{"id":10595,"date":"2024-05-06T15:06:30","date_gmt":"2024-05-06T20:06:30","guid":{"rendered":"http:\/\/skimai.com\/?p=10595"},"modified":"2024-06-10T18:43:14","modified_gmt":"2024-06-10T23:43:14","slug":"llms%e3%81%a7%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%ba%e3%83%bb%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%82%92%e6%a7%8b%e7%af%89","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/","title":{"rendered":"LLM\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e4\u30c4\u30fc\u30eb\u30fb\u30b9\u30bf\u30c3\u30af\u3068\u6226\u7565 - AI&amp;YOU#53"},"content":{"rendered":"<p><strong>\u4eca\u9031\u306e\u30b9\u30bf\u30c3\u30c4\uff0f\u30d5\u30a1\u30af\u30c8<\/strong> \u4e16\u754c\u306eLLM\u5e02\u5834\u306f\u30012023\u5e74\u306e$15.9\u5104\u30c9\u30eb\u304b\u30892030\u5e74\u306b\u306f$2,598\u5104\u30c9\u30eb\u306b\u6210\u9577\u3057\u30012023\uff5e2030\u5e74\u306eCAGR\u306f79.8%\u306b\u306a\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u308b\uff08Springs\uff09\u3002<\/p>\n\n\n<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\u30fb\u30b9\u30bf\u30c3\u30af\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n<p>Skim AI\u3067\u306f\u3001\u5f53\u793e\u306eLLM\u30a2\u30d7\u30ea\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><strong>\u4eca\u9031\u306eAI&amp;YOU\u3067\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e4\u3064\u306e\u30c4\u30fc\u30eb\u30b9\u30bf\u30c3\u30af\u3068\u6226\u7565\u3092\u3001\u516c\u958b\u30d6\u30ed\u30b0\u3092\u901a\u3058\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\uff1a<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%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\/\">4\u3064\u306e\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067LLM\u30a2\u30d7\u30ea\u30b9\u30bf\u30c3\u30af\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5<\/a><\/p><\/li><li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ae%e3%81%9f%e3%82%81%e3%81%aellm-api%e7%b5%b1%e5%90%88%e6%88%a6%e7%95%a5%e3%81%a8%e3%83%99%e3%82%b9%e3%83%88%e3%83%97\/\">\u4f01\u696d\u306e\u305f\u3081\u306eLLM API\u7d71\u5408\u6226\u7565\u30c8\u30c3\u30d75<\/a><\/p><\/li><li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e5%90%91%e3%81%91%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9llms%e3%83%88%e3%83%83%e3%83%975\/\">\u4f01\u696d\u5411\u3051\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u30c8\u30c3\u30d75<\/a><\/p><\/li>\n<\/ul>\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\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Our_4-tool_stack_and_strategy_for_building_enterprise_applications_on_LLMs_%E2%80%93_AI_YOU_53\" >LLM\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e4\u3064\u306e\u30c4\u30fc\u30eb\u30fb\u30b9\u30bf\u30c3\u30af\u3068\u6226\u7565 - AI&amp;YOU #53<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Tool_1_An_LLM_API_Like_GPT_Claude_Llama_or_Mistral\" >\u30c4\u30fc\u30eb1\uff1aGPT\u3001Claude\u3001Llama\u3001Mistral\u306e\u3088\u3046\u306aLLM API<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#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><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Tool_2_LangChain\" >\u30c4\u30fc\u30eb2\uff1aLangChain<\/a><\/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\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#LangChains_Various_Tools_and_Support\" >LangChain\u306e\u5404\u7a2e\u30c4\u30fc\u30eb\u3068\u30b5\u30dd\u30fc\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Tool_3_A_Vector_Database_Like_Chroma\" >\u30c4\u30fc\u30eb3\uff1aChroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a><\/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\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#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><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Tool_4_crewAI_for_Multi-Agent_Systems\" >\u30c4\u30fc\u30eb4\uff1a\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306ecrewAI<\/a><\/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\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Leveraging_the_Power_of_Specialization\" >\u5c02\u9580\u5316\u306e\u529b\u3092\u6d3b\u7528\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#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><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Top_5_LLM_API_Integration_Strategies_for_Your_Enterprise\" >\u4f01\u696d\u306e\u305f\u3081\u306eLLM API\u7d71\u5408\u6226\u7565\u30c8\u30c3\u30d75<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#Top_5_Open_Source_LLMs_for_Your_Enterprise\" >\u4f01\u696d\u5411\u3051\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u30c8\u30c3\u30d75<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Our_4-tool_stack_and_strategy_for_building_enterprise_applications_on_LLMs_%E2%80%93_AI_YOU_53\"><\/span><strong>LLM\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e4\u3064\u306e\u30c4\u30fc\u30eb\u30fb\u30b9\u30bf\u30c3\u30af\u3068\u6226\u7565 - AI&amp;YOU #53<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u79c1\u305f\u3061\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30b9\u30bf\u30c3\u30af\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u958b\u767a\u8005\u306f\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u6b21\u306e\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\u6587\u8108\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u306a\u3069\u3002<\/p>\n\n\n<p>\u3053\u308c\u306b\u3088\u3063\u3066\u4f01\u696d\u306f\u3001\u3053\u308c\u307e\u3067\u306b\u306a\u3044\u6b63\u78ba\u3055\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8a8d\u8b58\u3057\u305f\u4e0a\u3067\u3001\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<\/p>\n\n\n<p>\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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tool_1_An_LLM_API_Like_GPT_Claude_Llama_or_Mistral\"><\/span>\u30c4\u30fc\u30eb1\uff1aGPT\u3001Claude\u3001Llama\u3001Mistral\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>\u305d\u306e\u305f\u3081\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u6b63\u78ba\u3067\u6d41\u66a2\u306a\u6587\u7ae0\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\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\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/25babfab-6566-4482-89ec-c74f175b1f0b.png\" alt=\"\u30e9\u30de3\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" \/>\n<\/figure>\n\n\n<h2 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><\/h2>\n\n\n<p><strong>\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<\/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>\u307b\u3068\u3093\u3069\u306eLLM API\u306e\u4e2d\u6838\u306b\u3042\u308b\u306e\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u308b\u30c7\u30a3\u30fc\u30d7\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3001\u901a\u5e38\u306f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u3044\u3066\u3044\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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tool_2_LangChain\"><\/span>\u30c4\u30fc\u30eb2\uff1aLangChain<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<h2 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><\/h2>\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\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\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u3001\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3001\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u3088\u308a\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\u306e\u306b\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tool_3_A_Vector_Database_Like_Chroma\"><\/span>\u30c4\u30fc\u30eb3\uff1aChroma\u306e\u3088\u3046\u306a\u30d9\u30af\u30bf\u30fc\u30fb\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\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\/b57fb7d7-0846-4daa-bc03-6e71f1d88f3c.png\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\n<\/figure>\n\n\n<h2 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><\/h2>\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\u30fc\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\u3067\u304d\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=\"Tool_4_crewAI_for_Multi-Agent_Systems\"><\/span>\u30c4\u30fc\u30eb4\uff1a\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><strong>Skim AI\u3067\u306f\u3001AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u672a\u6765\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u3067\u3042\u308b\u3053\u3068\u3092\u7406\u89e3\u3057\u3066\u304a\u308a\u3001\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u304c\u4eca\u65e5\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3042\u308b\u7406\u7531\u306f\u305d\u3053\u306b\u3042\u308b\u3002<\/strong><\/p>\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\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<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/crew-ai-1.jpg\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\n<\/figure>\n\n\n<h2 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><\/h2>\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\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>\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>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_5_LLM_API_Integration_Strategies_for_Your_Enterprise\"><\/span>\u4f01\u696d\u306e\u305f\u3081\u306eLLM API\u7d71\u5408\u6226\u7565\u30c8\u30c3\u30d75<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4eca\u9031\u306f\u307e\u305f\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u306eLLM API\u7d71\u5408\u6226\u7565\u306e\u30c8\u30c3\u30d75\u3092\u63a2\u3063\u305f\u3002<\/p>\n\n\n<p>\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u306e\u7d71\u5408\u304b\u3089\u7d99\u7d9a\u7684\u306a\u76e3\u8996\u3068\u6700\u9069\u5316\u307e\u3067\u3001\u3053\u308c\u3089\u306e\u6226\u7565\u306f\u3001\u30b9\u30e0\u30fc\u30ba\u306a\u5c0e\u5165\u3001\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u9577\u671f\u7684\u306a\u6210\u529f\u3092\u78ba\u5b9f\u306b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong> \u306b\u306f\u3001LLM API\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u3092\u3001\u6bb5\u968e\u7684\u306b\u5b9f\u88c5\u53ef\u80fd\u306a\u3001\u3088\u308a\u5c0f\u3055\u304f\u7ba1\u7406\u53ef\u80fd\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u6bb5\u968e\u7684\u306a\u5b9f\u88c5\u3001\u3088\u308a\u5bb9\u6613\u306a\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u3088\u308a\u67d4\u8edf\u306a\u66f4\u65b0\u3068\u62e1\u5f35\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p><\/li><li><p>\u30a2\u30f3 <strong>API\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4<\/strong> \u306f\u3001\u8a8d\u8a3c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u7ba1\u7406\u3057\u3001\u3059\u3079\u3066\u306eAPI\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5358\u4e00\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002\u4e00\u5143\u5316\u3055\u308c\u305f\u8a8d\u8a3c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001API\u306e\u4f7f\u7528\u72b6\u6cc1\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong> \u3053\u308c\u306f\u3001\u30e2\u30ce\u30ea\u30b7\u30c3\u30af\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3001\u72ec\u7acb\u3057\u3066\u958b\u767a\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u306a\u3001\u3088\u308a\u5c0f\u3055\u304f\u758e\u7d50\u5408\u306a\u30b5\u30fc\u30d3\u30b9\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u72ec\u7acb\u3057\u305f\u958b\u767a\u3001\u304d\u3081\u7d30\u304b\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u4fca\u654f\u6027\u3068\u67d4\u8edf\u6027\u306e\u5411\u4e0a\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p><\/li><li><p><strong>LLM API\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u5fae\u8abf\u6574<\/strong> \u306b\u306f\u3001\u7279\u5b9a\u306e\u696d\u754c\u3001\u30c9\u30e1\u30a4\u30f3\u3001\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u306b\u3088\u308a\u9069\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u6b63\u78ba\u6027\u3001\u95a2\u9023\u6027\u304c\u5411\u4e0a\u3057\u3001\u7528\u8a9e\u3001\u30b9\u30bf\u30a4\u30eb\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3068\u306e\u6574\u5408\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p><\/li><li><p><strong>\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u6700\u9069\u5316<\/strong> \u306b\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u8ffd\u8de1\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u54c1\u8cea\/\u95a2\u9023\u6027\u306e\u8a55\u4fa1\u3001\u53cd\u5fa9\u7684\u306a\u6539\u5584\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u5909\u5316\u3059\u308b\u8981\u4ef6\u306b\u9069\u5fdc\u3057\u3001LLM API\u7d71\u5408\u306e\u4fa1\u5024\u3092\u7d99\u7d9a\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>LLM\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u5206\u91ce\u304c\u6025\u901f\u306a\u30da\u30fc\u30b9\u3067\u9032\u5316\u3092\u7d9a\u3051\u308b\u306a\u304b\u3001\u5805\u7262\u3067\u62e1\u5f35\u6027\u304c\u3042\u308a\u3001\u9069\u5fdc\u6027\u306e\u9ad8\u3044\u7d71\u5408\u6226\u7565\u306b\u6295\u8cc7\u3059\u308b\u4f01\u696d\u306f\u3001\u3053\u3046\u3057\u305f\u5909\u9769\u7684\u30c4\u30fc\u30eb\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_5_Open_Source_LLMs_for_Your_Enterprise\"><\/span>\u4f01\u696d\u5411\u3051\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u30c8\u30c3\u30d75<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e4%bc%81%e6%a5%ad%e3%81%8cllm%e3%82%92%e5%88%a9%e7%94%a8%e3%81%99%e3%81%b9%e3%81%8d5%e3%81%a4%e3%81%ae%e7%90%86%e7%94%b1\/\">2024\u5e74\u306e\u4f01\u696d\u5411\u3051\u5f37\u529b\u30c4\u30fc\u30eb<\/a>.<\/p>\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e\u4e00\u3064\u306f\u3001\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3067\u3042\u308b\u3002\u3055\u3089\u306b\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u306f\u3001\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u4fdd\u5b88\u306b\u4ee3\u308f\u308b\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u9078\u629e\u80a2\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002AI\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u7dcf\u529b\u3092\u7d50\u96c6\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u7814\u7a76\u958b\u767a\u306b\u5927\u898f\u6a21\u306a\u6295\u8cc7\u3092\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u6700\u5148\u7aef\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e1\u30bf\u306e\u30e9\u30de3<\/strong> Llama 3\u306f\u6700\u5148\u7aef\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u30012\u3064\u306e\u30b5\u30a4\u30ba\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff08\u30d1\u30e9\u30e1\u30fc\u30bf8B\u306870B\uff09\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308cBase\u30e2\u30c7\u30eb\u3068Instruct\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u69d8\u3005\u306aNLP\u30bf\u30b9\u30af\u306b\u512a\u308c\u3001\u5c55\u958b\u304c\u5bb9\u6613\u3067\u3001\u8cac\u4efb\u3042\u308bAI\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u9075\u5b88\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30af\u30ed\u30fc\u30c93 by Anthropic\uff1a<\/strong> \u30af\u30ed\u30fc\u30c93\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6700\u9069\u5316\u3055\u308c\u305f3\u3064\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff08Haiku\u3001Sonnet\u3001Opus\uff09\u304c\u3042\u308b\u3002\u63a8\u8ad6\u3001\u5c02\u9580\u77e5\u8b58\u3001\u6d41\u66a2\u306a\u8a00\u8a9e\u3068\u3044\u3063\u305f\u8a8d\u77e5\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001GPT-4\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3092\u51cc\u99d5\u3059\u308b\u7d20\u6674\u3089\u3057\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3002<\/p>\n\n\n<p><strong>xAI\u306b\u3088\u308bGrok\uff1a<\/strong> \u30a4\u30fc\u30ed\u30f3\u30fb\u30de\u30b9\u30af\u306exAI\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305fGrok\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04\u3068\u7406\u89e3\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u6700\u65b0\u7248\u3067\u3042\u308bGrok-1.5\u306f\u3001\u9577\u3044\u6587\u8108\u306e\u7406\u89e3\u3001\u9ad8\u5ea6\u306a\u63a8\u8ad6\u3001\u5f37\u529b\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff0f\u6570\u5b66\u6a5f\u80fd\u3092\u5c0e\u5165\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p><strong>Google\u306b\u3088\u308bBERT\uff1a<\/strong> BERT\u306f\u53cc\u65b9\u5411\u8a00\u8a9e\u7406\u89e3\u306e\u30d1\u30a4\u30aa\u30cb\u30a2\u3067\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u611f\u60c5\u5206\u6790\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u512a\u308c\u3066\u3044\u308b\u3002\u305d\u306e\u4e8b\u524d\u5b66\u7fd2\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u3001\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p><strong>\u30df\u30b9\u30c8\u30e9\u30ebAI\u306b\u3088\u308b\u30df\u30b9\u30c8\u30e9\u30eb\u30fb\u30e9\u30fc\u30b8\uff1a<\/strong> 314B\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064Mistral 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class=\"wp-block-separator\" \/>\n\n\n<p><strong>\u30a4\u30f3\u30d5\u30a9\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3001\u7d71\u8a08\u3001\u30cf\u30a6\u30c4\u30fc\u30ac\u30a4\u30c9\u3001\u8a18\u4e8b\u3001\u30d3\u30c7\u30aa\u306a\u3069\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u95a2\u3059\u308b\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3064\u3044\u3066\u306f\u3001Skim AI\u3092\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/strong><a rel=\"noopener noreferrer\" href=\"https:\/\/linkedin.com\/company\/skim-ai\"><strong>LinkedIn<\/strong><\/a><\/p>\n\n\n<p>\u5275\u696d\u8005\u3001CEO\u3001\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30ea\u30b9\u30c8\u3001\u6295\u8cc7\u5bb6\u306e\u7686\u69d8\u306f\u3001\u5c02\u9580\u7684\u306aAI\u30a2\u30c9\u30d0\u30a4\u30b6\u30ea\u30fc\u307e\u305f\u306f\u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u30b5\u30fc\u30d3\u30b9\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f\u8cb4\u793e\u306eAI\u88fd\u54c1\u6226\u7565\u3084\u6295\u8cc7\u6a5f\u4f1a\u306b\u3064\u3044\u3066\u3001\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email\">\u4f01\u696d\u5411\u3051AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7acb\u3061\u4e0a\u3052\u306b\u304a\u56f0\u308a\u3067\u3059\u304b\uff1f\u5f53\u793e\u306eAI\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306eAI\u52b4\u50cd\u8005\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u304a\u8003\u3048\u3067\u3059\u304b\uff1f\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/a><\/p>\n\n\n<p>\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30eb\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30af\u30a4\u30c6\u30a3\u304c\u652f\u63f4\u3059\u308b\u4ee5\u4e0b\u306e\u696d\u754c\u306e\u4f01\u696d\u5411\u3051\u306b\u3001\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\uff1a\u533b\u7642\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\/\u30b3\u30f3\u30c6\u30f3\u30c4\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6620\u753b\/\u5199\u771f\u5236\u4f5c\u3001\u6559\u80b2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\uff06\u6697\u53f7\u901a\u8ca8\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Stat\/Fact of the Week: The global LLM market is projected to grow from $1.59 billion in 2023 to $259.8 billion in 2030, a CAGR of 79.8% during 2023-2030 (Springs) 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. In this week&#8217;s edition of AI&amp;YOU, we are highlighting our 4-tool stack and strategy for building enterprise [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10597,"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":[125,67,109],"tags":[],"class_list":["post-10595","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-newsletter"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Our 4-Tool Stack + Strategy for Building Enterprise Applications on LLMs - AI&amp;YOU#53 - Skim AI<\/title>\n<meta name=\"description\" content=\"Unlock the potential of large language models for enterprise applications in 2024. Discover the top five open-source LLMs, including Llama 3, Claude 3, Grok, BERT, and Mistral Large, and learn how they can transform your business operations.\" \/>\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\/llms\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Our 4-Tool Stack + Strategy for Building Enterprise Applications on LLMs - AI&amp;YOU#53 - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Unlock the potential of large language models for enterprise applications in 2024. Discover the top five open-source LLMs, including Llama 3, Claude 3, Grok, BERT, and Mistral Large, and learn how they can transform your business operations.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ja\/llms\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-06T20:06:30+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-10T23:43:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/AIYOU53.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1456\" \/>\n\t<meta property=\"og:image:height\" content=\"816\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"11\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"Our 4-Tool Stack + Strategy for Building Enterprise Applications on LLMs &#8211; AI&#038;YOU#53\",\"datePublished\":\"2024-05-06T20:06:30+00:00\",\"dateModified\":\"2024-06-10T23:43:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/\"},\"wordCount\":2196,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/AIYOU53.jpg\",\"articleSection\":[\"Enterprise AI\",\"LLMs \/ NLP\",\"Newsletter\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/\",\"url\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/\",\"name\":\"Our 4-Tool Stack + Strategy for Building Enterprise Applications on LLMs - AI&YOU#53 - Skim AI\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/our-4-tool-stack-strategy-for-building-enterprise-applications-on-llms-aiyou53\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/AIYOU53.jpg\",\"datePublished\":\"2024-05-06T20:06:30+00:00\",\"dateModified\":\"2024-06-10T23:43:14+00:00\",\"description\":\"Unlock the potential of large language models for enterprise applications in 2024. 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