f\u6210\u3059\u308b\u8981\u7d04\u306f\u5ba2\u89b3\u7684\u3067\u504f\u308a\u304c\u306a\u3044\u305f\u3081\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u3084\u8aa4\u3063\u305f\u89e3\u91c8\u306e\u30ea\u30b9\u30af\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306e\u6587\u66f8\u8981\u7d04\u6a5f\u80fd\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u52b9\u679c\u7684\u306b\u60c5\u5831\u904e\u591a\u3068\u95d8\u3044\u3001\u77e5\u8b58\u306e\u666e\u53ca\u3092\u6539\u5584\u3057\u3001\u5f93\u696d\u54e1\u304c\u5229\u7528\u53ef\u80fd\u306a\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3001\u3088\u308a\u8fc5\u901f\u304b\u3064\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Problem_4_Inefficiencies_in_Software_Development_Processes\"><\/span>\u554f\u984c4\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u975e\u52b9\u7387\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306f\u3001\u8907\u6570\u306e\u5229\u5bb3\u95a2\u4fc2\u8005\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d7\u30ed\u30bb\u30b9\u304c\u95a2\u4e0e\u3059\u308b\u8907\u96d1\u3067\u53cd\u5fa9\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u4f01\u696d\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8907\u96d1\u3055\u3092\u7ba1\u7406\u3059\u308b\u4e0a\u3067\u3057\u3070\u3057\u3070\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3001\u975e\u52b9\u7387\u3001\u9045\u5ef6\u3001\u6700\u9069\u3067\u306a\u3044\u7d50\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Solution_Leveraging_LangChain_for_code_understanding_and_assistance\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u3068\u652f\u63f4\u306e\u305f\u3081\u306eLangChain\u306e\u6d3b\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u30fb\u6700\u9069\u5316\u3059\u308bAI\u3092\u642d\u8f09\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LangChain\u3092\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u3084\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30b3\u30fc\u30c9\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u7406\u89e3\u3057\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u63d0\u6848\u3092\u63d0\u4f9b\u3057\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3067\u958b\u767a\u8005\u3092\u652f\u63f4\u3059\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u306e\u4e00\u3064\u306f\u3001\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u89e3\u6790\u3057\u7406\u89e3\u3059\u308b\u80fd\u529b\u3067\u3059\u3002\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u69cb\u9020\u3001\u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u958b\u767a\u8005\u306b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3068\u63a8\u5968\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6f5c\u5728\u7684\u306a\u30d0\u30b0\u3092\u7279\u5b9a\u3057\u3001\u6700\u9069\u5316\u3092\u63d0\u6848\u3057\u3001\u30b3\u30fc\u30c9\u54c1\u8cea\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u95a2\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\u3055\u3089\u306b\u3001LangChain\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u304c\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b3\u30fc\u30c9\u63d0\u6848\u3068\u8aac\u660e\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u81a8\u5927\u306a\u77e5\u8b58\u3068\u7406\u89e3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u751f\u6210\u3057\u3001\u90e8\u5206\u7684\u306b\u66f8\u304b\u308c\u305f\u30b3\u30fc\u30c9\u3092\u5b8c\u6210\u3055\u305b\u3001\u6587\u8108\u306b\u6cbf\u3063\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u4f8b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u3088\u308a\u30af\u30ea\u30fc\u30f3\u3067\u52b9\u7387\u7684\u3001\u304b\u3064\u30a8\u30e9\u30fc\u306e\u306a\u3044\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u3001\u958b\u767a\u3068\u30c7\u30d0\u30c3\u30b0\u306b\u5fc5\u8981\u306a\u6642\u9593\u3068\u52b4\u529b\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u30c7\u30d0\u30c3\u30b0\u30d7\u30ed\u30bb\u30b9\u3082\u652f\u63f4\u3057\u307e\u3059\u3002\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9\u3001\u30e6\u30fc\u30b6\u5165\u529b\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u3001\u4e00\u822c\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066\u3001\u7684\u3092\u7d5e\u3063\u305f\u63d0\u6848\u3084\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30d0\u30c3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3057\u3066\u958b\u767a\u8005\u3092\u30ac\u30a4\u30c9\u3057\u3001\u6f5c\u5728\u7684\u306a\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3001\u4fee\u6b63\u3084\u56de\u907f\u7b56\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u5b9f\u88c5\u304c\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306f\u5927\u304d\u3044\u3002\u7e70\u308a\u8fd4\u3057\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u652f\u63f4\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u65e9\u3044\u6bb5\u968e\u3067\u30a8\u30e9\u30fc\u3092\u767a\u898b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u5fc5\u8981\u306a\u6642\u9593\u3068\u52b4\u529b\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u554f\u984c\u89e3\u6c7a\u3084\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5e73\u51e1\u3067\u6642\u9593\u306e\u304b\u304b\u308b\u5074\u9762\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/f331c5a9-186b-43ea-849e-17f713ac5102.jpg\" alt=\"\u672a\u6765\u7684\u306a\u9ad8\u5c64\u30d3\u30eb\u304c\u7acb\u3061\u4e26\u3076\u90fd\u5e02\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Problem_5_Disconnection_between_LLMs_and_Enterprise_Data\"><\/span>\u554f\u984c5\uff1aLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u65ad\u7d76<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u4f01\u696d\u304c\u696d\u52d9\u306bAI\u3092\u6d3b\u7528\u3059\u308b\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u5207\u308a\u958b\u3044\u305f\u3002\u3057\u304b\u3057\u3001LLM\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u306e\u91cd\u8981\u306a\u8ab2\u984c\u306e1\u3064\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3068\u7d44\u7e54\u304c\u4fdd\u6709\u3059\u308b\u81a8\u5927\u306a\u91cf\u306e\u4f01\u696d\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3068\u306e\u9593\u306b\u65ad\u7d76\u304c\u3042\u308b\u3053\u3068\u3060\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Solution_Connecting_LLMs_to_enterprise_data_using_LangChain\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3LangChain\u3092\u4f7f\u3063\u305fLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u63a5\u7d9a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u4ee5\u4e0b\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">LLM\u3068\u4f01\u696d<\/a> \u30c7\u30fc\u30bfLangChain\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4ed8\u3051\u3001LLM\u306b\u516c\u958b\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u304c\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u305f\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u51fa\u529b\u3092\u751f\u6210\u3067\u304d\u308bAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u4f7f\u3063\u3066LLM\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u306b\u63a5\u7d9a\u3059\u308b\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306fLLM\u304c\u52b9\u7387\u7684\u306b\u7167\u4f1a\u30fb\u691c\u7d22\u3067\u304d\u308b\u5f62\u5f0f\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u30fb\u6574\u7406\u3059\u308b\u3053\u3068\u3092\u542b\u307f\u307e\u3059\u3002LangChain\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u975e\u69cb\u9020\u5316\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u307e\u3067\u3001\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4ed8\u3051\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30c7\u30fc\u30bf\u304c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3055\u308c\u308b\u3068\u3001LangChain\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066LLM\u306b\u516c\u958b\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u3084\u5165\u529b\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001LangChain\u306e <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/de\/abfrage-der-erweiterten-generation-rag-in-der-unternehmens-ki\/\">\u691c\u7d22\u5897\u5927\u4e16\u4ee3\uff08RAG\uff09<\/a> \u306e\u80fd\u529b\u304c\u767a\u63ee\u3055\u308c\u308b\u3002\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u57fa\u3065\u3044\u3066\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u4f01\u696d\u30c7\u30fc\u30bf\u304b\u3089\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001LLM\u306b\u4f9b\u7d66\u3059\u308b\u3002LLM\u306f\u3001\u4f01\u696d\u56fa\u6709\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u305f\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u751f\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u6b63\u78ba\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>LangChain\u3092\u4f7f\u3063\u3066LLM\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3059\u308b\u6f5c\u5728\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u5229\u70b9\u306f\u81a8\u5927\u3067\u3059\u3002\u4f01\u696d\u306f\u5f37\u529b\u306a\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5f93\u696d\u54e1\u3084\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3001\u7d44\u7e54\u306e\u96c6\u5408\u77e5\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u5373\u5ea7\u306b\u6b63\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5927\u91cf\u306e\u4f01\u696d\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3084\u91cd\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u308b\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u6587\u66f8\u5206\u6790\u30fb\u8981\u7d04\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3055\u3089\u306b\u3001LangChain\u306e <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\/\">\u8fc5\u901f\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/a> \u4f01\u696d\u306f\u3001LLM\u306e\u6a5f\u80fd\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u793e\u306e\u30c9\u30e1\u30a4\u30f3\u3084\u696d\u754c\u306b\u7279\u5316\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u652f\u63f4\u3059\u308b\u9ad8\u5ea6\u306b\u5c02\u9580\u5316\u3055\u308c\u305fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>LangChain\u3092\u4f7f\u7528\u3057\u3066LLM\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u7279\u5316\u3057\u305f\u9069\u5207\u306a\u65b9\u6cd5\u3067AI\u306e\u529b\u3092\u6d3b\u7528\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u5e83\u304c\u308a\u307e\u3059\u3002\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3057\u3001LLM\u306e\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u80fd\u529b\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3057\u3001\u696d\u52d9\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u305d\u308c\u305e\u308c\u306e\u5e02\u5834\u3067\u7af6\u4e89\u529b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"A_Quick_Summary\"><\/span>\u7c21\u5358\u306a\u307e\u3068\u3081 <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306f\u3001\u4f01\u696d\u304c\u9ad8\u5ea6\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068AI\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u3067\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3088\u308b\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u5f37\u5316\u304b\u3089\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u5408\u7406\u5316\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u307e\u3067\u3001LangChain\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u306b\u308f\u305f\u3063\u3066\u52b9\u7387\u6027\u3001\u751f\u7523\u6027\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308bAI\u306e\u771f\u306e\u53ef\u80fd\u6027\u3092\u6d3b\u7528\u3059\u308b\u529b\u3092\u4f01\u696d\u306b\u4e0e\u3048\u307e\u3059\u3002 <\/p>\n\n\n<p>\u4f01\u696d\u5411\u3051AI\u306e\u5c55\u671b\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u4e2d\u3001LangChain\u306f\u4f01\u696d\u306b\u304a\u3051\u308bAI\u5c0e\u5165\u306e\u672a\u6765\u3092\u5f62\u4f5c\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u614b\u52e2\u3092\u6574\u3048\u3066\u304a\u308a\u3001\u4f01\u696d\u304c\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30e0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u7af6\u4e89\u306b\u6253\u3061\u52dd\u3064\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>\u3088\u304f\u3042\u308b\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_can_LangChain_help_enterprises_improve_their_customer_support_operations\"><\/span>LangChain\u306f\u3069\u306e\u3088\u3046\u306b\u4f01\u696d\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7406\u89e3\u3057\u3001\u4f01\u696d\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6b63\u78ba\u3067\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u5fdc\u7b54\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_the_benefits_of_using_LangChain_for_enterprise_search_and_question-answering_systems\"><\/span>\u4f01\u696d\u5185\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306bLangChain\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u81a8\u5927\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u8fc5\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u691c\u7d22\u3057\u3001\u6642\u9593\u306e\u7bc0\u7d04\u3068\u751f\u7523\u6027\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_does_LangChain_assist_in_streamlining_software_development_processes\"><\/span>LangChain\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u5408\u7406\u5316\u3092\u3069\u306e\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u3092\u642d\u8f09\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30d0\u30c3\u30b0\u3092\u652f\u63f4\u3057\u3001\u958b\u767a\u8005\u304c\u3088\u308a\u30af\u30ea\u30fc\u30f3\u3067\u52b9\u7387\u7684\u306a\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u306e\u3092\u52a9\u3051\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_makes_LangChain_unique_in_its_ability_to_integrate_large_language_models_with_enterprise_data\"><\/span>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3067\u304d\u308bLangChain\u306e\u7279\u5fb4\u306f\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u4f01\u696d\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u516c\u958b\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u3001\u7d44\u7e54\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u6587\u8108\u7684\u3067\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_should_enterprises_consider_adopting_LangChain_for_their_AI_needs\"><\/span>\u306a\u305c\u4f01\u696d\u306fAI\u30cb\u30fc\u30ba\u306bLangChain\u306e\u63a1\u7528\u3092\u691c\u8a0e\u3059\u3079\u304d\u306a\u306e\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u3001\u8907\u96d1\u306a\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308bAI\u306e\u53ef\u80fd\u6027\u3092\u89e3\u304d\u653e\u3064\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u3001\u67d4\u8edf\u3067\u62e1\u5f35\u53ef\u80fd\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Enterprises face numerous challenges in leveraging artificial intelligence (AI) to streamline operations and improve customer experiences. LangChain, an innovative framework designed to interact with large language models (LLMs), offers a powerful solution to these challenges. By enabling enterprises to build applications that integrate LLMs with their existing data sources and systems, LangChain empowers businesses to solve complex problems using state-of-the-art natural language processing (NLP) techniques. In this blog post, we&#8217;ll explore five critical enterprise problems that can be effectively tackled using the LangChain enterprise framework. Key Takeaways: LangChain offers a comprehensive framework for solving enterprise problems using advanced language models and AI techniques. By integrating large language models with enterprise [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11326,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67],"tags":[],"class_list":["post-11055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>5 Enterprise AI Problems You Can Solve With LangChain - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover how LangChain revolutionizes enterprise AI by solving critical business challenges with advanced language models. 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