{"id":10046,"date":"2024-06-11T14:14:15","date_gmt":"2024-06-11T19:14:15","guid":{"rendered":"http:\/\/skimai.com\/?p=10046"},"modified":"2024-06-11T14:18:00","modified_gmt":"2024-06-11T19:18:00","slug":"%e4%bc%81%e6%a5%ad%e3%81%aellm%e3%82%b9%e3%82%bf%e3%83%83%e3%82%af%e3%82%92%e6%a7%8b%e7%af%89%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%ef%bc%9a4%e3%83%84%e3%83%bc%e3%83%ab%e3%82%b9%e3%82%bf%e3%83%83","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/","title":{"rendered":"\u4f01\u696d\u306eLLM\u30b9\u30bf\u30c3\u30af\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\uff1a4\u30c4\u30fc\u30eb\u30b9\u30bf\u30c3\u30af\uff0b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u9375\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u304d\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u5805\u7262\u3067\u52b9\u7387\u7684\u306aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u304c\u5fc5\u8981\u3067\u3059\u3002Skim AI\u3067\u306f\u3001\u5f53\u793e\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306b\u3088\u308a\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u5bfe\u8a71\u6a5f\u80fd\u3092\u5099\u3048\u305f\u5f37\u529b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u30b9\u30bf\u30c3\u30af\u306f\u3001LLM API\u3001LangChain\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u3001\u53b3\u9078\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">\u7d71\u5408<\/a> \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u306a\u3069\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u4f01\u696d\u306f\u3001\u304b\u3064\u3066\u306a\u3044\u7cbe\u5ea6\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u5fdc\u7b54\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002\u540c\u6642\u306b\u3001\u3053\u306e\u30b9\u30bf\u30c3\u30af\u306b\u6cbf\u3063\u305f\u4e3b\u306a\u30c6\u30af\u30cb\u30c3\u30af\u306e1\u3064\u306f\u3001\u69d8\u3005\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u63d0\u4f9b\u3059\u308b\u65e2\u5b58\u306e\u30c4\u30fc\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3060\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u30bc\u30ed\u304b\u3089\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8cb4\u91cd\u306a\u6642\u9593\u3068\u52b4\u529b\u3092\u7bc0\u7d04\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#An_LLM_API_Like_GPT_Claude_Llama_or_Mistral\" >GPT\u3001\u30af\u30ed\u30fc\u30c9\u3001\u30e9\u30de\u3001\u30df\u30b9\u30c8\u30e9\u30eb\u306e\u3088\u3046\u306aLLM API<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Factors_to_Consider_When_Choosing_an_LLM_API\" >LLM API\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u8981\u7d20<\/a><\/li><\/ul><\/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\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#LangChain\" >\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#LangChains_Various_Tools_and_Support\" >LangChain\u306e\u5404\u7a2e\u30c4\u30fc\u30eb\u3068\u30b5\u30dd\u30fc\u30c8<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#A_Vector_Database_Like_Chroma\" >Chroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Integrating_Chroma_Into_Your_Enterprise_LLM_Stack\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30b9\u30bf\u30c3\u30af\u3078\u306eChroma\u306e\u7d71\u5408<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#crewAI_for_Multi-Agent_Systems\" >\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306ecrewAI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Leveraging_the_Power_of_Specialization\" >\u5c02\u9580\u5316\u306e\u529b\u3092\u6d3b\u7528\u3059\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Unlocking_the_Power_of_LLMs_with_the_Right_Application_Stack\" >\u9069\u5207\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b9\u30bf\u30c3\u30af\u3067LLM\u306e\u529b\u3092\u5f15\u304d\u51fa\u3059<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"An_LLM_API_Like_GPT_Claude_Llama_or_Mistral\"><\/span>GPT\u3001\u30af\u30ed\u30fc\u30c9\u3001\u30e9\u30de\u3001\u30df\u30b9\u30c8\u30e9\u30eb\u306e\u3088\u3046\u306aLLM API<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b9\u30bf\u30c3\u30af\u306e\u4e2d\u6838\u306b\u306f\u3001LLM API\u304c\u5fc5\u8981\u3067\u3059\u3002LLM API\u306f\u3001\u5f37\u529b\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LLM API\u306f\u3001\u3042\u306a\u305f\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u8907\u96d1\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306e\u6a4b\u6e21\u3057\u3092\u3057\u3001\u6700\u5c0f\u9650\u306e\u52b4\u529b\u3067\u3042\u306a\u305f\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LLM API\u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e\u3072\u3068\u3064\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u8a13\u7df4\u3055\u308c\u305f\u6700\u5148\u7aef\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u3060\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001GPT\u3001 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/anthropic-and-claude-3%e3%81%ae%e6%a6%82%e8%a6%81%ef%bc%9a%e6%95%b0%e5%8d%81%e5%84%84%e3%83%89%e3%83%ab%e3%81%ae%e8%b3%87%e9%87%91%e8%aa%bf%e9%81%94%e3%81%a7%e6%b3%a2%e3%81%ab%e4%b9%97%e3%82%8bai\/\">\u30af\u30ed\u30fc\u30c9<\/a>, <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%b8%e3%82%a7%e3%83%8d%e3%83%ac%e3%83%bc%e3%83%86%e3%82%a3%e3%83%96ai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%ac%a7%e5%b7%9e%e3%81%ae%e6%96%b0%e3%81%9f%e3%81%aa%e5%b7%a8%e4%ba%ba%e3%80%81%e3%83%9f\/\">\u30df\u30b9\u30c8\u30e9\u30eb<\/a>\u305d\u3057\u3066 <a rel=\"noopener noreferrer\" href=\"https:\/\/www.llama-api.com\/\">\u30e9\u30de<\/a>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u9a5a\u304f\u3079\u304d\u7cbe\u5ea6\u3068\u6d41\u66a2\u3055\u3067\u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306bAPI\u30b3\u30fc\u30eb\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u611f\u60c5\u5206\u6790\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u5e45\u5e83\u3044\u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d20\u65e9\u304f\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Factors_to_Consider_When_Choosing_an_LLM_API\"><\/span><strong>LLM API\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u8981\u7d20<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p><strong><u>\u3042\u306a\u305f\u306e\u30b9\u30bf\u30c3\u30af\u306bLLM API\u3092\u9078\u629e\u3059\u308b\u5834\u5408\u3001\u8003\u616e\u3059\u3079\u304d\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u304c\u3042\u308a\u307e\u3059\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7cbe\u5ea6\uff1a<\/strong> API\u304c\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u51e6\u7406\u3057\u3001\u4fe1\u983c\u3067\u304d\u308b\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u67d4\u8edf\u6027\uff1a<\/strong> \u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3001\u30b9\u30bf\u30c3\u30af\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> \u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u4e88\u60f3\u3055\u308c\u308b\u5834\u5408\u306f\u3001API\u304c\u305d\u308c\u306b\u5fdc\u3058\u3066\u30b9\u30b1\u30fc\u30eb\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3002<\/p><\/li><li><p><strong>\u30b5\u30dd\u30fc\u30c8\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\uff1a<\/strong> \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u9577\u671f\u7684\u306a\u5b9f\u884c\u53ef\u80fd\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001API\u5468\u308a\u306e\u30b5\u30dd\u30fc\u30c8\u306e\u30ec\u30d9\u30eb\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u898f\u6a21\u3092\u8a55\u4fa1\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>LLM API\u3092\u52b9\u679c\u7684\u306b\u5229\u7528\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u4e3b\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3002\u307b\u3068\u3093\u3069\u306eLLM API\u306e\u4e2d\u6838\u306b\u3042\u308b\u306e\u306f\u3001\u4e00\u822c\u7684\u306b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u304f\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u308b\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306fAPI\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4ecb\u3057\u3066\u30a2\u30af\u30bb\u30b9\u3055\u308c\u3001\u8a8d\u8a3c\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u3002LLM API\u306b\u306f\u3001\u30c8\u30fc\u30af\u30f3\u5316\u3084\u6b63\u898f\u5316\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u305f\u3081\u306e\u8ffd\u52a0\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3084\u3001\u5fae\u8abf\u6574\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306bLLM API\u3092\u7d71\u5408\u3059\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u3044\u3063\u305f\u8981\u7d20\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u304cAPI\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u9001\u4fe1\u3055\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u305f\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u307e\u305f\u3001API \u306e\u30b3\u30b9\u30c8\u69cb\u9020\u3082\u614e\u91cd\u306b\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u4f7f\u7528\u91cf\u306b\u5fdc\u3058\u305f\u4fa1\u683c\u8a2d\u5b9a\u306f\u3001\u5927\u91cf\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3059\u3050\u306b\u81a8\u308c\u4e0a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3060\u3002<\/p>\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u306f\u3042\u308a\u307e\u3059\u304c\u3001LLM API\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u660e\u3089\u304b\u3067\u3059\u3002\u9ad8\u5ea6\u306a\u8a00\u8a9e\u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u30b7\u30f3\u30d7\u30eb\u3067\u67d4\u8edf\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001LLM API\u306f\u3001\u3088\u308a\u9b45\u529b\u7684\u3067\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f5c\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u30c4\u30fc\u30eb\u3001\u30ca\u30ec\u30c3\u30b8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u3044\u305a\u308c\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3067\u3082\u3001LLM API\u306f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b9\u30bf\u30c3\u30af\u306b\u4e0d\u53ef\u6b20\u306a\u8ffd\u52a0\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChain\"><\/span><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u7528\u306bLLM API\u3092\u9078\u629e\u3057\u305f\u5f8c\u3001\u6b21\u306b\u8003\u616e\u3059\u3079\u304d\u8981\u7d20\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"https:\/\/www.langchain.com\/\">\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/a>.LangChain\u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e0a\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5f37\u529b\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u69d8\u3005\u306aLLM API\u3068\u5bfe\u8a71\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001LLM\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3078\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3092\u4f7f\u3046\u4e3b\u306a\u5229\u70b9\u306e\u4e00\u3064\u306f\u3001\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002LangChain\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30c1\u30a7\u30fc\u30f3\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30e1\u30e2\u30ea\u306a\u3069\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u306b\u3088\u308a\u3001\u5358\u7d14\u306a\u8cea\u554f\u5fdc\u7b54\u304b\u3089\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u307e\u3067\u3001\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3068\u306e\u81ea\u7136\u8a00\u8a9e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-diagram-1.png\" alt=\"LangChain\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChains_Various_Tools_and_Support\"><\/span><strong>LangChain\u306e\u5404\u7a2e\u30c4\u30fc\u30eb\u3068\u30b5\u30dd\u30fc\u30c8<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain\u306f\u307e\u305f\u3001LLM\u3067\u306e\u4f5c\u696d\u3092\u52b9\u7387\u5316\u3059\u308b\u69d8\u3005\u306a\u30c4\u30fc\u30eb\u3084\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u3082\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001\u610f\u5473\u691c\u7d22\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u308f\u308c\u308b\u30c6\u30ad\u30b9\u30c8\u306e\u6570\u5024\u8868\u73fe\u3067\u3042\u308b\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6271\u3046\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306bLangChain\u306b\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3092\u30ac\u30a4\u30c9\u3059\u308b\u305f\u3081\u306e\u5165\u529b\u6587\u5b57\u5217\u3067\u3042\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7ba1\u7406\u3059\u308b\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n<p>LangChain\u306e\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u7279\u5fb4\u306f\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30b5\u30dd\u30fc\u30c8\u3067\u3059\u3002LangChain\u306fChroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u4fdd\u5b58\u30fb\u691c\u7d22\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u69d8\u3005\u306a\u60c5\u5831\u30bd\u30fc\u30b9\u3092\u5229\u7528\u3067\u304d\u308b\u77e5\u8b58\u96c6\u7d04\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u307e\u305f\u3001\u305d\u306e\u7d99\u7d9a\u7684\u306a\u958b\u767a\u306b\u8ca2\u732e\u3059\u308b\u958b\u767a\u8005\u3068\u30e6\u30fc\u30b6\u306e\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u8a87\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u52a0\u901f\u3055\u305b\u308b\u30d3\u30eb\u30c9\u6e08\u307f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306a\u3069\u3001\u8c4a\u5bcc\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001LangChain\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u3001LLM\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306e\u305f\u3081\u306e\u591a\u7528\u9014\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u4f01\u696d\u306b\u3068\u3063\u3066\u3082\u4e0d\u53ef\u6b20\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">\u4f01\u696dLLM<\/a> \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b9\u30bf\u30c3\u30af\u3067\u3042\u308b\u3002\u305d\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u3001\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3001\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u6d17\u7df4\u3055\u308c\u305f\u8a00\u8a9e\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002LangChain\u3092LLM API\u3084\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u4e00\u7dd2\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6bd4\u985e\u306e\u306a\u3044\u7cbe\u5ea6\u3068\u6d41\u66a2\u3055\u3067\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u751f\u6210\u3059\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30c7\u30fc\u30bf\u3084\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u60c5\u5831\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u81ea\u7136\u8a00\u8a9e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"A_Vector_Database_Like_Chroma\"><\/span>Chroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM API\u3068LangChain\u306b\u52a0\u3048\u3066\u3001LLM\u30a2\u30d7\u30ea\u30b9\u30bf\u30c3\u30af\u306b\u4e0d\u53ef\u6b20\u306a\u3082\u3046\u4e00\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u3088\u3046\u306a\u3001\u9ad8\u6b21\u5143\u30d9\u30af\u30bf\u30fc\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3067\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092LLM\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u5473\u7684\u985e\u4f3c\u6027\u306b\u57fa\u3065\u304f\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.trychroma.com\/\">\u30af\u30ed\u30de<\/a> \u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u9078\u629e\u80a2\u3067\u3042\u308a\u3001\u3053\u3053Skim AI\u3067\u3082\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002LangChain\u3084\u30b9\u30bf\u30c3\u30af\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u4fdd\u5b58\u3068\u53d6\u5f97\u306e\u305f\u3081\u306e\u5805\u7262\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>Chroma\u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e\u4e00\u3064\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002Chroma\u306f\u9ad8\u5ea6\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6280\u8853\u306b\u3088\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u9ad8\u901f\u306a\u985e\u4f3c\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30ea\u30dd\u30b8\u30c8\u30ea\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3001\u691c\u7d22\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<p>Chroma\u306e\u3082\u3046\u4e00\u3064\u306e\u5229\u70b9\u306f\u3001\u305d\u306e\u67d4\u8edf\u6027\u3068\u4f7f\u3044\u3084\u3059\u3055\u3067\u3059\u3002Chroma\u306f\u3001\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u4fdd\u5b58\u3068\u53d6\u5f97\u306e\u305f\u3081\u306e\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306aAPI\u3092\u63d0\u4f9b\u3057\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u3078\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3084\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306a\u3069\u306e\u69d8\u3005\u306a\u985e\u4f3c\u5ea6\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6700\u9069\u306a\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>Chroma\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8ID\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3001\u30ab\u30b9\u30bf\u30e0\u5c5e\u6027\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u57cb\u3081\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u7d50\u679c\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u3067\u7684\u3092\u7d5e\u3063\u305f\u6587\u8108\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/chroma-diagram.png\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Integrating_Chroma_Into_Your_Enterprise_LLM_Stack\"><\/span><strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30b9\u30bf\u30c3\u30af\u3078\u306eChroma\u306e\u7d71\u5408<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Chroma\u306f\u3001LangChain\u3084\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u4e92\u63db\u6027\u304c\u3042\u308b\u305f\u3081\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306b\u7d71\u5408\u3059\u308b\u306e\u306f\u7c21\u5358\u3067\u3059\u3002LangChain\u306fChroma\u306e\u30d3\u30eb\u30c8\u30a4\u30f3\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u4fdd\u5b58\u3068\u53d6\u5f97\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u60c5\u5831\u3092\u7d20\u65e9\u304f\u8868\u793a\u3067\u304d\u308b\u5f37\u529b\u306a\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>Chroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092LLM\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u610f\u8b58\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u65b0\u305f\u306a\u53ef\u80fd\u6027\u304c\u958b\u3051\u307e\u3059\u3002\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3068\u985e\u4f3c\u691c\u7d22\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u307e\u3067\u306b\u306a\u3044\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u3067\u30e6\u30fc\u30b6\u306e\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u5fdc\u7b54\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u9069\u5207\u306a\u60c5\u5831\u3092\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u85a6\u3001\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u3088\u3046\u306a\u9818\u57df\u3067\u7279\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>Chroma\u306f\u3001LangChain\u3084LLM API\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u57fa\u76e4\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"crewAI_for_Multi-Agent_Systems\"><\/span>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306ecrewAI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.crewai.com\/\">\u30af\u30eb\u30fcAI<\/a> crewAI\u306f\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u529b\u3057\u3066\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u6210\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002crewAI\u3092\u30b9\u30bf\u30c3\u30af\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3084\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306e\u81ea\u7136\u8a00\u8a9e\u5bfe\u8a71\u6a5f\u80fd\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>crewAI\u306f\u3001\u305d\u308c\u305e\u308c\u304c\u7279\u5b9a\u306e\u5f79\u5272\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8907\u96d1\u306a\u554f\u984c\u3092\u3088\u308a\u5c0f\u3055\u304f\u3001\u3088\u308a\u7ba1\u7406\u3057\u3084\u3059\u3044\u30b5\u30d6\u30bf\u30b9\u30af\u306b\u5206\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u76f8\u4e92\u306b\u901a\u4fe1\u3057\u3001\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u304b\u3089\u30c7\u30fc\u30bf\u5206\u6790\u3084\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u307e\u3067\u3001\u5b9f\u4e16\u754c\u306e\u3055\u307e\u3056\u307e\u306a\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/04\/f7ddf0ae-3306-4fb6-83a8-c1c29ed2b61a.png\" alt=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f5c\u6210\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Leveraging_the_Power_of_Specialization\"><\/span><strong>\u5c02\u9580\u5316\u306e\u529b\u3092\u6d3b\u7528\u3059\u308b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3067crewAI\u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e1\u3064\u306f\u3001\u7279\u6b8a\u5316\u306e\u529b\u3092\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002\u7570\u306a\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u7279\u5b9a\u306e\u5f79\u5272\u3084\u30bf\u30b9\u30af\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u3001\u5358\u4e00\u306e\u30e2\u30ce\u30ea\u30b7\u30c3\u30af\u306aAI\u30e2\u30c7\u30eb\u3088\u308a\u3082\u52b9\u7387\u7684\u3067\u52b9\u679c\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u305d\u306e\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u8a13\u7df4\u3055\u308c\u6700\u9069\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3088\u308a\u3082\u9ad8\u3044\u30ec\u30d9\u30eb\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u3001\u3088\u308a\u7684\u3092\u7d5e\u3063\u305f\u6587\u8108\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>crewAI\u306f\u307e\u305f\u3001\u67d4\u8edf\u3067\u62e1\u5f35\u53ef\u80fd\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7c21\u5358\u306b\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u4ed6\u306eAI\u6280\u8853\u3092\u4f7f\u7528\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u81ea\u7136\u3067\u76f4\u611f\u7684\u306a\u65b9\u6cd5\u3067\u4e16\u754c\u3092\u77e5\u899a\u3001\u7406\u89e3\u3001\u5bfe\u8a71\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u306e\u81ea\u7136\u8a00\u8a9e\u5bfe\u8a71\u6a5f\u80fd\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3042\u306a\u305f\u306eLLM\u30a2\u30d7\u30ea\u30b9\u30bf\u30c3\u30af\u306bcrewAI\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3001LangChain\u3084\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u306e\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u4e92\u63db\u6027\u306b\u3088\u3063\u3066\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u51e6\u7406\u304b\u3089\u81ea\u7136\u8a00\u8a9e\u5bfe\u8a71\u3068\u610f\u601d\u6c7a\u5b9a\u307e\u3067\u306e\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3067\u304d\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>crewAI\u3092LLM\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u4e16\u754c\u306e\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3067\u304d\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u53ef\u80fd\u6027\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5c02\u9580\u6027\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u529b\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u5358\u4e00\u30e2\u30c7\u30eb\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3088\u308a\u3082\u52b9\u7387\u7684\u3067\u52b9\u679c\u7684\u3067\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Unlocking_the_Power_of_LLMs_with_the_Right_Application_Stack\"><\/span>\u9069\u5207\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b9\u30bf\u30c3\u30af\u3067LLM\u306e\u529b\u3092\u5f15\u304d\u51fa\u3059<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3057\u305f\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u610f\u8b58\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306b\u306f\u3001\u3088\u304f\u8a2d\u8a08\u3055\u308c\u305fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30c3\u30af\u304c\u5fc5\u8981\u3067\u3059\u3002LLM API\u3001LangChain\u3001Chroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001crewAI\u306e\u3088\u3046\u306a\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u3088\u3046\u306a\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4fe1\u3058\u3089\u308c\u306a\u3044\u307b\u3069\u5f37\u529b\u3067\u4fa1\u5024\u306e\u3042\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3053\u306e\u30b9\u30bf\u30c3\u30af\u306b\u3088\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306e\u52b9\u7387\u7684\u306a\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u3001\u8907\u96d1\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u6d17\u7df4\u3055\u308c\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8a00\u8a9e\u30d9\u30fc\u30b9\u306eAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u53ef\u80fd\u306a\u3053\u3068\u306e\u9650\u754c\u3092\u62bc\u3057\u5e83\u3052\u3001\u771f\u306b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Large language models (LLMs) have emerged as a key to building intelligent enterprise applications. However, harnessing the power of these language models requires a robust and efficient LLM application stack. At Skim AI, our LLM app stack enables us to create powerful applications with advanced natural language interaction capabilities. Our stack comprises carefully selected tools and frameworks, like LLM APIs, LangChain, and vector databases. With such a tech stack, developers can seamlessly integrate domain-specific data, fine-tune models, create efficient data pipelines for retrieving contextual data, and more. This empowers businesses to build applications that understand and respond to user queries with unprecedented accuracy and context-awareness. At the same time, one [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10578,"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-10046","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>How to Build Your Enterprises LLM Stack: Our 4-Tool Stack + Framework - Skim AI<\/title>\n<meta name=\"description\" content=\"Explore Skim AI&#039;s powerful LLM application stack, featuring LLM APIs, LangChain, vector databases, and crewAI, designed to enhance enterprise applications with advanced natural language processing capabilities.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/\u4f01\u696d\u306ellm\u30b9\u30bf\u30c3\u30af\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\uff1a4\u30c4\u30fc\u30eb\u30b9\u30bf\u30c3\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Build Your Enterprises LLM Stack: Our 4-Tool Stack + Framework - 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