{"id":31229,"date":"2026-08-07T13:18:15","date_gmt":"2026-08-07T04:18:15","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=31229"},"modified":"2026-08-09T13:12:07","modified_gmt":"2026-08-09T04:12:07","slug":"langchain-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/langchain-complete-guide\/","title":{"rendered":"LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3092\u696d\u52d9\u30c7\u30fc\u30bf\u3084\u65e2\u5b58\u306e\u696d\u52d9API\u3068\u3064\u306a\u304e\u3001\u691c\u7d22\u30fb\u5224\u65ad\u30fb\u627f\u8a8d\u30fb\u8a18\u9332\u307e\u3067\u3092\u4e00\u3064\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u3068\u3057\u3066\u52d5\u304b\u3059\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u57fa\u76e4\u3067\u3059\u3002<\/p>\n\n\n\n

\u300c\u793e\u5185\u6587\u66f8\u3092\u6b63\u78ba\u306b\u691c\u7d22\u3057\u305f\u3044\u300d\u300c\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3092\u81ea\u52d5\u5316\u3057\u305f\u3044\u300d\u300c\u5728\u5eab\u7167\u4f1a\u3084\u7533\u8acb\u51e6\u7406\u307e\u3067AI\u306b\u4efb\u305b\u305f\u3044\u300d\u3068\u8003\u3048\u3066\u3044\u308b\u65b9\u306b\u5411\u3051\u3066\u3001\u672c\u8a18\u4e8b\u3067\u306fLangChain\u306e\u5168\u4f53\u50cf\u3001\u7a2e\u985e\u3001\u69cb\u6210\u3001\u958b\u767a\u306e\u9032\u3081\u65b9\u3001\u8cbb\u7528\u76f8\u5834\u3001\u958b\u767a\u4f1a\u793e\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u9078\u3073\u65b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001FAQ\u307e\u3067\u3092\u4e00\u901a\u308a\u89e3\u8aac\u3057\u307e\u3059\u3002\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3060\u304b\u3089\u5b89\u304f\u4f5c\u308c\u308b\u3068\u3044\u3046\u5358\u7d14\u306a\u8a71\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u6a29\u9650\u3001\u8a55\u4fa1\u3001\u904b\u7528\u3092\u542b\u3081\u3066\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u50cf\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3084LLM\u305d\u306e\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5229\u7528\u8005\u306e\u5165\u529b\u3092\u53d7\u3051\u4ed8\u3051\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u6c7a\u3081\u3089\u308c\u305f\u696d\u52d9\u30eb\u30fc\u30eb\u306b\u6cbf\u3063\u3066\u30e2\u30c7\u30eb\u3084\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001\u7d50\u679c\u3092\u8fd4\u3057\u3066\u30ed\u30b0\u306b\u6b8b\u3059\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u3067\u3059\u3002\u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001LangChain\u306fLLM\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u4f4d\u7f6e\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: LangChain\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

\n

LLM\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306e\u9055\u3044<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

LLM\u306f\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001LangChain\u306f\u305d\u306e\u30e2\u30c7\u30eb\u3092\u696d\u52d9\u3067\u4f7f\u3048\u308b\u3088\u3046\u306b\u7d44\u307f\u7acb\u3066\u308b\u67a0\u7d44\u307f\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5229\u7528\u8005\u3068\u306e\u5bfe\u8a71\u6a5f\u80fd\u3092\u6307\u3059\u3053\u3068\u304c\u591a\u3044\u4e00\u65b9\u3001LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u753b\u9762\u306e\u88cf\u5074\u3067\u8a8d\u8a3c\u3001\u691c\u7d22\u3001\u30c4\u30fc\u30eb\u5b9f\u884c\u3001\u56de\u7b54\u751f\u6210\u3001\u76e3\u67fb\u30ed\u30b0\u307e\u3067\u3092\u9023\u643a\u3055\u305b\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u540c\u3058\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3067\u3082\u3001\u516c\u958b\u60c5\u5831\u306b\u7b54\u3048\u308b\u3060\u3051\u306e\u7c21\u6613\u30b5\u30fc\u30d3\u30b9\u3068\u3001\u793e\u5185\u306e\u6a29\u9650\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u6271\u3046\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u5fc5\u8981\u306a\u8a2d\u8a08\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

LangChain\u3092\u4f7f\u3046\u4fa1\u5024<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30e2\u30c7\u30eb\u3001\u691c\u7d22\u57fa\u76e4\u3001\u5916\u90e8API\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u500b\u5225\u306b\u547c\u3073\u51fa\u3059\u51e6\u7406\u3092\u6bce\u56de\u4f5c\u308a\u76f4\u3055\u305a\u3001\u5171\u901a\u306e\u90e8\u54c1\u3068\u3057\u3066\u518d\u5229\u7528\u3057\u3084\u3059\u3044\u70b9\u304c\u4fa1\u5024\u3067\u3059\u3002\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u3068\u304d\u306e\u6bd4\u8f03\u3001\u56de\u7b54\u306e\u30c8\u30ec\u30fc\u30b9\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u56de\u5e30\u30c6\u30b9\u30c8\u306b\u3082\u3064\u306a\u3052\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5c0e\u5165\u3059\u308b\u3060\u3051\u3067\u6b63\u7b54\u7387\u304c\u4e0a\u304c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3069\u306e\u8cc7\u6599\u3092\u6b63\u3057\u3044\u60c5\u5831\u6e90\u3068\u3059\u308b\u304b\u3001\u3069\u306eAPI\u3092\u8ab0\u304c\u5b9f\u884c\u3067\u304d\u308b\u304b\u3001\u5931\u6557\u3057\u305f\u3068\u304d\u306b\u8ab0\u304c\u5f15\u304d\u7d99\u3050\u304b\u3092\u8a2d\u8a08\u3057\u3066\u521d\u3081\u3066\u696d\u52d9\u52b9\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3069\u306e\u3088\u3046\u306a\u69cb\u6210\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u6210\u8981\u7d20\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u5178\u578b\u7684\u306a\u69cb\u6210\u306f\u3001\u300c\u5229\u7528\u8005\u306e\u753b\u9762 \u2192 API\u3068\u8a8d\u8a3c \u2192 LangChain\u307e\u305f\u306fLangGraph \u2192 LLM \u2192 RAG\u3084\u696d\u52d9\u30c4\u30fc\u30eb \u2192 \u56de\u7b54\u30fb\u627f\u8a8d \u2192 \u30ed\u30b0\u30fb\u8a55\u4fa1\u30fb\u76e3\u8996\u300d\u3068\u3044\u3046\u6d41\u308c\u3067\u3059\u3002\u3059\u3079\u3066\u3092AI\u306b\u4efb\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI\u304c\u63d0\u6848\u3059\u308b\u90e8\u5206\u3068\u3001\u6c7a\u3081\u3089\u308c\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5b9f\u884c\u3059\u308b\u90e8\u5206\u3092\u5206\u3051\u308b\u3053\u3068\u304c\u672c\u756a\u5316\u306e\u57fa\u672c\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30d7\u30ed\u30f3\u30d7\u30c8\u30fb\u30e2\u30c7\u30eb\u30fb\u30c4\u30fc\u30eb\u306e\u9023\u643a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u306f\u3001\u696d\u52d9\u4e0a\u306e\u5f79\u5272\u3001\u53c2\u7167\u3057\u3066\u3088\u3044\u60c5\u5831\u3001\u56de\u7b54\u306e\u5f62\u5f0f\u3001\u7981\u6b62\u4e8b\u9805\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u63a5\u7d9a\u306f\u4e00\u3064\u306b\u56fa\u5b9a\u305b\u305a\u3001\u54c1\u8cea\u3001\u8cbb\u7528\u3001\u5fdc\u7b54\u901f\u5ea6\u3001\u30c7\u30fc\u30bf\u4fdd\u7ba1\u6761\u4ef6\u306b\u5fdc\u3058\u3066\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3067\u306f\u3001\u5728\u5eab\u7167\u4f1a\u3001\u9867\u5ba2\u60c5\u5831\u691c\u7d22\u3001\u30c1\u30b1\u30c3\u30c8\u767b\u9332\u3001\u898b\u7a4d\u8a08\u7b97\u306a\u3069\u3092\u95a2\u6570\u3084API\u3068\u3057\u3066\u516c\u958b\u3067\u304d\u307e\u3059\u304c\u3001LLM\u306b\u5f37\u3044\u6a29\u9650\u3092\u76f4\u63a5\u6e21\u3057\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u4f8b\u3048\u3070\u300c\u6ce8\u6587\u3092\u30ad\u30e3\u30f3\u30bb\u30eb\u3059\u308b\u300d\u3068\u3044\u3046\u51e6\u7406\u306f\u3001\u30e2\u30c7\u30eb\u304c\u81ea\u7531\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f8\u304d\u63db\u3048\u308b\u8a2d\u8a08\u3067\u306f\u306a\u304f\u3001\u5229\u7528\u8005\u306e\u6a29\u9650\u3001\u5bfe\u8c61\u6ce8\u6587\u306e\u72b6\u614b\u3001\u4e8c\u91cd\u5b9f\u884c\u306e\u9632\u6b62\u3001\u627f\u8a8d\u306e\u8981\u5426\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u691c\u8a3c\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5019\u88dc\u3092\u51fa\u3057\u3001\u53b3\u683c\u306a\u5165\u529b\u691c\u8a3c\u3092\u901a\u3063\u305f\u51e6\u7406\u3060\u3051\u304c\u5b9f\u884c\u3055\u308c\u308b\u5f62\u306b\u3059\u308b\u3068\u3001\u8aa4\u64cd\u4f5c\u306e\u5f71\u97ff\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\n

RAG\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

RAG\u306f\u3001\u8cea\u554f\u306b\u95a2\u4fc2\u3059\u308b\u793e\u5185\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u3001\u305d\u306e\u5185\u5bb9\u3092LLM\u306b\u6e21\u3059\u65b9\u5f0f\u3067\u3059\u3002\u6587\u66f8\u3092\u53d6\u308a\u8fbc\u307f\u3001\u9069\u5207\u306a\u5358\u4f4d\u306b\u5206\u5272\u3057\u3001\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3057\u3066\u691c\u7d22\u53ef\u80fd\u306b\u3057\u305f\u5f8c\u3001\u8cea\u554f\u306b\u8fd1\u3044\u60c5\u5831\u3060\u3051\u3092\u56de\u7b54\u751f\u6210\u3078\u6e21\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3057\u306a\u304f\u3066\u3082\u898f\u7a0b\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u66f4\u65b0\u3067\u304d\u308b\u305f\u3081\u3001\u60c5\u5831\u306e\u66f4\u65b0\u983b\u5ea6\u304c\u9ad8\u3044\u696d\u52d9\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3057\u304b\u3057\u3001RAG\u3092\u5c0e\u5165\u3059\u308c\u3070\u5fc5\u305a\u6b63\u3057\u3044\u56de\u7b54\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u53e4\u3044\u6587\u66f8\u304c\u512a\u5148\u3055\u308c\u308b\u3001\u898b\u51fa\u3057\u3068\u672c\u6587\u304c\u5206\u65ad\u3055\u308c\u308b\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u306e\u306a\u3044\u6587\u66f8\u304c\u691c\u7d22\u3055\u308c\u308b\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u8d77\u304d\u307e\u3059\u3002\u6587\u66f8\u306e\u7248\u3001\u6240\u6709\u8005\u3001\u516c\u958b\u7bc4\u56f2\u3001\u66f4\u65b0\u65e5\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6301\u305f\u305b\u3001\u691c\u7d22\u7d50\u679c\u306e\u6839\u62e0\u3092\u8868\u793a\u3057\u3001\u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u8cea\u554f\u306b\u306f\u300c\u78ba\u8a8d\u3067\u304d\u306a\u3044\u300d\u3068\u7b54\u3048\u308b\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

LangGraph\u3068LangSmith\u306e\u5f79\u5272<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u4e00\u554f\u4e00\u7b54\u306e\u691c\u7d22\u3084\u6587\u7ae0\u751f\u6210\u3067\u3042\u308c\u3070\u3001LangChain\u306e\u57fa\u672c\u6a5f\u80fd\u3067\u8db3\u308a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u9014\u4e2d\u3067\u5206\u5c90\u3059\u308b\u3001\u72b6\u614b\u3092\u4fdd\u6301\u3059\u308b\u3001\u518d\u8a66\u884c\u3059\u308b\u3001\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u9806\u756a\u306b\u4f7f\u3046\u3001\u4eba\u306e\u627f\u8a8d\u3092\u5f85\u3063\u3066\u518d\u958b\u3059\u308b\u3068\u3044\u3063\u305f\u51e6\u7406\u306b\u306f\u3001\u72b6\u614b\u7ba1\u7406\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u6271\u3046LangGraph\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

LangSmith\u306f\u3001\u5b9f\u884c\u30c8\u30ec\u30fc\u30b9\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3001\u5fdc\u7b54\u6642\u9593\u3001\u5229\u7528\u91cf\u306a\u3069\u3092\u89b3\u6e2c\u3059\u308b\u305f\u3081\u306e\u904b\u7528\u57fa\u76e4\u3067\u3059\u30022026\u5e74\u6642\u70b9\u306e\u516c\u5f0f\u6599\u91d1\u3067\u306f\u3001Developer\u306f1\u5e2d\u7121\u6599\u3067\u67085,000\u30d9\u30fc\u30b9\u30c8\u30ec\u30fc\u30b9\u307e\u3067\u3001Plus\u306f1\u5e2d\u670839\u30c9\u30eb\u3067\u670810,000\u30d9\u30fc\u30b9\u30c8\u30ec\u30fc\u30b9\u307e\u3067\u304c\u542b\u307e\u308c\u3001Enterprise\u306f\u500b\u5225\u898b\u7a4d\u3067\u3059\u3002\u5f93\u91cf\u8ab2\u91d1\u306e\u8868\u793a\u4f8b\u306fLCU\u304c1\u5358\u4f4d1.50\u30c9\u30eb\u3001LSU\u304c1\u5358\u4f4d1.00\u30c9\u30eb\u3067\u3059\u304c\u3001\u5b9f\u969b\u306e\u6599\u91d1\u306f\u5229\u7528\u91cf\u3067\u5909\u308f\u308b\u305f\u3081\u3001LLM\u3084\u30af\u30e9\u30a6\u30c9\u306e\u6599\u91d1\u3068\u5206\u3051\u3066\u898b\u7a4d\u3082\u308a\u307e\u3059\uff08\u51fa\u5178: LangSmith\u516c\u5f0f\u6599\u91d1\u30da\u30fc\u30b8\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u306e\u7a2e\u985e\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

LangChain\u3092\u4f7f\u3063\u305f\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3068\u5b9f\u884c\u3059\u308b\u64cd\u4f5c\u306e\u7bc4\u56f2\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u6700\u521d\u304b\u3089\u81ea\u5f8b\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u30ea\u30b9\u30af\u3068\u671f\u5f85\u52b9\u679c\u3092\u898b\u306a\u304c\u3089\u3001\u691c\u7d22\u3001\u63d0\u6848\u3001\u627f\u8a8d\u4ed8\u304d\u5b9f\u884c\u306e\u9806\u306b\u62e1\u5f35\u3059\u308b\u8003\u3048\u65b9\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u793e\u5185\u6587\u66f8\u691c\u7d22\u30fbFAQ\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u793e\u5185\u898f\u7a0b\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u55b6\u696d\u8cc7\u6599\u3001\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u691c\u7d22\u3057\u3001\u6839\u62e0\u3068\u306a\u308b\u6587\u66f8\u3068\u4e00\u7dd2\u306b\u56de\u7b54\u3059\u308b\u30bf\u30a4\u30d7\u3067\u3059\u3002\u8aad\u307f\u53d6\u308a\u5c02\u7528\u3067\u59cb\u3081\u3084\u3059\u304f\u3001\u5229\u7528\u8005\u306e\u6a29\u9650\u306b\u5fdc\u3058\u305f\u691c\u7d22\u7d50\u679c\u306e\u5236\u5fa1\u3001\u6587\u66f8\u306e\u66f4\u65b0\u30d5\u30ed\u30fc\u3001\u56de\u7b54\u3067\u304d\u306a\u3044\u5834\u5408\u306e\u554f\u3044\u5408\u308f\u305b\u5148\u3092\u8a2d\u8a08\u3067\u304d\u308c\u3070\u3001\u6700\u521d\u306e\u5c0e\u5165\u30c6\u30fc\u30de\u3068\u3057\u3066\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u55b6\u696d\u30fb\u9867\u5ba2\u5bfe\u5fdc\u652f\u63f4\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u9867\u5ba2\u3068\u306e\u9762\u8ac7\u8a18\u9332\u3084\u5546\u54c1\u60c5\u5831\u304b\u3089\u3001\u63d0\u6848\u66f8\u306e\u305f\u305f\u304d\u53f0\u3001\u56de\u7b54\u6587\u3001\u6b21\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u30bf\u30a4\u30d7\u3067\u3059\u3002\u6587\u7ae0\u751f\u6210\u3060\u3051\u306a\u3089\u6bd4\u8f03\u7684\u5c0e\u5165\u3057\u3084\u3059\u3044\u3067\u3059\u304c\u3001\u9867\u5ba2\u3054\u3068\u306e\u5951\u7d04\u6761\u4ef6\u3084\u4fa1\u683c\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u53c2\u7167\u3067\u304d\u308b\u9867\u5ba2\u7bc4\u56f2\u3068\u51fa\u529b\u306e\u78ba\u8a8d\u8005\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u751f\u6210\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u9867\u5ba2\u3078\u9001\u4fe1\u305b\u305a\u3001\u62c5\u5f53\u8005\u304c\u7de8\u96c6\u3057\u3066\u627f\u8a8d\u3059\u308b\u6bb5\u968e\u3092\u7f6e\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u554f\u3044\u5408\u308f\u305b\u30fb\u30c1\u30b1\u30c3\u30c8\u51e6\u7406\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u554f\u3044\u5408\u308f\u305b\u3092\u5206\u985e\u3057\u3001\u95a2\u9023\u3059\u308b\u624b\u9806\u3092\u691c\u7d22\u3057\u3001\u56de\u7b54\u6848\u3092\u4f5c\u6210\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c1\u30b1\u30c3\u30c8\u3092\u767b\u9332\u3059\u308b\u30bf\u30a4\u30d7\u3067\u3059\u3002\u5206\u985e\u3084\u691c\u7d22\u306f\u81ea\u52d5\u5316\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u30c1\u30b1\u30c3\u30c8\u306e\u512a\u5148\u5ea6\u5909\u66f4\u3001\u9867\u5ba2\u3078\u306e\u9001\u4fe1\u3001\u62c5\u5f53\u8005\u306e\u5272\u308a\u5f53\u3066\u306f\u696d\u52d9\u5f71\u97ff\u304c\u3042\u308b\u305f\u3081\u3001\u627f\u8a8d\u4ed8\u304d\u306e\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5b9f\u88c5\u3057\u307e\u3059\u3002\u51e6\u7406\u524d\u5f8c\u306e\u5165\u529b\u3068\u7d50\u679c\u3092\u8a18\u9332\u3059\u308b\u3068\u3001\u8aa4\u5206\u985e\u306e\u539f\u56e0\u3084\u6539\u5584\u3059\u3079\u304d\u30ca\u30ec\u30c3\u30b8\u3092\u898b\u3064\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5728\u5eab\u7167\u4f1a\u30fb\u7533\u8acb\u30fb\u696d\u52d9\u5b9f\u884c\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5728\u5eab\u3001\u53d7\u6ce8\u3001\u7533\u8acb\u3001\u4e88\u7d04\u306a\u3069\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068API\u3067\u63a5\u7d9a\u3057\u3001\u5229\u7528\u8005\u306e\u8cea\u554f\u306b\u5fdc\u3058\u3066\u7167\u4f1a\u3084\u7533\u8acb\u6e96\u5099\u3092\u884c\u3046\u30bf\u30a4\u30d7\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u300c\u7b54\u3048\u3092\u8fd4\u3059\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u72b6\u614b\u3092\u5909\u3048\u308b\u300d\u51e6\u7406\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u5b9f\u884c\u524d\u306e\u78ba\u8a8d\u753b\u9762\u3001\u4e8c\u6bb5\u968e\u627f\u8a8d\u3001\u64cd\u4f5c\u5bfe\u8c61\u306e\u5236\u9650\u3001\u91cd\u8907\u5b9f\u884c\u306e\u9632\u6b62\u3001\u5931\u6557\u6642\u306e\u53d6\u6d88\u3057\u3084\u624b\u52d5\u5bfe\u5fdc\u3092\u8981\u4ef6\u306b\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306f\u3069\u306e\u3088\u3046\u306b\u9032\u3081\u307e\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u958b\u767a\u306e\u51fa\u767a\u70b9\u306f\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u3069\u306e\u696d\u52d9\u6307\u6a19\u3092\u6539\u5584\u3059\u308b\u304b\u3067\u3059\u3002\u4f01\u753b\u3001\u691c\u8a3c\u3001\u672c\u756a\u5316\u3092\u5206\u3051\u3001\u5404\u6bb5\u968e\u3067\u7d99\u7d9a\u3059\u308b\u6761\u4ef6\u3092\u6c7a\u3081\u307e\u3059\u3002PoC\u306e\u30c7\u30e2\u304c\u597d\u8a55\u3067\u3082\u3001\u672c\u756a\u306b\u5fc5\u8981\u306a\u6a29\u9650\u3084\u76e3\u67fb\u30ed\u30b0\u304c\u672a\u8a2d\u8a08\u306a\u3089\u3001\u305d\u3053\u3067\u4e00\u5ea6\u7acb\u3061\u6b62\u307e\u308b\u5224\u65ad\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u8981\u4ef6\u5b9a\u7fa9\u3068KPI\u8a2d\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u307e\u305a\u5bfe\u8c61\u696d\u52d9\u3001\u5229\u7528\u8005\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3001\u53c2\u7167\u53ef\u80fd\u306a\u7bc4\u56f2\u3001\u6700\u7d42\u5224\u65ad\u8005\u3092\u6574\u7406\u3057\u307e\u3059\u3002KPI\u306f\u300cAI\u3089\u3057\u3044\u56de\u7b54\u300d\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u6642\u9593\u3001\u4e00\u6b21\u56de\u7b54\u7387\u3001\u554f\u3044\u5408\u308f\u305b\u51e6\u7406\u6642\u9593\u3001\u5165\u529b\u4f5c\u696d\u306e\u524a\u6e1b\u6642\u9593\u3001\u627f\u8a8d\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u306a\u3069\u3001\u5c0e\u5165\u524d\u5f8c\u3067\u6bd4\u8f03\u3067\u304d\u308b\u3082\u306e\u306b\u3057\u307e\u3059\u3002\u54c1\u8cea\u306b\u3064\u3044\u3066\u3082\u3001\u6b63\u7b54\u7387\u3001\u6839\u62e0\u63d0\u793a\u7387\u3001\u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u3092\u62d2\u5426\u3059\u308b\u7387\u3001\u5fdc\u7b54\u6642\u9593\u30011\u4ef6\u5f53\u305f\u308a\u306e\u8cbb\u7528\u3092\u6e2c\u5b9a\u9805\u76ee\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u540c\u6642\u306b\u3001\u6271\u3063\u3066\u3088\u3044\u30c7\u30fc\u30bf\u3068\u6271\u3063\u3066\u306f\u3044\u3051\u306a\u3044\u30c7\u30fc\u30bf\u3092\u6c7a\u3081\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u3001\u6a5f\u5bc6\u60c5\u5831\u3001\u5951\u7d04\u60c5\u5831\u3092\u5916\u90e8\u30e2\u30c7\u30eb\u3078\u9001\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u9589\u57df\u69cb\u6210\u3001\u4fdd\u5b58\u671f\u9593\u3001\u30ed\u30b0\u3078\u306e\u6b8b\u3057\u65b9\u3092\u8981\u4ef6\u5316\u3057\u307e\u3059\u3002\u7d4c\u6e08\u7523\u696d\u7701\u306eAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306f2026\u5e743\u670831\u65e5\u306b\u7b2c1.2\u7248\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u793e\u5185\u306eAI\u5229\u7528\u898f\u7a0b\u3084\u59d4\u8a17\u5148\u306e\u8cac\u4efb\u5206\u754c\u3092\u898b\u76f4\u3059\u969b\u306e\u53c2\u7167\u5148\u306b\u306a\u308a\u307e\u3059\uff08\u51fa\u5178: \u7d4c\u6e08\u7523\u696d\u7701\u30fbIPA\u30fbAISI\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

\n

\u5c0f\u3055\u306aPoC\u3067RAG\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5224\u5b9a<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6b21\u306b\u30011\u3064\u306e\u696d\u52d9\u30681\u3064\u304b2\u3064\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u7d5e\u3063\u3066PoC\u3092\u884c\u3044\u307e\u3059\u3002\u793e\u5185\u6587\u66f8\u691c\u7d22\u3067\u3042\u308c\u3070\u3001\u5b9f\u969b\u306e\u8cea\u554f\u3092\u542b\u3080\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3001\u691c\u7d22\u7d50\u679c\u306e\u9069\u5408\u6027\u3001\u6839\u62e0\u306e\u6709\u7121\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3001\u5fdc\u7b54\u6642\u9593\u3001\u8cbb\u7528\u3092\u6e2c\u308a\u307e\u3059\u3002\u30c7\u30e2\u7528\u306b\u4f5c\u3063\u305f\u8cea\u554f\u3060\u3051\u3067\u8a55\u4fa1\u3059\u308b\u3068\u3001\u5b9f\u904b\u7528\u3067\u51fa\u308b\u66d6\u6627\u306a\u8cea\u554f\u3001\u53e4\u3044\u8cc7\u6599\u3001\u6a29\u9650\u5916\u306e\u8cea\u554f\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u3060\u3051\u306a\u3089RAG\u3092\u4e2d\u5fc3\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u624b\u9806\u3092\u81ea\u52d5\u3067\u9032\u3081\u308b\u5834\u5408\u3084\u3001\u6761\u4ef6\u5206\u5c90\u3001\u518d\u8a66\u884c\u3001\u72b6\u614b\u306e\u4fdd\u5b58\u3001\u4eba\u306e\u627f\u8a8d\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001LangGraph\u306a\u3069\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5316\u3092\u6025\u3050\u3068\u3001\u51e6\u7406\u306e\u4e88\u6e2c\u53ef\u80fd\u6027\u3001\u8cbb\u7528\u3001\u30c6\u30b9\u30c8\u96e3\u5ea6\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u305f\u3081\u3001\u6c7a\u307e\u3063\u305f\u51e6\u7406\u306f\u901a\u5e38\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u56fa\u5b9a\u3057\u3001\u30e2\u30c7\u30eb\u306b\u306f\u5224\u65ad\u304c\u5fc5\u8981\u306a\u7bc4\u56f2\u3060\u3051\u3092\u4efb\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u672c\u756a\u8a2d\u8a08\u30fb\u30c6\u30b9\u30c8\u30fb\u6bb5\u968e\u30ea\u30ea\u30fc\u30b9<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u672c\u756a\u5316\u3067\u306f\u3001\u8a8d\u8a3c\u3068\u8a8d\u53ef\u3001\u30c6\u30ca\u30f3\u30c8\u3084\u90e8\u7f72\u3054\u3068\u306e\u30c7\u30fc\u30bf\u5206\u96e2\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30b3\u30b9\u30c8\u4e0a\u9650\u3001\u969c\u5bb3\u6642\u306e\u4ee3\u66ff\u624b\u6bb5\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u30c6\u30b9\u30c8\u306f\u901a\u5e38\u306e\u753b\u9762\u30c6\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u518d\u8868\u793a\u3001\u6a29\u9650\u5916\u6587\u66f8\u306e\u691c\u7d22\u3001\u30c4\u30fc\u30eb\u306e\u4e8c\u91cd\u5b9f\u884c\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u306b\u3088\u308b\u54c1\u8cea\u4f4e\u4e0b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5b89\u5168\u6027\u306e\u78ba\u8a8d\u306b\u306f\u3001OWASP\u306e\u300cTop 10 for LLM Applications 2025\u300d\u3067\u6574\u7406\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3001\u6a5f\u5bc6\u60c5\u5831\u6f0f\u3048\u3044\u3001\u4e0d\u9069\u5207\u306a\u51fa\u529b\u51e6\u7406\u3001\u30d9\u30af\u30c8\u30eb\u3084\u57cb\u3081\u8fbc\u307f\u306e\u5f31\u70b9\u3001\u904e\u5270\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30b7\u30fc\u3001\u7121\u5236\u9650\u6d88\u8cbb\u306a\u3069\u3092\u30c6\u30b9\u30c8\u9805\u76ee\u3078\u843d\u3068\u3057\u8fbc\u307f\u307e\u3059\uff08\u51fa\u5178: OWASP GenAI Security Project\u30012025\u5e74\uff09\u3002\u672c\u756a\u306f\u5168\u793e\u4e00\u6589\u3067\u306f\u306a\u304f\u3001\u5bfe\u8c61\u90e8\u7f72\u3092\u9650\u5b9a\u3057\u3066\u958b\u59cb\u3057\u3001\u5931\u6557\u4f8b\u3092\u8a55\u4fa1\u30c7\u30fc\u30bf\u3078\u8ffd\u52a0\u3057\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u5e83\u3052\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u306f\u3044\u304f\u3089\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u306e\u8cbb\u7528\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

LangChain\u5358\u4f53\u306e\u5229\u7528\u6599\u3060\u3051\u3067\u958b\u767a\u8cbb\u7528\u306f\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002\u753b\u9762\u3001\u8a8d\u8a3c\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u57fa\u76e4\u3001API\u9023\u643a\u3001\u8a55\u4fa1\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u3001\u4fdd\u5b88\u3092\u3069\u3053\u307e\u3067\u4f5c\u308b\u304b\u3067\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u91d1\u984d\u306f2025\u301c2026\u5e74\u6642\u70b9\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u76f8\u5834\u3068\u3001RAG\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7279\u6709\u306e\u8ffd\u52a0\u5de5\u6570\u3092\u3082\u3068\u306b\u3057\u305f\u7de8\u96c6\u7528\u306e\u63a8\u5b9a\u30ec\u30f3\u30b8\u3067\u3042\u308a\u3001\u500b\u5225\u6848\u4ef6\u306e\u898b\u7a4d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

\u898f\u6a21\u5225\u306e\u521d\u671f\u8cbb\u7528\u3068\u958b\u767a\u671f\u9593<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0f\u3055\u306a\u6280\u8853\u691c\u8a3c\u3084\u30c1\u30e3\u30c3\u30c8PoC\u306f300\u4e07\u301c800\u4e07\u5186\u7a0b\u5ea6\u3001\u671f\u9593\u306f1\u301c3\u304b\u6708\u304c\u4e00\u3064\u306e\u76ee\u5b89\u3067\u3059\u30021\u3064\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30011\u30e2\u30c7\u30eb\u3001\u57fa\u672c\u753b\u9762\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002\u793e\u5185\u6587\u66f8RAG\u3084FAQ\u3068\u3057\u3066\u672c\u756a\u904b\u7528\u3059\u308b\u5834\u5408\u306f800\u4e07\u301c2,000\u4e07\u5186\u7a0b\u5ea6\u30013\u301c6\u304b\u6708\u7a0b\u5ea6\u304c\u76ee\u5b89\u3067\u3059\u3002\u6587\u66f8\u53d6\u308a\u8fbc\u307f\u3001\u6a29\u9650\u5225\u691c\u7d22\u3001SSO\u3001\u5f15\u7528\u8868\u793a\u3001\u904b\u7528\u753b\u9762\u3001\u8a55\u4fa1\u304c\u52a0\u308f\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n

\u696d\u52d9API\u3092\u547c\u3073\u51fa\u3059\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306f2,000\u4e07\u301c5,000\u4e07\u5186\u7a0b\u5ea6\u30016\u301c12\u304b\u6708\u7a0b\u5ea6\u3092\u898b\u8fbc\u307f\u307e\u3059\u3002\u8907\u6570\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3001\u627f\u8a8d\u30d5\u30ed\u30fc\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u3001\u8ca0\u8377\u8a66\u9a13\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002\u8907\u6570\u696d\u52d9\u3092\u307e\u305f\u3050\u5168\u793e\u57fa\u76e4\u3067\u306f5,000\u4e07\u301c1.5\u5104\u5186\u4ee5\u4e0a\u300112\u304b\u6708\u4ee5\u4e0a\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u898f\u6a21\u5225\u76f8\u5834\u3084\u4eba\u6708\u5358\u4fa1\u3092LangChain\u56fa\u6709\u306e\u8ffd\u52a0\u5de5\u6570\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u63a8\u5b9a\u3067\u3059\uff08\u51fa\u5178: \u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u5168\u822c\u306eNotebookLM\u8abf\u67fb\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

\n

\u8cbb\u7528\u3092\u62bc\u3057\u4e0a\u3052\u308b\u8981\u56e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u8cbb\u7528\u5dee\u304c\u5927\u304d\u304f\u306a\u308b\u8981\u56e0\u306f\u3001\u6587\u66f8\u306e\u91cf\u3088\u308a\u3082\u30c7\u30fc\u30bf\u306e\u72b6\u614b\u3068\u696d\u52d9\u306e\u8907\u96d1\u3055\u3067\u3059\u3002\u6587\u66f8\u306e\u91cd\u8907\u3084\u7248\u7ba1\u7406\u304c\u4e0d\u5341\u5206\u306a\u3089\u3001\u53d6\u308a\u8fbc\u307f\u524d\u306e\u6574\u7406\u306b\u5de5\u6570\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u90e8\u7f72\u3084\u9867\u5ba2\u3054\u3068\u306e\u6a29\u9650\u304c\u7d30\u304b\u3044\u307b\u3069\u3001\u691c\u7d22\u6642\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3068\u30c6\u30b9\u30c8\u304c\u5897\u3048\u307e\u3059\u3002\u65e2\u5b58API\u304c\u6574\u5099\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u9023\u643a\u7528API\u306e\u65b0\u898f\u958b\u767a\u3084\u30c7\u30fc\u30bf\u6574\u5f62\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u3055\u3089\u306b\u3001\u9589\u57df\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306b\u8fd1\u3044\u69cb\u6210\u3001\u8907\u6570\u30e2\u30c7\u30eb\u306e\u5207\u308a\u66ff\u3048\u3001\u53b3\u683c\u306aSLA\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u3001\u30ec\u30c3\u30c9\u30c1\u30fc\u30e0\u8a66\u9a13\u3001\u76e3\u67fb\u5bfe\u5fdc\u306f\u521d\u671f\u8cbb\u7528\u3092\u62bc\u3057\u4e0a\u3052\u307e\u3059\u3002\u898b\u7a4d\u66f8\u3067\u306f\u3001PoC\u3001\u672c\u756a\u958b\u767a\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001LLM\u3084\u691c\u7d22\u57fa\u76e4\u306e\u5f93\u91cf\u8ab2\u91d1\u3001\u76e3\u8996\u3001\u4fdd\u5b88\u3092\u5206\u3051\u3066\u3082\u3089\u3046\u3068\u3001\u3069\u3053\u306b\u8cbb\u7528\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u304b\u3092\u6bd4\u8f03\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u898b\u65b9<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u904b\u7528\u8cbb\u306f\u3001LLM\u306e\u5165\u529b\u30fb\u51fa\u529b\u3001\u57cb\u3081\u8fbc\u307f\u4f5c\u6210\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u57fa\u76e4\u3001\u30ed\u30b0\u4fdd\u5b58\u3001\u8a55\u4fa1\u30fb\u76e3\u8996\u3001\u4fdd\u5b88\u306e\u5408\u8a08\u3067\u3059\u3002\u5c0f\u898f\u6a21\u306a\u3089\u670810\u4e07\u301c50\u4e07\u5186\u3001\u4e2d\u898f\u6a21\u306a\u3089\u670850\u4e07\u301c200\u4e07\u5186\u3001\u5e38\u6642\u7a3c\u50cd\u3067\u5927\u91cf\u306e\u6587\u66f8\u3084\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3092\u6271\u3046\u5834\u5408\u306f\u6708200\u4e07\u5186\u3092\u8d85\u3048\u308b\u3053\u3068\u3082\u3042\u308b\u3068\u3044\u3046\u63a8\u5b9a\u3067\u3059\u3002\u5229\u7528\u8005\u6570\u3060\u3051\u3067\u306a\u304f\u30011\u56de\u306e\u51e6\u7406\u3067\u4f55\u56de\u30e2\u30c7\u30eb\u3092\u547c\u3076\u304b\u3001\u691c\u7d22\u5bfe\u8c61\u304c\u3069\u308c\u3060\u3051\u5927\u304d\u3044\u304b\u3001\u30ed\u30b0\u3092\u4f55\u65e5\u4fdd\u5b58\u3059\u308b\u304b\u3067\u5909\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4fdd\u5b88\u8cbb\u7528\u306f\u4e00\u822c\u7684\u306b\u521d\u671f\u958b\u767a\u8cbb\u306e\u5e7415\u301c25\uff05\u7a0b\u5ea6\u3092\u76ee\u5b89\u306b\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001LangChain\u6848\u4ef6\u3067\u306f\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u66f4\u65b0\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u56de\u5e30\u30c6\u30b9\u30c8\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3001\u969c\u5bb3\u6642\u306e\u5fa9\u65e7\u304c\u3069\u3053\u307e\u3067\u542b\u307e\u308c\u308b\u304b\u3092\u5951\u7d04\u66f8\u306b\u8a18\u8f09\u3057\u307e\u3059\u3002\u5f93\u91cf\u8ab2\u91d1\u306b\u306f\u6708\u984d\u4e0a\u9650\u3084\u7570\u5e38\u5229\u7528\u306e\u901a\u77e5\u3092\u8a2d\u5b9a\u3057\u3001\u60f3\u5b9a\u5916\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30d7\u3067\u8cbb\u7528\u304c\u81a8\u3089\u307e\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\u306e\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u306f\u3069\u306e\u3088\u3046\u306b\u9078\u3073\u307e\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u958b\u767a\u4f1a\u793e\u306e\u9078\u3073\u65b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u3092\u9078\u3076\u3068\u304d\u306f\u3001LangChain\u3068\u3044\u3046\u6280\u8853\u540d\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u672c\u756a\u904b\u7528\u307e\u3067\u8a2d\u8a08\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u751f\u6210AI\u306e\u30c7\u30e2\u5b9f\u7e3e\u3068\u3001LangChain\u30fbLangGraph\u3092\u4f7f\u3063\u305f\u5b9f\u88c5\u7d4c\u9a13\u306f\u5206\u3051\u3066\u78ba\u8a8d\u3057\u3001\u516c\u958b\u60c5\u5831\u306b\u306a\u3044\u5b9f\u7e3e\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u8907\u6570\u793e\u3078\u540c\u3058\u524d\u63d0\u306eRFP\u3092\u6e21\u3057\u3001\u91d1\u984d\u3060\u3051\u3067\u306a\u304f\u54c1\u8cea\u8a55\u4fa1\u3068\u8cac\u4efb\u5206\u754c\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5b9f\u7e3e\u3068\u62c5\u5f53\u4f53\u5236\u3092\u78ba\u8a8d\u3059\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u78ba\u8a8d\u3057\u305f\u3044\u306e\u306f\u3001\u5358\u7d14\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u753b\u9762\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u8a55\u4fa1\u3001\u6a29\u9650\u3001\u696d\u52d9API\u3001\u627f\u8a8d\u3001\u30ed\u30b0\u3001\u4fdd\u5b88\u307e\u3067\u306e\u7d4c\u9a13\u3067\u3059\u3002\u63d0\u6848\u6642\u306b\u306f\u3001LangChain\u3068LangGraph\u306e\u4f7f\u3044\u5206\u3051\u3001RAG\u306e\u8a55\u4fa1\u65b9\u6cd5\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u6642\u306e\u56de\u5e30\u30c6\u30b9\u30c8\u3001\u5931\u6557\u6642\u306e\u624b\u52d5\u904b\u7528\u3092\u8cea\u554f\u3057\u307e\u3059\u3002\u6280\u8853\u62c5\u5f53\u3060\u3051\u3067\u306a\u304f\u3001\u696d\u52d9\u8981\u4ef6\u3092\u6574\u7406\u3059\u308b\u62c5\u5f53\u8005\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u62c5\u5f53\u8005\u3001\u904b\u7528\u62c5\u5f53\u8005\u304c\u521d\u671f\u6bb5\u968e\u304b\u3089\u53c2\u52a0\u3059\u308b\u4f53\u5236\u304b\u3082\u898b\u6975\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u518d\u59d4\u8a17\u5148\u306e\u6709\u7121\u3068\u8cac\u4efb\u7bc4\u56f2\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u30fbIaC\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30fb\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u7d0d\u54c1\u6761\u4ef6\u3001\u5951\u7d04\u7d42\u4e86\u6642\u306e\u30c7\u30fc\u30bf\u6d88\u53bb\u3001\u30e2\u30c7\u30eb\u3084\u691c\u7d22\u57fa\u76e4\u306e\u5909\u66f4\u6a29\u9650\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u81ea\u793e\u3067\u5c06\u6765\u904b\u7528\u3059\u308b\u306a\u3089\u3001\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306e\u7ba1\u7406\u753b\u9762\u3060\u3051\u3067\u306a\u304f\u3001\u518d\u73fe\u53ef\u80fd\u306a\u30c6\u30b9\u30c8\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u5f15\u304d\u6e21\u3055\u308c\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u63d0\u6848\u66f8\u3068\u898b\u7a4d\u66f8\u3092\u540c\u3058\u57fa\u6e96\u3067\u6bd4\u8f03\u3059\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

RFP\u306b\u306f\u3001\u5bfe\u8c61\u696d\u52d9\u3001\u5229\u7528\u8005\u6570\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30011\u65e5\u5f53\u305f\u308a\u306e\u8cea\u554f\u6570\u3001\u5fc5\u8981\u306a\u5fdc\u7b54\u6642\u9593\u3001\u6a29\u9650\u306e\u5358\u4f4d\u3001\u5916\u90e8\u9001\u4fe1\u306e\u53ef\u5426\u3001\u6c42\u3081\u308bKPI\u3001\u5e0c\u671b\u7d0d\u671f\u3092\u8a18\u8f09\u3057\u307e\u3059\u3002\u63d0\u6848\u66f8\u3067\u306f\u3001\u63a1\u7528\u3059\u308b\u69cb\u6210\u3001\u4ee3\u66ff\u6848\u3001PoC\u306e\u5224\u5b9a\u6761\u4ef6\u3001\u672c\u756a\u79fb\u884c\u6761\u4ef6\u3001\u30c6\u30b9\u30c8\u9805\u76ee\u3001\u904b\u7528\u76e3\u8996\u3001\u969c\u5bb3\u6642\u306e\u9023\u7d61\u65b9\u6cd5\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u898b\u7a4d\u66f8\u306f\u3001\u4f01\u753b\u30fb\u8981\u4ef6\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u753b\u9762\u30fbAPI\u958b\u767a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9f\u88c5\u3001\u8a55\u4fa1\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a66\u9a13\u3001\u79fb\u884c\u3001\u6559\u80b2\u3001\u4fdd\u5b88\u306b\u5206\u3051\u3066\u3082\u3089\u3044\u307e\u3059\u3002LLM\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u30ed\u30b0\u306e\u5f93\u91cf\u8ab2\u91d1\u304c\u542b\u307e\u308c\u308b\u304b\u3001\u70ba\u66ff\u5909\u52d5\u3084\u5229\u7528\u91cf\u5897\u52a0\u3092\u8ab0\u304c\u8ca0\u62c5\u3059\u308b\u304b\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u6975\u7aef\u306b\u5b89\u3044\u898b\u7a4d\u306f\u3001\u8a55\u4fa1\u3001\u6a29\u9650\u3001\u4fdd\u5b88\u304c\u629c\u3051\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u5b89\u3055\u3060\u3051\u3067\u5224\u65ad\u3057\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\n

\u5951\u7d04\u3068\u5185\u88fd\u5316\u306e\u6761\u4ef6\u3092\u6c7a\u3081\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u751f\u6210AI\u306f\u30e2\u30c7\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u66f4\u65b0\u304c\u7d9a\u304f\u305f\u3081\u3001\u7d0d\u54c1\u3057\u3066\u7d42\u308f\u308a\u306b\u306a\u308a\u307e\u305b\u3093\u3002\u4fdd\u5b88\u306e\u5bfe\u5fdc\u6642\u9593\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u306e\u671f\u9650\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u6642\u306e\u518d\u8a55\u4fa1\u3001\u54c1\u8cea\u52a3\u5316\u6642\u306e\u5207\u308a\u623b\u3057\u3001\u30ed\u30b0\u306e\u4fdd\u7ba1\u671f\u9593\u3092\u5951\u7d04\u3067\u5b9a\u3081\u307e\u3059\u3002AI\u306e\u56de\u7b54\u304c\u539f\u56e0\u3067\u8aa4\u3063\u305f\u51e6\u7406\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u3001\u5229\u7528\u8005\u3001\u904b\u7528\u90e8\u7f72\u3001\u958b\u767a\u5074\u306e\u3069\u3053\u304c\u5224\u65ad\u3057\u3001\u3069\u306e\u8a3c\u8de1\u3092\u6b8b\u3059\u304b\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u5185\u88fd\u5316\u3092\u60f3\u5b9a\u3059\u308b\u5834\u5408\u306f\u3001\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u3001\u69cb\u6210\u56f3\u3001\u74b0\u5883\u69cb\u7bc9\u624b\u9806\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u624b\u9806\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5909\u66f4\u5c65\u6b74\u3001\u904b\u7528Runbook\u3092\u7d0d\u54c1\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002\u5916\u90e8\u306e\u652f\u63f4\u3092\u7d99\u7d9a\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u81ea\u793e\u304c\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u5229\u7528\u91cf\u3001\u6b63\u7b54\u7387\u3001\u6839\u62e0\u63d0\u793a\u7387\u3001\u62d2\u5426\u7387\u3001\u5931\u6557\u30ed\u30b0\u3092\u5b9a\u671f\u7684\u306b\u5831\u544a\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><\/p>\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><\/p>\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aLangChain\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u5b89\u5168\u306b\u904b\u7528\u3059\u308b\u306b\u306f\u4f55\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u306e\u5b89\u5168\u904b\u7528\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u672c\u756a\u904b\u7528\u3067\u91cd\u8996\u3059\u308b\u306e\u306f\u3001\u56de\u7b54\u306e\u8ce2\u3055\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u9593\u9055\u3044\u3092\u691c\u77e5\u3057\u3066\u6b62\u3081\u308b\u3053\u3068\u3001\u6839\u62e0\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3053\u3068\u3001\u6a29\u9650\u5916\u306e\u60c5\u5831\u3092\u8fd4\u3055\u306a\u3044\u3053\u3068\u3001\u91cd\u8981\u306a\u64cd\u4f5c\u306b\u306f\u4eba\u306e\u627f\u8a8d\u3092\u631f\u3080\u3053\u3068\u3001\u554f\u984c\u767a\u751f\u5f8c\u306b\u539f\u56e0\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3068\u6a29\u9650\u7ba1\u7406<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5165\u529b\u3068\u51fa\u529b\u306e\u4e21\u65b9\u306b\u3001\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u306e\u691c\u51fa\u3001\u7981\u6b62\u8a9e\u306e\u30d5\u30a3\u30eb\u30bf\u3001\u51fa\u529b\u5f62\u5f0f\u306e\u691c\u8a3c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3092\u8a2d\u3051\u307e\u3059\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001PII\u306b\u5bfe\u3057\u3066\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u533f\u540d\u5316\u3001\u30cf\u30c3\u30b7\u30e5\u5316\u3001\u30d6\u30ed\u30c3\u30af\u306a\u3069\u306e\u51e6\u7406\u3092\u9078\u629e\u3067\u304d\u3001\u51e6\u7406\u306e\u524d\u5f8c\u306b\u30ab\u30b9\u30bf\u30e0\u306e\u30df\u30c9\u30eb\u30a6\u30a7\u30a2\u3092\u631f\u3081\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: LangChain\u516c\u5f0f\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u30012026\u5e74\uff09\u3002<\/p>\n\n\n\n

\u30c4\u30fc\u30eb\u306b\u306f\u6700\u5c0f\u6a29\u9650\u3092\u8a2d\u5b9a\u3057\u3001\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u5206\u3051\u307e\u3059\u3002\u30e1\u30fc\u30eb\u9001\u4fe1\u3001\u30c7\u30fc\u30bf\u524a\u9664\u3001\u91d1\u984d\u306e\u78ba\u5b9a\u3001\u5728\u5eab\u3084\u5951\u7d04\u72b6\u614b\u306e\u5909\u66f4\u306a\u3069\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5224\u65ad\u3060\u3051\u3067\u5b9f\u884c\u3057\u306a\u3044\u8a2d\u8a08\u306b\u3057\u307e\u3059\u3002\u4eba\u306e\u627f\u8a8d\u3092\u5fc5\u8981\u3068\u3059\u308b\u64cd\u4f5c\u306f\u51e6\u7406\u3092\u4e00\u6642\u505c\u6b62\u3057\u3001\u627f\u8a8d\u3001\u4fee\u6b63\u3001\u62d2\u5426\u306e\u7d50\u679c\u3092\u8a18\u9332\u3057\u3066\u304b\u3089\u518d\u958b\u3057\u307e\u3059\u3002\u5229\u7528\u8005\u306e\u5f79\u5272\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u6240\u6709\u90e8\u7f72\u3084\u9867\u5ba2\u5358\u4f4d\u3082\u8a8d\u53ef\u6761\u4ef6\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u54c1\u8cea\u8a55\u4fa1\u3068LLMOps<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u8a55\u4fa1\u30c7\u30fc\u30bf\u306f\u3001\u5c0e\u5165\u524d\u306b\u4f5c\u3063\u3066\u7d42\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u969b\u306e\u8cea\u554f\u3001\u6b63\u89e3\u3001\u53c2\u7167\u3059\u3079\u304d\u6839\u62e0\u3001\u8a31\u5bb9\u3067\u304d\u306a\u3044\u56de\u7b54\u3001\u62d2\u5426\u3059\u3079\u304d\u8cea\u554f\u3092\u7d99\u7d9a\u7684\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002\u8a55\u4fa1\u3067\u306f\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u3001\u6839\u62e0\u306e\u63d0\u793a\u3001\u6a29\u9650\u9055\u53cd\u306e\u6709\u7121\u3001\u62d2\u5426\u306e\u59a5\u5f53\u6027\u3001\u5fdc\u7b54\u6642\u9593\u30011\u4ef6\u5f53\u305f\u308a\u306e\u8cbb\u7528\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u6761\u4ef6\u306e\u3069\u308c\u304b\u3092\u5909\u66f4\u3057\u305f\u3068\u304d\u306f\u3001\u904e\u53bb\u306e\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u518d\u5b9f\u884c\u3057\u307e\u3059\u3002\u826f\u304f\u306a\u3063\u305f\u56de\u7b54\u3060\u3051\u3067\u306a\u304f\u3001\u4ee5\u524d\u306f\u6b63\u3057\u304b\u3063\u305f\u56de\u7b54\u304c\u58ca\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u56de\u5e30\u30c6\u30b9\u30c8\u3067\u3059\u3002\u30c8\u30ec\u30fc\u30b9\u3068\u30ed\u30b0\u3092\u898b\u306a\u304c\u3089\u5931\u6557\u3092\u5206\u985e\u3057\u3001\u30c7\u30fc\u30bf\u306e\u554f\u984c\u3001\u691c\u7d22\u306e\u554f\u984c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u554f\u984c\u3001\u30c4\u30fc\u30eb\u3084\u6a29\u9650\u306e\u554f\u984c\u306b\u5206\u3051\u3066\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u969c\u5bb3\u6642\u306e\u4ee3\u66ff\u904b\u7528\u3068\u76e3\u67fb<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

LLM\u3084\u691c\u7d22\u57fa\u76e4\u304c\u505c\u6b62\u3057\u305f\u5834\u5408\u306b\u3001\u696d\u52d9\u3092\u6b62\u3081\u306a\u3044\u624b\u9806\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u691c\u7d22\u5bfe\u8c61\u3092\u9650\u5b9a\u3057\u305f\u7c21\u6613\u30e2\u30fc\u30c9\u3001\u5f93\u6765\u306eFAQ\u3001\u62c5\u5f53\u90e8\u7f72\u3078\u306e\u5f15\u304d\u7d99\u304e\u3001\u624b\u52d5\u51e6\u7406\u306e\u53d7\u4ed8\u306a\u3069\u3001\u696d\u52d9\u306e\u91cd\u8981\u5ea6\u306b\u5fdc\u3058\u305f\u4ee3\u66ff\u624b\u6bb5\u3092\u6c7a\u3081\u307e\u3059\u3002\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3084\u30c4\u30fc\u30eb\u5931\u6557\u3092\u5229\u7528\u8005\u306b\u5206\u304b\u308b\u5f62\u3067\u4f1d\u3048\u3001\u540c\u3058\u51e6\u7406\u3092\u81ea\u52d5\u3067\u4f55\u5ea6\u3082\u5b9f\u884c\u3057\u306a\u3044\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u76e3\u67fb\u30ed\u30b0\u306b\u306f\u3001\u5229\u7528\u8005\u3001\u5165\u529b\u3001\u691c\u7d22\u3057\u305f\u6587\u66f8\u306e\u8b58\u5225\u5b50\u3001\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7248\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001\u627f\u8a8d\u8005\u3001\u6700\u7d42\u51fa\u529b\u3001\u30a8\u30e9\u30fc\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u3092\u542b\u3080\u30ed\u30b0\u3092\u9577\u671f\u9593\u4fdd\u5b58\u3059\u308b\u5834\u5408\u306f\u3001\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u4fdd\u5b58\u671f\u9593\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u30ed\u30b0\u306f\u554f\u984c\u8abf\u67fb\u306b\u5fc5\u8981\u3067\u3059\u304c\u3001\u30ed\u30b0\u305d\u306e\u3082\u306e\u304c\u65b0\u3057\u3044\u60c5\u5831\u6f0f\u3048\u3044\u6e90\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u3001\u95b2\u89a7\u6a29\u9650\u3092\u5206\u96e2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u30b7\u30b9\u30c6\u30e0\u306e\u3088\u304f\u3042\u308b\u8cea\u554f\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u6700\u5f8c\u306b\u3001\u5c0e\u5165\u524d\u306b\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u7591\u554f\u3078\u56de\u7b54\u3057\u307e\u3059\u3002LangChain\u3092\u4f7f\u3046\u304b\u3069\u3046\u304b\u3088\u308a\u3001\u3069\u306e\u7bc4\u56f2\u3092\u81ea\u52d5\u5316\u3057\u3001\u3069\u3053\u306b\u4eba\u306e\u78ba\u8a8d\u3092\u7f6e\u304d\u3001\u4f55\u3092\u6e2c\u5b9a\u3059\u308b\u304b\u3092\u6c7a\u3081\u308b\u3053\u3068\u304c\u5224\u65ad\u306e\u4e2d\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n

\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u4f55\u306b\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u793e\u5185\u6587\u66f8\u306e\u691c\u7d22\u3001FAQ\u3001\u55b6\u696d\u652f\u63f4\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u30c1\u30b1\u30c3\u30c8\u767b\u9332\u3001\u5728\u5eab\u7167\u4f1a\u3001\u7533\u8acb\u6e96\u5099\u306a\u3069\u306b\u4f7f\u3048\u307e\u3059\u3002\u8aad\u307f\u53d6\u308a\u5c02\u7528\u306e\u696d\u52d9\u304b\u3089\u59cb\u3081\u308b\u3068\u30ea\u30b9\u30af\u3092\u6291\u3048\u3084\u3059\u304f\u3001\u30c7\u30fc\u30bf\u306e\u6a29\u9650\u7ba1\u7406\u3084\u8a55\u4fa1\u3092\u6574\u3048\u305f\u5f8c\u306b\u3001\u627f\u8a8d\u4ed8\u304d\u306e\u66f4\u65b0\u51e6\u7406\u3078\u5e83\u3052\u308b\u9032\u3081\u65b9\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3069\u3061\u3089\u304c\u3088\u3044\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u793e\u5185\u6587\u66f8\u3084\u6700\u65b0\u306e\u5546\u54c1\u60c5\u5831\u3092\u53c2\u7167\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u3001\u307e\u305aRAG\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002RAG\u306f\u5143\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u3084\u3059\u304f\u3001\u6839\u62e0\u3092\u8868\u793a\u3057\u3084\u3059\u3044\u304b\u3089\u3067\u3059\u3002\u6c7a\u307e\u3063\u305f\u6587\u4f53\u3084\u5206\u985e\u3001\u51fa\u529b\u5f62\u5f0f\u3092\u5927\u91cf\u306e\u4f8b\u304b\u3089\u8abf\u6574\u3057\u305f\u3044\u5834\u5408\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3068\u518d\u5b66\u7fd2\u306e\u7ba1\u7406\u304c\u5fc5\u8981\u306a\u305f\u3081\u3001\u76ee\u7684\u3092\u5206\u3051\u3066\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

LangChain\u306f\u7121\u6599\u306a\u306e\u3067\u958b\u767a\u8cbb\u7528\u3082\u5b89\u304f\u306a\u308a\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

LangChain\u81ea\u4f53\u3092\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u3066\u3082\u3001\u958b\u767a\u8cbb\u7528\u304c\u7121\u6599\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u6574\u7406\u3001\u753b\u9762\u3001\u8a8d\u8a3c\u3001API\u9023\u643a\u3001\u8a55\u4fa1\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30af\u30e9\u30a6\u30c9\u3001LLM\u306e\u5f93\u91cf\u8ab2\u91d1\u3001\u4fdd\u5b88\u306b\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u5c0f\u898f\u6a21\u306aPoC\u3067300\u4e07\u301c800\u4e07\u5186\u7a0b\u5ea6\u3001\u672c\u756a\u306e\u6587\u66f8RAG\u3067800\u4e07\u301c2,000\u4e07\u5186\u7a0b\u5ea6\u3068\u3044\u3046\u63a8\u5b9a\u3092\u51fa\u767a\u70b9\u306b\u3057\u3001\u5bfe\u8c61\u7bc4\u56f2\u3092\u5206\u3051\u3066\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u5b89\u5168\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b89\u5168\u6027\u306f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3060\u3051\u3067\u6c7a\u307e\u3089\u305a\u3001\u8a8d\u8a3c\u3001\u8a8d\u53ef\u3001\u30c7\u30fc\u30bf\u4fdd\u8b77\u3001\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3001\u8a55\u4fa1\u3001\u76e3\u8996\u3001\u904b\u7528\u624b\u9806\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u306e\u691c\u51fa\u3068\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u6a29\u9650\u5916\u6587\u66f8\u306e\u691c\u7d22\u9632\u6b62\u3001\u5371\u967a\u306a\u30c4\u30fc\u30eb\u3078\u306e\u4eba\u306e\u627f\u8a8d\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u8a66\u9a13\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u969c\u5bb3\u6642\u306e\u624b\u52d5\u5bfe\u5fdc\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002\u5c0e\u5165\u524d\u306b\u60f3\u5b9a\u3059\u308b\u4e8b\u6545\u3068\u8a31\u5bb9\u7bc4\u56f2\u3092\u6c7a\u3081\u3001\u7d99\u7d9a\u7684\u306b\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n
\n
\n
\"LangChain\u306e\u30b7\u30b9\u30c6\u30e0\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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