{"id":11658,"date":"2024-06-11T17:08:25","date_gmt":"2024-06-11T22:08:25","guid":{"rendered":"http:\/\/skimai.com\/?p=11658"},"modified":"2024-06-11T17:08:25","modified_gmt":"2024-06-11T22:08:25","slug":"%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%ae%e3%83%99%e3%82%b9%e3%83%88%e3%83%97%e3%83%a9%e3%82%af%e3%83%86%e3%82%a3%e3%82%b9%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/","title":{"rendered":"\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u305f\u3081\u306eLangChain\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff0b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\uff0b\u3088\u304f\u3042\u308b\u5931\u6557\u3068\u8ab2\u984c\u3092\u907f\u3051\u308b\u65b9\u6cd5 - AI&amp;YOU #57"},"content":{"rendered":"<p><strong>\u696d\u754c\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong> 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href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#LangChain_use_cases_best_practices_and_common_mistakes_and_challenges_%E2%80%93_AI_YOU_57\" >LangChain\u306e\u4f7f\u7528\u4f8b\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u3088\u304f\u3042\u308b\u9593\u9055\u3044\u3084\u8ab2\u984c - AI&amp;YOU #57<\/a><\/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\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9D%8C_Problem_1_Inefficient_Customer_Support\" >\u554f\u984c1\uff1a\u975e\u52b9\u7387\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9C%85_Solution_Implementing_LangChain-powered_chatbots\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1aLangChain\u3092\u5229\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u88c5<\/a><\/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\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9D%8C_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><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" 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href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9C%85_Solution_Leveraging_LangChain_for_code_understanding_and_assistance\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u3068\u652f\u63f4\u306bLangChain\u3092\u6d3b\u7528<\/a><\/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\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9D%8C_Problem_5_Disconnection_between_LLMs_and_Enterprise_Data\" >\u554f\u984c5\uff1aLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u65ad\u7d76<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#%E2%9C%85_Solution_Connecting_LLMs_to_enterprise_data_using_LangChain\" >\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1aLangChain\u3092\u4f7f\u3063\u305fLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u63a5\u7d9a<\/a><\/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\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#5_Best_Practices_for_Using_and_Integrating_LangChain\" >LangChain\u306e\u4f7f\u7528\u3068\u7d71\u5408\u306e\u305f\u3081\u306e5\u3064\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/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\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#1%EF%B8%8F%E2%83%A3_Leverage_Custom_Embeddings_for_Optimal_Performance\" >1\ufe0f \u20e3 \u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3066\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#2%EF%B8%8F%E2%83%A3_Implement_Robust_Error_Handling_Mechanisms\" >2\ufe0f\u20e3 \u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5b9f\u88c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#3%EF%B8%8F%E2%83%A3_Embrace_Modularity_and_Reusability_in_Component_Design\" >3\ufe0f\u20e3 \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u304a\u3051\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u306e\u63a1\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#4%EF%B8%8F%E2%83%A3_Curate_Diverse_and_Relevant_Examples_for_Extraction_Tasks\" >4\ufe0f\ufe13\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#5%EF%B8%8F%E2%83%A3_Using_LangChains_Debugging_Capabilities_for_Optimization\" >5\ufe0f\u20e3 LangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6700\u9069\u5316\u306b\u4f7f\u3046<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#Top_5_LangChain_Mistakes_and_Challenges\" >LangChain\u306e\u9593\u9055\u3044\u3068\u8ab2\u984c\u30c8\u30c3\u30d75<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/skimai.com\/ja\/langchain-use-cases-for-enterprise-ai-best-practices-how-to-avoid-common-mistakes-challenges-aiyou-57\/#Thank_you_for_taking_the_time_to_read_AI_YOU\" >AI &amp; YOU\u300f\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\uff01<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChain_use_cases_best_practices_and_common_mistakes_and_challenges_%E2%80%93_AI_YOU_57\"><\/span><strong>LangChain\u306e\u4f7f\u7528\u4f8b\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u3088\u304f\u3042\u308b\u9593\u9055\u3044\u3084\u8ab2\u984c - AI&amp;YOU #57<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4eca\u56de\u306eLangChain\u7279\u96c6\u306e\u59cb\u3081\u306b\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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9D%8C_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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9C%85_Solution_Implementing_LangChain-powered_chatbots\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1aLangChain\u3092\u5229\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306f\u3001\u4f01\u696d\u304c\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u52b9\u7387\u7684\u306b\u5bfe\u5fdc\u3059\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u81ea\u7136\u3067\u4f1a\u8a71\u7684\u306a\u65b9\u6cd5\u3067\u3001\u6b63\u78ba\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u7279\u5316\u3057\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LangChain\u306eMemory\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7dad\u6301\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u4f5c\u308a\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f85\u3061\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u4eba\u9593\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8907\u96d1\u306a\u554f\u984c\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9D%8C_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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9C%85_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><\/h2>\n\n\n<p>\u5927\u304d\u306a\u7d44\u7e54\u3067\u306f\u3001\u8cb4\u91cd\u306a\u60c5\u5831\u304c\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u6563\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3002LangChain\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u77e5\u8b58\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u53ef\u80fd\u306b\u3059\u308b\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3084\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u306f\u30e6\u30fc\u30b6\u306e\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u305f\u95a2\u9023\u60c5\u5831\u306e\u9ad8\u901f\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u77e5\u8b58\u306e\u5171\u6709\u304c\u4fc3\u9032\u3055\u308c\u3001\u751f\u7523\u6027\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9D%8C_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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9C%85_Solution_Utilizing_LangChain_for_document_summarization\"><\/span>\u2705 \u89e3\u6c7a\u7b56\uff1a\u6587\u66f8\u8981\u7d04\u306bLangChain\u3092\u6d3b\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u9577\u3044\u6587\u66f8\u306f\u6d88\u5316\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002LangChain\u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u3066\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LangChain\u306f\u3001\u30bd\u30fc\u30b9\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u57fa\u3065\u3044\u305f\u3001\u91cd\u8981\u306a\u6d1e\u5bdf\u3092\u6349\u3048\u305f\u7c21\u6f54\u3067\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u8981\u7d04\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u8981\u7d04\u30c1\u30a7\u30fc\u30f3\u306f\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6642\u9593\u3092\u7bc0\u7d04\u3057\u3001\u60c5\u5831\u306e\u904e\u591a\u3092\u6e1b\u3089\u3057\u3001\u5f93\u696d\u54e1\u304c\u4e3b\u8981\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u7d20\u65e9\u304f\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9D%8C_Problem_4_Inefficiencies_in_Software_Development_Processes\"><\/span>\u554f\u984c4\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u975e\u52b9\u7387\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9C%85_Solution_Leveraging_LangChain_for_code_understanding_and_assistance\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u3068\u652f\u63f4\u306bLangChain\u3092\u6d3b\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308bAI\u99c6\u52d5\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3001\u6700\u9069\u5316\u3092\u63d0\u6848\u3057\u3001\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u306b\u95a2\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b3\u30fc\u30c9\u306e\u63d0\u6848\u3001\u751f\u6210\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u6587\u66f8\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30a8\u30e9\u30fc\u3092\u65e9\u671f\u306b\u767a\u898b\u3057\u3001\u958b\u767a\u8005\u306f\u3088\u308a\u9ad8\u5ea6\u306a\u554f\u984c\u89e3\u6c7a\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9D%8C_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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9C%85_Solution_Connecting_LLMs_to_enterprise_data_using_LangChain\"><\/span>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1aLangChain\u3092\u4f7f\u3063\u305fLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u63a5\u7d9a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306fLLM\u3068\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3002\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4ed8\u3051\u3001\u305d\u308c\u3092 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%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%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0\/\">\u691c\u7d22\u5897\u5927\u4e16\u4ee3\uff08RAG\uff09<\/a>LangChain\u306f\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5c02\u9580\u7684\u306a\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3001\u6587\u66f8\u5206\u6790\u30c4\u30fc\u30eb\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u529b\u3092\u4e0e\u3048\u3001LLM\u306e\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u6a5f\u80fd\u3068\u7d44\u307f\u5408\u308f\u3055\u308c\u305f\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u89e3\u304d\u653e\u3061\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Best_Practices_for_Using_and_Integrating_LangChain\"><\/span>LangChain\u306e\u4f7f\u7528\u3068\u7d71\u5408\u306e\u305f\u3081\u306e5\u3064\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3088\u308a\u591a\u304f\u306e\u958b\u767a\u8005\u3068\u4f01\u696d\u304c\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306bLangChain\u3092\u63a1\u7528\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3001\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u4fdd\u5b88\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u3092\u4fdd\u8a3c\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1%EF%B8%8F%E2%83%A3_Leverage_Custom_Embeddings_for_Optimal_Performance\"><\/span>1\ufe0f \u20e3 \u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3066\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3068\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30e0\u57cb\u3081\u8fbc\u307f\u306f\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u691c\u7d22\u3055\u308c\u308b\u60c5\u5831\u306e\u95a2\u9023\u6027\u3068\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u4f01\u696d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e0a\u3067\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u5b58\u5728\u3059\u308b\u30e6\u30cb\u30fc\u30af\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3001\u95a2\u4fc2\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u985e\u4f3c\u691c\u7d22\u3001\u60c5\u5831\u691c\u7d22\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u3088\u308a\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30ab\u30b9\u30bf\u30e0\u30fb\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001LangChain\u306e\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u7d71\u5408\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"https:\/\/www.sbert.net\/\">\u30bb\u30f3\u30c6\u30f3\u30b9\u30fb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/a> \u3084Hugging Face\u306eTransformers\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3067\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30b6\u30d5\u30ec\u30f3\u30c9\u30ea\u306aAPI\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u5fae\u8abf\u6574\u306b\u6642\u9593\u3092\u6295\u8cc7\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u306b\u3088\u308a\u9069\u5207\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2%EF%B8%8F%E2%83%A3_Implement_Robust_Error_Handling_Mechanisms\"><\/span>2\ufe0f\u20e3 \u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u306f\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b89\u5b9a\u6027\u3068\u30e6\u30fc\u30b6\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30c1\u30a7\u30fc\u30f3\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u3088\u3046\u306aLangChain\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6271\u3046\u5834\u5408\u3001\u4f8b\u5916\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3066\u512a\u96c5\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u3001try\/except\u30d6\u30ed\u30c3\u30af\u3067\u547c\u3073\u51fa\u3057\u3092\u30e9\u30c3\u30d7\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u4e88\u671f\u305b\u306c\u30af\u30e9\u30c3\u30b7\u30e5\u3092\u9632\u304e\u3001\u30e6\u30fc\u30b6\u306b\u610f\u5473\u306e\u3042\u308b\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u30fb\u30d3\u30d8\u30a4\u30d3\u30a2\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u30a8\u30e9\u30fc\u306b\u906d\u9047\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6a5f\u80fd\u3092\u7d99\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u6f5c\u5728\u7684\u306a\u4f8b\u5916\u306b\u7a4d\u6975\u7684\u306b\u5bfe\u51e6\u3057\u3001\u30a8\u30e9\u30fc\u306b\u3064\u3044\u3066\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u3068\u4fe1\u7528\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30a8\u30e9\u30fc\u304b\u3089\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u56de\u5fa9\u3067\u304d\u308b\u80fd\u529b\u3092\u9ad8\u304f\u8a55\u4fa1\u3057\u3001\u5168\u4f53\u7684\u306a\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3%EF%B8%8F%E2%83%A3_Embrace_Modularity_and_Reusability_in_Component_Design\"><\/span>3\ufe0f\u20e3 \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u304a\u3051\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u306e\u63a1\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3057\u3001\u5c0f\u3055\u304f\u3001\u96c6\u4e2d\u3057\u3066\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306b\u5927\u304d\u306a\u5229\u76ca\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u7279\u5b9a\u306e\u6a5f\u80fd\u3092\u30ab\u30d7\u30bb\u30eb\u5316\u3057\u305f\u30e2\u30b8\u30e5\u30e9\u30fc\u30e6\u30cb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7570\u306a\u308b\u90e8\u5206\u3067\u7c21\u5358\u306b\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u306a\u304f\u3001\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u66f4\u65b0\u3084\u4fee\u6b63\u304c\u5bb9\u6613\u306b\u306a\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9\u306e\u4fdd\u5b88\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306f\u307e\u305f\u3001\u30c1\u30fc\u30e0\u30fb\u30e1\u30f3\u30d0\u30fc\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3088\u308a\u826f\u3044\u3082\u306e\u306b\u3059\u308b\u3002\u7570\u306a\u308b\u958b\u767a\u8005\u304c\u5225\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u540c\u6642\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u3089\u306f\u5f8c\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u4e26\u5217\u958b\u767a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u52a0\u901f\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002LangChain\u306e\u30d3\u30eb\u30c7\u30a3\u30f3\u30b0\u30d6\u30ed\u30c3\u30af\u3092\u6d3b\u7528\u3057\u3001\u72ec\u81ea\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30e6\u30cb\u30c3\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u6574\u7406\u3057\u4fdd\u5b88\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4%EF%B8%8F%E2%83%A3_Curate_Diverse_and_Relevant_Examples_for_Extraction_Tasks\"><\/span>4\ufe0f\ufe13\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3092\u4f7f\u7528\u3057\u305f\u6b63\u78ba\u3067\u5305\u62ec\u7684\u306a\u60c5\u5831\u62bd\u51fa\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u95a2\u9023\u3059\u308b\u591a\u69d8\u306a\u4e8b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u5e45\u5e83\u3044\u30b7\u30ca\u30ea\u30aa\u3068\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30c7\u30fc\u30bf\u306b\u5b58\u5728\u3059\u308b\u69d8\u3005\u306a\u30d1\u30bf\u30fc\u30f3\u3001\u69cb\u9020\u3001\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u672a\u77e5\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066\u3046\u307e\u304f\u6c4e\u5316\u3057\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3067\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u52b9\u679c\u7684\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u906d\u9047\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u5165\u529b\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3001\u304a\u3088\u3073\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u8868\u3059\u5e45\u5e83\u3044\u30b7\u30ca\u30ea\u30aa\u3092\u30ab\u30d0\u30fc\u3057\u307e\u3059\u3002\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3092\u542b\u3081\u308b\u3053\u3068\u3067\u3001\u901a\u5e38\u3068\u306f\u7570\u306a\u308b\u3001\u3042\u308b\u3044\u306f\u56f0\u96e3\u306a\u30b7\u30ca\u30ea\u30aa\u3092\u30e2\u30c7\u30eb\u304c\u3046\u307e\u304f\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306e\u30ea\u30c8\u30ea\u30fc\u30d0\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u3001\u5165\u529b\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7528\u4f8b\u3092\u52d5\u7684\u306b\u30d5\u30a7\u30c3\u30c1\u3059\u308b\u3053\u3068\u3067\u3001\u62bd\u51fa\u306b\u4f7f\u7528\u3055\u308c\u308b\u7528\u4f8b\u304c\u5e38\u306b\u624b\u5143\u306e\u30bf\u30b9\u30af\u306b\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u4f8b\u6587\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u6642\u9593\u3092\u6295\u8cc7\u3059\u308b\u3053\u3068\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5f37\u56fa\u306a\u57fa\u790e\u3068\u306a\u308a\u3001\u6b63\u78ba\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u4e00\u8cab\u3057\u3066\u63d0\u4f9b\u3059\u308b\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=\"5%EF%B8%8F%E2%83%A3_Using_LangChains_Debugging_Capabilities_for_Optimization\"><\/span>5\ufe0f\u20e3 LangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6700\u9069\u5316\u306b\u4f7f\u3046<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306e\u5f37\u529b\u306a\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3001\u4f8b\u3048\u3070 <strong>set_debug()<\/strong> \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u52d5\u4f5c\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30d0\u30c3\u30b0\u30e2\u30fc\u30c9\u3092\u6709\u52b9\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u306e\u5165\u51fa\u529b\u3092\u542b\u3080\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5185\u90e8\u52d5\u4f5c\u306e\u8a73\u7d30\u306a\u30ed\u30ae\u30f3\u30b0\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8a73\u7d30\u306a\u6d1e\u5bdf\u306b\u3088\u308a\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u7279\u5b9a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u9069\u5316\u3001\u7570\u5e38\u306e\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u306b\u306f <strong>set_debug()<\/strong> \u30e1\u30bd\u30c3\u30c9\u3092\u9078\u629e\u7684\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u306b\u5b9f\u904b\u7528\u74b0\u5883\u306b\u304a\u3051\u308b\u904e\u5270\u306a\u30ed\u30ae\u30f3\u30b0\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u56de\u907f\u3059\u308b\u3002\u5165\u51fa\u529b\u30d5\u30ed\u30fc\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6709\u52b9\u6027\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u76f8\u4e92\u4f5c\u7528\u306a\u3069\u306e\u4e3b\u8981\u306a\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u30c7\u30d0\u30c3\u30b0\u30ed\u30b0\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u69cb\u9020\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u958b\u767a\u3059\u308b\u3002\u30c7\u30d0\u30c3\u30b0\u304b\u3089\u5f97\u3089\u308c\u305f\u6d1e\u5bdf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u54c1\u8cea\u3001\u304a\u3088\u3073\u5168\u4f53\u7684\u306a\u52d5\u4f5c\u3092\u53cd\u5fa9\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_5_LangChain_Mistakes_and_Challenges\"><\/span>LangChain\u306e\u9593\u9055\u3044\u3068\u8ab2\u984c\u30c8\u30c3\u30d75<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3069\u3093\u306a\u65b0\u3057\u3044\u6280\u8853\u3067\u3082\u305d\u3046\u3067\u3059\u304c\u3001LangChain\u306e\u5c0e\u5165\u3068\u5229\u7528\u306e\u6210\u529f\u3092\u59a8\u3052\u308b\u3001\u3088\u304f\u3042\u308b\u9593\u9055\u3044\u3084\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u274c \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8907\u96d1\u306b\u3057\u3059\u304e\u308b\uff1a<\/strong> LangChain\u306e\u62bd\u8c61\u5316\u6a5f\u80fd\u3067\u3042\u308bChain\u3001Agent\u3001Tool\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u3001\u9069\u5207\u306b\u4f7f\u7528\u3057\u306a\u3044\u3068\u4e0d\u5fc5\u8981\u306a\u8907\u96d1\u3055\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6df1\u3044\u30af\u30e9\u30b9\u968e\u5c64\u3084\u3001\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u306e\u3088\u3046\u306a\u6982\u5ff5\u306e\u4e0d\u660e\u77ad\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u59a8\u3052\u306b\u306a\u308a\u3001\u30c7\u30d0\u30c3\u30b0\u3092\u3088\u308a\u56f0\u96e3\u306b\u3057\u3001\u4fdd\u5b88\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u274c \u6587\u66f8\u3084\u4f8b\u3092\u8efd\u8996\u3057\u3066\u3044\u308b\uff1a<\/strong> LangChain\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3057\u3070\u3057\u3070\u660e\u5feb\u3055\u3068\u6df1\u307f\u306b\u6b20\u3051\u3001\u4e3b\u8981\u306a\u6982\u5ff5\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u671f\u5f85\u3055\u308c\u308b\u5165\u51fa\u529b\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u8aac\u660e\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u4f8b\u984c\u306f\u5358\u7d14\u3059\u304e\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5b9f\u969b\u306e\u8907\u96d1\u306a\u554f\u984c\u306b\u5bfe\u3059\u308b\u6e96\u5099\u304c\u5341\u5206\u3067\u306a\u3044\u305f\u3081\u3001\u30d5\u30e9\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u6642\u9593\u306e\u6d6a\u8cbb\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u274c \u4e0d\u6574\u5408\u3084\u96a0\u308c\u305f\u884c\u52d5\u3092\u898b\u904e\u3054\u3059\uff1a<\/strong> LangChain\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001ConversationBufferMemory\u304cConversationChain\u3084AgentExecutor\u3068\u3069\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u304b\u306e\u9055\u3044\u3084\u3001\u7570\u306a\u308b\u30c1\u30a7\u30fc\u30f3\u9593\u3067\u306e\u5165\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u4e0d\u6574\u5408\u306a\u3069\u3001\u660e\u78ba\u306b\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u4e88\u671f\u305b\u306c\u52d5\u4f5c\u3084\u4e00\u8cab\u6027\u306e\u306a\u3044\u52d5\u4f5c\u3092\u793a\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u96a0\u308c\u305f\u52d5\u4f5c\u306f\u3001\u8aa4\u3063\u305f\u4eee\u5b9a\u3001\u8aa4\u3063\u305f\u5b9f\u88c5\u3001\u7279\u5b9a\u3068\u4fee\u6b63\u304c\u56f0\u96e3\u306a\u5fae\u5999\u306a\u30d0\u30b0\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u274c <strong>\u7d71\u5408\u306e\u8ab2\u984c\u3092\u904e\u5c0f\u8a55\u4fa1\uff1a<\/strong> LangChain\u3092\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3001\u30c4\u30fc\u30eb\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3001\u305d\u306e\u72ec\u65ad\u7684\u306a\u8a2d\u8a08\u3068\u7279\u5b9a\u306e\u30d1\u30bf\u30fc\u30f3\u3078\u306e\u4f9d\u5b58\u306e\u305f\u3081\u306b\u56f0\u96e3\u3067\u3059\u3002\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u3001\u4f8b\u5916\u9593\u306e\u5909\u63db\u3001LangChain\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3068\u30c7\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u30b9\u30c6\u30fc\u30c8\u3068\u30b7\u30f3\u30b0\u30eb\u30c8\u30f3\u306e\u6271\u3044\u306f\u3001\u8907\u96d1\u3055\u3068\u6f5c\u5728\u7684\u306a\u5931\u6557\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u8ffd\u52a0\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3092\u9045\u3089\u305b\u3001\u958b\u767a\u30b3\u30b9\u30c8\u3092\u5897\u52a0\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u274c 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LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u672c\u756a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6700\u9069\u5316\u3059\u308b\u306b\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u306e\u8981\u7d20\u306b\u7d30\u5fc3\u306e\u6ce8\u610f\u3092\u6255\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u56fa\u6709\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8907\u96d1\u3055\u3001\u6700\u9069\u3067\u306a\u3044\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3001\u5fb9\u5e95\u7684\u306a\u30c6\u30b9\u30c8\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u5fc5\u8981\u6027\u306f\u3001\u9069\u5207\u306b\u5bfe\u51e6\u3055\u308c\u306a\u3044\u5834\u5408\u3001\u9045\u3044\u5fdc\u7b54\u6642\u9593\u3001\u9ad8\u3044\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u5897\u52a0\u3001\u4fe1\u983c\u6027\u306e\u554f\u984c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u514b\u670d\u3067\u304d\u306a\u3044\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u7a4d\u6975\u7684\u306b\u53d6\u308a\u7d44\u307f\u3001\u5c02\u9580\u5bb6\u306e\u6307\u5c0e\u3092\u4ef0\u3050\u3053\u3068\u3067\u3001\u4f01\u696d\u306fLangChain\u306b\u95a2\u9023\u3059\u308b\u30cf\u30fc\u30c9\u30eb\u3092\u514b\u670d\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002LangChain\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306fAI\u3078\u306e\u53d6\u308a\u7d44\u307f\u306b\u304a\u3044\u3066\u4fa1\u5024\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u3001\u9ad8\u6027\u80fd\u3067\u4fdd\u5b88\u53ef\u80fd\u306a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Thank_you_for_taking_the_time_to_read_AI_YOU\"><\/span><strong>AI &amp; YOU\u300f\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\uff01<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><strong>\u30a4\u30f3\u30d5\u30a9\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3001\u7d71\u8a08\u3001\u30cf\u30a6\u30c4\u30fc\u30ac\u30a4\u30c9\u3001\u8a18\u4e8b\u3001\u30d3\u30c7\u30aa\u306a\u3069\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u95a2\u3059\u308b\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3064\u3044\u3066\u306f\u3001Skim AI\u3092\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/strong><a rel=\"noopener noreferrer\" href=\"https:\/\/linkedin.com\/company\/skim-ai\"><strong>LinkedIn<\/strong><\/a><\/p>\n\n\n<p>\u5275\u696d\u8005\u3001CEO\u3001\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30ea\u30b9\u30c8\u3001\u6295\u8cc7\u5bb6\u306e\u7686\u69d8\u306f\u3001\u5c02\u9580\u7684\u306aAI\u30a2\u30c9\u30d0\u30a4\u30b6\u30ea\u30fc\u307e\u305f\u306f\u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u30b5\u30fc\u30d3\u30b9\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f\u8cb4\u793e\u306eAI\u88fd\u54c1\u6226\u7565\u3084\u6295\u8cc7\u6a5f\u4f1a\u306b\u3064\u3044\u3066\u3001\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email\">\u4f01\u696d\u5411\u3051AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7acb\u3061\u4e0a\u3052\u306b\u304a\u56f0\u308a\u3067\u3059\u304b\uff1f\u5f53\u793e\u306eAI\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306eAI\u52b4\u50cd\u8005\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u304a\u8003\u3048\u3067\u3059\u304b\uff1f\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/a><\/p>\n\n\n<p>\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30eb\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30af\u30a4\u30c6\u30a3\u304c\u652f\u63f4\u3059\u308b\u4ee5\u4e0b\u306e\u696d\u754c\u306e\u4f01\u696d\u5411\u3051\u306b\u3001\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\uff1a\u533b\u7642\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\/\u30b3\u30f3\u30c6\u30f3\u30c4\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6620\u753b\/\u5199\u771f\u5236\u4f5c\u3001\u6559\u80b2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\uff06\u6697\u53f7\u901a\u8ca8\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Industry use case: Morningstar, a publicly-traded investment research firm, built the Morningstar Intelligence Engine using LangChain to provide personalized investment insights to their analysts. They developed a chatbot called Mo that allows customers to query Morningstar&#8217;s extensive research database using natural language, generating concise insights quickly. 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 week&#8217;s edition of AI&amp;YOU, we are exploring insights from three blogs we published: 5 Enterprise Problems You Can Solve With LangChain 5 Best Practices for Using and Integrating LangChain Top 5 LangChain [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12408,"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-11658","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>LangChain use cases for Enterprise AI + Best Practices + How to avoid common mistakes &amp; challenges - AI&amp;YOU #57 - Skim AI<\/title>\n<meta name=\"description\" content=\"LangChain for Enterprise Solutions: Use Cases, Best Practices, and Common Mistakes - Discover how Morningstar leveraged LangChain to enhance investment insights. Explore critical use cases, best practices, and common challenges when integrating LangChain into enterprise applications. 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