{"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":"%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-llm-%ec%8a%a4%ed%83%9d%ec%9d%84-%ea%b5%ac%ec%b6%95%ed%95%98%eb%8a%94-%eb%b0%a9%eb%b2%95-4%ea%b0%80%ec%a7%80-%eb%8f%84%ea%b5%ac-%ec%8a%a4","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/","title":{"rendered":"\uc5d4\ud130\ud504\ub77c\uc774\uc988 LLM \uc2a4\ud0dd\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95: 4\uac00\uc9c0 \ub3c4\uad6c \uc2a4\ud0dd + \ud504\ub808\uc784\uc6cc\ud06c"},"content":{"rendered":"<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc740 \uc9c0\ub2a5\ud615 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\uc758 \ud575\uc2ec\uc73c\ub85c \ubd80\uc0c1\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud798\uc744 \ud65c\uc6a9\ud558\ub824\uba74 \uac15\ub825\ud558\uace0 \ud6a8\uc728\uc801\uc778 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. Skim AI\uc758 LLM \uc571 \uc2a4\ud0dd\uc744 \uc0ac\uc6a9\ud558\uba74 \uace0\uae09 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9 \uae30\ub2a5\uc744 \uac16\ucd98 \uac15\ub825\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2f9\uc0ac\uc758 \uc2a4\ud0dd\uc740 LLM API, LangChain, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub4f1 \uc5c4\uc120\ub41c \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n<p>\uc774\ub7ec\ud55c \uae30\uc220 \uc2a4\ud0dd\uc744 \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc6d0\ud65c\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%9e%a0%ec%9e%ac%eb%a0%a5-%ea%b7%b9%eb%8c%80%ed%99%94%ed%95%98%ea%b8%b0-lms%ec%99%80-%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-%eb%8d%b0%ec%9d%b4\/\">\ud1b5\ud569<\/a> \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130, \ubaa8\ub378 \ubbf8\uc138 \uc870\uc815, \ucee8\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uac80\uc0c9\uc744 \uc704\ud55c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uc0dd\uc131 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \uc804\ub840 \uc5c6\ub294 \uc815\ud655\ub3c4\uc640 \ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd\uc73c\ub85c \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \uc774\ud574\ud558\uace0 \uc774\uc5d0 \uc751\ub2f5\ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \uc774 \uc2a4\ud0dd\uacfc \ud568\uaed8 \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \uae30\uc220 \uc911 \ud558\ub098\ub294 \ub2e4\uc591\ud55c \uad6c\uc131 \uc694\uc18c\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uae30\uc874 \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \ub3c4\uad6c\ub97c \ucc98\uc74c\ubd80\ud130 \uc0c8\ub85c \ub9cc\ub4dc\ub294 \ub300\uc2e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uadc0\uc911\ud55c \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#An_LLM_API_Like_GPT_Claude_Llama_or_Mistral\" >GPT, \ud074\ub85c\ub4dc, \ub77c\ub9c8, \ubbf8\uc2a4\ud2b8\ub784\uacfc \uac19\uc740 LLM 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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Factors_to_Consider_When_Choosing_an_LLM_API\" >LLM API\ub97c \uc120\ud0dd\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#LangChain\" >LangChain<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#LangChains_Various_Tools_and_Support\" >LangChain\uc758 \ub2e4\uc591\ud55c \ub3c4\uad6c \ubc0f \uc9c0\uc6d0<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#A_Vector_Database_Like_Chroma\" >\ud06c\ub85c\ub9c8\uc640 \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Integrating_Chroma_Into_Your_Enterprise_LLM_Stack\" >\uae30\uc5c5 LLM \uc2a4\ud0dd\uc5d0 \ud06c\ub85c\ub9c8 \ud1b5\ud569\ud558\uae30<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#crewAI_for_Multi-Agent_Systems\" >\uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc6a9 \ud06c\ub8e8AI<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Leveraging_the_Power_of_Specialization\" >\uc804\ubb38\uc131\uc758 \ud798 \ud65c\uc6a9\ud558\uae30<\/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\/ko\/how-to-build-your-enterprises-llm-stack-our-4-tool-stack-framework\/#Unlocking_the_Power_of_LLMs_with_the_Right_Application_Stack\" >\uc62c\ubc14\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc73c\ub85c LLM\uc758 \uc131\ub2a5 \ud65c\uc6a9\ud558\uae30<\/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, \ud074\ub85c\ub4dc, \ub77c\ub9c8, \ubbf8\uc2a4\ud2b8\ub784\uacfc \uac19\uc740 LLM API<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc758 \ud575\uc2ec\uc5d0\ub294 LLM API\uac00 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. LLM API\ub294 \ubaa8\ub378\uc744 \uc9c1\uc811 \ud559\uc2b5\ud558\uac70\ub098 \ud638\uc2a4\ud305\ud560 \ud544\uc694 \uc5c6\uc774 \uac15\ub825\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc640 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uad6c\ub3d9\ud558\ub294 \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc5f0\uacb0\ud558\ub294 \ub2e4\ub9ac \uc5ed\ud560\uc744 \ud558\ubbc0\ub85c \ucd5c\uc18c\ud55c\uc758 \ub178\ub825\uc73c\ub85c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uace0\uae09 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ub2a5\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM API \uc0ac\uc6a9\uc758 \uc8fc\uc694 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub41c \ucd5c\ucca8\ub2e8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub85c\ub294 GPT, <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%88%98%ec%8b%ad%ec%96%b5-%eb%8b%ac%eb%9f%ac%ec%9d%98-%ec%9e%90%ea%b8%88%ec%9c%bc%eb%a1%9c-%ed%8c%8c%ec%9e%a5%ec%9d%84-%ec%9d%bc%ec%9c%bc%ed%82%a4%ea%b3%a0-%ec%9e%88%eb%8a%94-ai-%ec%8a%a4%ed%83%80\/\">Claude<\/a>, <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%83%9d%ec%84%b1-ai-%eb%b6%84%ec%95%bc%ec%9d%98-%ec%83%88%eb%a1%9c%ec%9a%b4-%ec%9c%a0%eb%9f%bd-%ea%b1%b0%ec%9d%b8-%eb%af%b8%ec%8a%a4%ed%8a%b8%eb%9e%84-ai%eb%9e%80-%eb%ac%b4%ec%97%87%ec%9d%b8\/\">\ubbf8\uc2a4\ud2b8\ub784<\/a>\ubc0f <a rel=\"noopener noreferrer\" href=\"https:\/\/www.llama-api.com\/\">\ub77c\ub9c8<\/a>\ub294 \ub180\ub77c\uc6b4 \uc815\ud655\ub3c4\uc640 \uc720\ucc3d\ud568\uc73c\ub85c \uc0ac\ub78c\uacfc \uc720\uc0ac\ud55c \ud14d\uc2a4\ud2b8\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc5d0 \ub300\ud55c API \ud638\ucd9c\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uac10\uc815 \ubd84\uc11d, \uc9c8\ubb38 \ub2f5\ubcc0 \ub4f1 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ube60\ub974\uac8c \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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\ub97c \uc120\ud0dd\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p><strong><u>\uc2a4\ud0dd\uc5d0 \uc0ac\uc6a9\ud560 LLM API\ub97c \uc120\ud0dd\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uba87 \uac00\uc9c0 \uc694\uc18c\uac00 \uc788\uc2b5\ub2c8\ub2e4:<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\uc131\ub2a5\uacfc \uc815\ud655\uc131:<\/strong> API\uac00 \uc6cc\ud06c\ub85c\ub4dc\ub97c \ucc98\ub9ac\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uacb0\uacfc\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\uc0ac\uc6a9\uc790 \uc9c0\uc815 \ubc0f \uc720\uc5f0\uc131:<\/strong> \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\uac8c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud574\uc57c \ud558\ub294\uc9c0 \uc544\ub2c8\uba74 \uc2a4\ud0dd\uc758 \ub2e4\ub978 \uad6c\uc131 \uc694\uc18c\uc640 \ud1b5\ud569\ud574\uc57c \ud558\ub294\uc9c0 \uace0\ub824\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\ud655\uc7a5\uc131:<\/strong> \ub9ce\uc740 \uc591\uc758 \uc694\uccad\uc774 \uc608\uc0c1\ub418\ub294 \uacbd\uc6b0 API\ub97c \uc801\uc808\ud788 \ud655\uc7a5\ud560 \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\uc9c0\uc6d0 \ubc0f \ucee4\ubba4\ub2c8\ud2f0:<\/strong> \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc7a5\uae30\uc801\uc778 \uc2e4\ud589 \uac00\ub2a5\uc131\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc73c\ubbc0\ub85c API\uc5d0 \ub300\ud55c \uc9c0\uc6d0 \uc218\uc900\uacfc \ucee4\ubba4\ub2c8\ud2f0\uc758 \uaddc\ubaa8\ub97c \ud3c9\uac00\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p>LLM API\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\ub824\uba74 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\uc640 \uae30\ub2a5\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 LLM API\uc758 \ud575\uc2ec\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc73c\ub85c, \ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc778\uc99d, \uc694\uccad \ub77c\uc6b0\ud305, \uc751\ub2f5 \uc11c\uc2dd \uc9c0\uc815 \ub4f1\uc758 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\ub294 API \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c LLM API\uc5d0\ub294 \ud1a0\ud070\ud654 \ubc0f \uc815\uaddc\ud654\uc640 \uac19\uc740 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ucd94\uac00 \uad6c\uc131 \uc694\uc18c\uc640 \ubbf8\uc138 \uc870\uc815 \ubc0f \uc0ac\uc6a9\uc790 \uc9c0\uc815 \ub3c4\uad6c\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM API\ub97c \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc5d0 \ud1b5\ud569\ud560 \ub54c\ub294 \ub370\uc774\ud130 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548\uacfc \uac19\uc740 \uc694\uc18c\ub97c \uace0\ub824\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \ubbfc\uac10\ud55c \ub370\uc774\ud130\uac00 API \uc81c\uacf5\uc5c5\uccb4\ub85c \uc804\uc1a1\ub418\uac70\ub098 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\ub3c4\ub85d \ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uc694\uae08\uc81c\ub294 \ub300\uc6a9\ub7c9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uacbd\uc6b0 \ube44\uc6a9\uc774 \ube60\ub974\uac8c \uc99d\uac00\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c API\uc758 \ube44\uc6a9 \uad6c\uc870\ub97c \uc2e0\uc911\ud558\uac8c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc774\ub7ec\ud55c \uc5b4\ub824\uc6c0\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 LLM API\ub97c \uc0ac\uc6a9\ud558\uba74 \uc5bb\uc744 \uc218 \uc788\ub294 \uc774\uc810\uc740 \ubd84\uba85\ud569\ub2c8\ub2e4. \uace0\uae09 \uc5b8\uc5b4 \uae30\ub2a5\uc744 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud558\uace0 \uc720\uc5f0\ud55c \ubc29\ubc95\uc744 \uc81c\uacf5\ud568\uc73c\ub85c\uc368 LLM API\ub294 \ub354\uc6b1 \ub9e4\ub825\uc801\uc774\uace0 \uc9c0\ub2a5\uc801\uc774\uba70 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \ub9cc\ub4dc\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc57\ubd07, \ucf58\ud150\uce20 \uc81c\uc791 \ub3c4\uad6c, \uc9c0\uc2dd \uad00\ub9ac \uc2dc\uc2a4\ud15c \ub4f1 \uc5b4\ub5a4 \uac83\uc744 \uad6c\ucd95\ud558\ub4e0 LLM API\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc5d0 \uc911\uc694\ud55c \ucd94\uac00 \uae30\ub2a5\uc785\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChain\"><\/span><strong>LangChain<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc744 \uc704\ud55c LLM API\ub97c \uc120\ud0dd\ud55c \ud6c4 \uace0\ub824\ud574\uc57c \ud560 \ub2e4\uc74c \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. <a rel=\"noopener noreferrer\" href=\"https:\/\/www.langchain.com\/\">LangChain<\/a>. LangChain\uc740 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc704\uc5d0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \uac15\ub825\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c LLM API\uc640 \uc0c1\ud638 \uc791\uc6a9\ud560 \uc218 \uc788\ub294 \ud45c\uc900\ud654\ub41c \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec LLM \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LangChain \uc0ac\uc6a9\uc758 \uc8fc\uc694 \uc774\uc810 \uc911 \ud558\ub098\ub294 \ubaa8\ub4c8\uc2dd \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4. LangChain\uc740 \ud504\ub86c\ud504\ud2b8, \uccb4\uc778, \uc5d0\uc774\uc804\ud2b8, \uba54\ubaa8\ub9ac \ub4f1 \uc5ec\ub7ec \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc73c\uba70, \uc774\ub97c \uacb0\ud569\ud558\uc5ec \ubcf5\uc7a1\ud55c \uc6cc\ud06c\ud50c\ub85c\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub4c8\uc131\uc744 \ud1b5\ud574 \uac04\ub2e8\ud55c \uc9c8\ubb38 \ub2f5\ubcc0\ubd80\ud130 \ucf58\ud150\uce20 \uc0dd\uc131 \ubc0f \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uac19\uc740 \uace0\uae09 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uc5ec \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\uc640 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9\uc744 \uac00\ub2a5\ud558\uac8c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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 \ud504\ub808\uc784\uc6cc\ud06c\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChains_Various_Tools_and_Support\"><\/span><strong>LangChain\uc758 \ub2e4\uc591\ud55c \ub3c4\uad6c \ubc0f \uc9c0\uc6d0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ub610\ud55c LangChain\uc740 LLM \uc791\uc5c5\uc744 \uac04\uc18c\ud654\ud558\ub294 \ub2e4\uc591\ud55c \ub3c4\uad6c\uc640 \uc720\ud2f8\ub9ac\ud2f0\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc758\ubbf8\ub860\uc801 \uac80\uc0c9 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ud14d\uc2a4\ud2b8\uc758 \uc22b\uc790 \ud45c\ud604\uc778 \uc784\ubca0\ub529 \uc791\uc5c5\uc744 \uc704\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c LangChain\uc5d0\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ub3d9\uc791\uc744 \uc548\ub0b4\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc785\ub825 \ubb38\uc790\uc5f4\uc778 \ud504\ub86c\ud504\ud2b8\ub97c \uad00\ub9ac\ud558\uae30 \uc704\ud55c \uc720\ud2f8\ub9ac\ud2f0\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LangChain\uc758 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \ud2b9\uc9d5\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc9c0\uc6d0\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \ub2f9\uc0ac\uac00 \uc0ac\uc6a9\ud558\ub294 Chroma\uc640 \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ud1b5\ud569\ud568\uc73c\ub85c\uc368 LangChain\uc744 \uc0ac\uc6a9\ud558\uba74 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569\uc744 \ud1b5\ud574 \uad11\ubc94\uc704\ud55c \uc815\ubcf4 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc9c0\uc2dd \uc9d1\uc57d\uc801\uc778 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc73c\uba70, LLM \uc571 \uc2a4\ud0dd\uc758 \ucee8\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uac80\uc0c9\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub610\ud55c \ub7ad\uccb4\uc778\uc740 \uc9c0\uc18d\uc801\uc778 \uac1c\ubc1c\uc5d0 \uae30\uc5ec\ud558\ub294 \ud65c\ubc1c\ud55c \uac1c\ubc1c\uc790 \ubc0f \uc0ac\uc6a9\uc790 \ucee4\ubba4\ub2c8\ud2f0\ub97c \uc790\ub791\ud569\ub2c8\ub2e4. \uc774 \ucee4\ubba4\ub2c8\ud2f0\ub294 \ubb38\uc11c, \ud29c\ud1a0\ub9ac\uc5bc, \uc0ac\uc804 \ube4c\ub4dc\ub41c \uad6c\uc131 \uc694\uc18c \ub4f1 \ud48d\ubd80\ud55c \ub9ac\uc18c\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec LLM \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uac1c\ubc1c\uc744 \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, LangChain\uc740 \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378\uacfc \ud638\ud658\ub418\ubbc0\ub85c LLM \uae30\uc220 \uc2a4\ud0dd\uc744 \uc704\ud55c \ub2e4\ubaa9\uc801 \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub7ad\uccb4\uc778(LangChain)\uc740 \ubaa8\ub4e0 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%b5%9c%ea%b3%a0%ec%9d%98-roi%eb%a5%bc-%eb%8b%ac%ec%84%b1%ed%95%9c-4%ea%b0%80%ec%a7%80-%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-lmm-%ec%82%ac%ec%9a%a9-%ec%82%ac%eb%a1%80\/\">\uc5d4\ud130\ud504\ub77c\uc774\uc988 LLM<\/a> \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc785\ub2c8\ub2e4. \ubaa8\ub4c8\uc2dd \uc124\uacc4, \uac15\ub825\ud55c \ub3c4\uad6c, \ud65c\ubc1c\ud55c \ucee4\ubba4\ub2c8\ud2f0\ub97c \ud1b5\ud574 \uc815\uad50\ud55c \uc5b8\uc5b4 \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \ud544\uc218 \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. LLM API \ubc0f \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \uae30\ud0c0 \uad6c\uc131 \uc694\uc18c\uc640 \ud568\uaed8 LangChain\uc744 \ud65c\uc6a9\ud558\uba74 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ud0c1\uc6d4\ud55c \uc815\ud655\ub3c4\uc640 \uc720\ucc3d\ud568\uc73c\ub85c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\uc5ec \uac1c\uc778 \ub370\uc774\ud130 \ubc0f \ub3c4\uba54\uc778\ubcc4 \uc815\ubcf4\uc640\uc758 \uc6d0\ud65c\ud55c \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"A_Vector_Database_Like_Chroma\"><\/span>\ud06c\ub85c\ub9c8\uc640 \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM API\uc640 LangChain \uc678\uc5d0\ub3c4 LLM \uc571 \uc2a4\ud0dd\uc758 \ub610 \ub2e4\ub978 \ud544\uc218 \uad6c\uc131 \uc694\uc18c\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uacfc \uac19\uc740 \uace0\ucc28\uc6d0 \ubca1\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub41c \ud2b9\uc218 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\uc785\ub2c8\ub2e4. LLM \uae30\uc220 \uc2a4\ud0dd\uc5d0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud1b5\ud569\ud558\uba74 \uc758\ubbf8\ub860\uc801 \uc720\uc0ac\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uad00\ub828 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.trychroma.com\/\">\ud06c\ub85c\ub9c8<\/a> \ub294 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc624\ud508 \uc18c\uc2a4\uc774\uba70, \uc800\ud76c Skim AI\uc5d0\uc11c\ub3c4 \uc774\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. LangChain \ubc0f \uc2a4\ud0dd\uc758 \ub2e4\ub978 \uad6c\uc131 \uc694\uc18c\uc640 \uc6d0\ud65c\ud558\uac8c \uc791\ub3d9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>Chroma \uc0ac\uc6a9\uc758 \uc8fc\uc694 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. Chroma\ub294 \uace0\uae09 \uc0c9\uc778 \uae30\uc220\uc744 \uc0ac\uc6a9\ud574 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c\ub3c4 \ube60\ub978 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubb38\uc11c \uc800\uc7a5\uc18c, \uc9c0\uc2dd \ubca0\uc774\uc2a4, \ucf58\ud150\uce20 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uacfc \uac19\uc774 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud574\uc57c \ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc774\uc0c1\uc801\uc778 \uc120\ud0dd\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>Chroma\uc758 \ub610 \ub2e4\ub978 \uc7a5\uc810\uc740 \uc720\uc5f0\uc131\uacfc \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc785\ub2c8\ub2e4. Chroma\ub294 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud558\uace0 \uc9c1\uad00\uc801\uc778 API\ub97c \uc81c\uacf5\ud558\ubbc0\ub85c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc5d0 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4, \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac \ub4f1 \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uba54\ud2b8\ub9ad\uc744 \uc9c0\uc6d0\ud558\ubbc0\ub85c \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uba54\ud2b8\ub9ad\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>Chroma\ub294 \ud544\ud130\ub9c1 \ubc0f \uba54\ud0c0\ub370\uc774\ud130 \uc9c0\uc6d0\uacfc \uac19\uc740 \uace0\uae09 \uae30\ub2a5\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubb38\uc11c ID, \ud0c0\uc784\uc2a4\ud0ec\ud504, \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc18d\uc131 \ub4f1 \ucd94\uac00 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc784\ubca0\ub529\uacfc \ud568\uaed8 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uba54\ud0c0\ub370\uc774\ud130\ub294 \uac80\uc0c9 \uacb0\uacfc\ub97c \ud544\ud130\ub9c1\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc5b4 \uc0c1\ud669\uc5d0 \ub9de\ub294 \ub370\uc774\ud130\ub97c \ubcf4\ub2e4 \uc815\ubc00\ud558\uace0 \ud0c0\uac9f\ud305\ub41c \ubc29\uc2dd\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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=\"\ud06c\ub85c\ub9c8 \ubca1\ud130 \ub370\uc774\ud130 \ubca0\uc774\uc2a4\" \/>\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>\uae30\uc5c5 LLM \uc2a4\ud0dd\uc5d0 \ud06c\ub85c\ub9c8 \ud1b5\ud569\ud558\uae30<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LangChain \ubc0f \uae30\ud0c0 \uc778\uae30 \uc788\ub294 \ub3c4\uad6c \ubc0f \ud504\ub808\uc784\uc6cc\ud06c\uc640\uc758 \ud638\ud658\uc131 \ub355\ubd84\uc5d0 Chroma\ub97c LLM \uc571 \uc2a4\ud0dd\uc5d0 \ud1b5\ud569\ud558\ub294 \uac83\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4. LangChain\uc740 Chroma\uc5d0 \ub300\ud55c \uae30\ubcf8 \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud558\ubbc0\ub85c \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uc744 \uc27d\uac8c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569\uc744 \ud1b5\ud574 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9\uc744 \uae30\ubc18\uc73c\ub85c \uad00\ub828 \uc815\ubcf4\ub97c \uc2e0\uc18d\ud558\uac8c \ud45c\uc2dc\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uac80\uc0c9 \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>Chroma\uc640 \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c LLM\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud558\uba74 \ubb38\ub9e5\uc744 \uc778\uc2dd\ud558\ub294 \uc9c0\ub2a5\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc774 \uc5f4\ub9bd\ub2c8\ub2e4. \uc784\ubca0\ub529\uacfc \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uba74 \uc804\ub840 \uc5c6\ub294 \uc815\ud655\ub3c4\uc640 \uad00\ub828\uc131\uc73c\ub85c \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \uc774\ud574\ud558\uace0 \uc751\ub2f5\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc801\uc2dc\uc5d0 \uc801\uc808\ud55c \uc815\ubcf4\ub97c \ud45c\uc2dc\ud558\ub294 \uac83\uc774 \uc911\uc694\ud55c \uace0\uac1d \uc9c0\uc6d0, \ucf58\ud150\uce20 \ucd94\ucc9c, \uc9c0\uc2dd \uad00\ub9ac\uc640 \uac19\uc740 \uc601\uc5ed\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub7ad\uccb4\uc778 \ubc0f LLM API\uc640 \uacb0\ud569\ud558\uba74, \ud06c\ub85c\ub9c8\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub370\uc774\ud130 \ubc0f \ub3c4\uba54\uc778\ubcc4 \uc815\ubcf4\uc640 \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 \ubc29\uc2dd\uc744 \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \ub370\uc774\ud130 \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \uae30\ubc18\uc744 \ud615\uc131\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"crewAI_for_Multi-Agent_Systems\"><\/span>\uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc6a9 \ud06c\ub8e8AI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.crewai.com\/\">crewAI<\/a> \ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uae30\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 LLM \uc571 \uc2a4\ud0dd\uc5d0 \ucd94\uac00\ud560 \uc218 \uc788\ub294 \ub610 \ub2e4\ub978 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. crewAI\ub294 \uc5ec\ub7ec AI \uc5d0\uc774\uc804\ud2b8\uac00 \ud611\ub825\ud558\uc5ec \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub2e4\uc911 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. crewAI\ub97c \uc2a4\ud0dd\uc5d0 \ud1b5\ud569\ud558\uba74 \ubcf4\ub2e4 \uc815\uad50\ud55c \uc6cc\ud06c\ud50c\ub85c\uc640 \uc758\uc0ac \uacb0\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uc5ec \uc5d4\ud130\ud504\ub77c\uc774\uc988 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc758 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9 \uae30\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ud06c\ub8e8AI\uc758 \ud575\uc2ec\uc740 \uac01\uc790\uc758 \uace0\uc720\ud55c \uc5ed\ud560\uacfc \uc804\ubb38\uc131\uc744 \uac00\uc9c4 \uc5ec\ub7ec AI \uc5d0\uc774\uc804\ud2b8 \uac04\uc758 \ud611\uc5c5\uc744 \ucd09\uc9c4\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5d0\uc774\uc804\ud2b8\ub294 \uc11c\ub85c \uc18c\ud1b5\ud558\uace0 \uc870\uc728\ud558\uc5ec \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ub354 \uc791\uace0 \uad00\ub9ac\ud558\uae30 \uc26c\uc6b4 \ud558\uc704 \uc791\uc5c5\uc73c\ub85c \uc138\ubd84\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uba74\uc11c \uace0\uac1d \uc9c0\uc6d0 \ubc0f \ucf58\ud150\uce20 \uc81c\uc791\ubd80\ud130 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uad11\ubc94\uc704\ud55c \uc2e4\uc81c \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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 \uc5d0\uc774\uc804\ud2b8 \ub9cc\ub4e4\uae30\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Leveraging_the_Power_of_Specialization\"><\/span><strong>\uc804\ubb38\uc131\uc758 \ud798 \ud65c\uc6a9\ud558\uae30<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM \uae30\uc220 \uc2a4\ud0dd\uc5d0 \ud06c\ub8e8AI\ub97c \uc0ac\uc6a9\ud558\uba74 \uc5bb\uc744 \uc218 \uc788\ub294 \uc8fc\uc694 \uc774\uc810 \uc911 \ud558\ub098\ub294 \uc804\ubb38\uc131\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \ud2b9\uc815 \uc5ed\ud560\uacfc \uc791\uc5c5\uc744 \ud560\ub2f9\ud568\uc73c\ub85c\uc368 \ub2e8\uc77c \ubaa8\ub180\ub9ac\uc2dd AI \ubaa8\ub378\ubcf4\ub2e4 \ub354 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc778 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc5d0\uc774\uc804\ud2b8\ub97c \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub9de\uac8c \ud6c8\ub828\ud558\uace0 \ucd5c\uc801\ud654\ud558\uc5ec \ubc94\uc6a9 \ubaa8\ub378\ubcf4\ub2e4 \ub354 \ub192\uc740 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc73c\uba70, \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ubcf4\ub2e4 \ud0c0\uac9f\ud654\ub41c \ucee8\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub610\ud55c crewAI\ub294 \uc720\uc5f0\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \uc81c\uacf5\ud558\uc5ec \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc5d0\uc774\uc804\ud2b8\ub97c \uc2dc\uc2a4\ud15c\uc5d0 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc5b8\uc5b4 \ubaa8\ub378 \uae30\ubc18 \uc5d0\uc774\uc804\ud2b8\ubfd0\ub9cc \uc544\ub2c8\ub77c \ucef4\ud4e8\ud130 \ube44\uc804, \uc74c\uc131 \uc778\uc2dd \ub610\ub294 \uac15\ud654 \ud559\uc2b5\uacfc \uac19\uc740 \ub2e4\ub978 AI \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc5d0\uc774\uc804\ud2b8\ub97c \uacb0\ud569\ud558\uba74 \ubcf4\ub2e4 \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc9c1\uad00\uc801\uc778 \ubc29\uc2dd\uc73c\ub85c \uc138\uc0c1\uc744 \uc778\uc2dd\ud558\uace0 \uc774\ud574\ud558\uace0 \uc0c1\ud638 \uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc73c\uba70, LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc758 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9 \uae30\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>crewAI\ub97c LLM \uc571 \uc2a4\ud0dd\uc5d0 \ud1b5\ud569\ud558\ub294 \uac83\uc740 LangChain \ubc0f \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \ub2e4\ub978 \uc778\uae30 \ub3c4\uad6c \ubc0f \ud504\ub808\uc784\uc6cc\ud06c\uc640\uc758 \ud638\ud658\uc131 \ub355\ubd84\uc5d0 \ub354\uc6b1 \uc26c\uc6cc\uc9d1\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378\uacfc \ud504\ub808\uc784\uc6cc\ud06c\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uba74\uc11c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac\ubd80\ud130 \uc790\uc5f0\uc5b4 \uc0c1\ud638 \uc791\uc6a9 \ubc0f \uc758\uc0ac \uacb0\uc815\uc5d0 \uc774\ub974\ub294 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc5d4\ub4dc\ud22c\uc5d4\ub4dc \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM \uae30\uc220 \uc2a4\ud0dd\uc758 \ub2e4\ub978 \uad6c\uc131 \uc694\uc18c\uc640 \ud568\uaed8 crewAI\ub97c \uc0ac\uc6a9\ud558\uba74 \ubcf5\uc7a1\ud55c \uc2e4\uc81c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc804\ubb38\ud654 \ubc0f \ud611\uc5c5\uc758 \ud798\uc744 \ud65c\uc6a9\ud558\uba74 \uae30\uc874\uc758 \ub2e8\uc77c \ubaa8\ub378 \uc811\uadfc \ubc29\uc2dd\ubcf4\ub2e4 \ub354 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc774\uba70 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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>\uc62c\ubc14\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc73c\ub85c LLM\uc758 \uc131\ub2a5 \ud65c\uc6a9\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\ub294 \uc9c0\ub2a5\ud615 \ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub824\uba74 \uc798 \uc124\uacc4\ub41c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2a4\ud0dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. 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