{"id":32,"date":"2026-03-05T16:52:22","date_gmt":"2026-03-05T16:52:22","guid":{"rendered":"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-llm\/"},"modified":"2026-03-09T04:37:46","modified_gmt":"2026-03-09T04:37:46","slug":"rag-vs-llm","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-llm\/","title":{"rendered":"RAG vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u4f7f\u3044\u5206\u3051\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"RAG <a href=\"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-fine-tuning\/\" title=\"vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0:\">vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0:<\/a> LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u4f7f\u3044\u5206\u3051\u5b8c\u5168\u30ac\u30a4\u30c9\",\n  \"description\": \"\u53bb\u5e74\u306e11\u6708\u3001\u793e\u5185\u306e\u6280\u8853\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u3063\u3066\u3044\u305f\u3068\u304d\u306e\u3053\u3068\u3002\u4e0a\u53f8\u304b\u3089\u300c\u3053\u306eAI\u304c\u53e4\u3044\u60c5\u5831\u3092\u5e73\u6c17\u3067\u8fd4\u3057\u3066\u304f\u308b\u3093\u3060\u3051\u3069\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308c\u3070\u76f4\u308b\u3093\u3058\u3083\u306a\u3044\u304b\uff1f\u300d\u3068\u8a00\u308f\u308c\u305f\u3002\u5f53\u6642\u306e\u81ea\u5206\u306f\u300c\u307e\u3042\u3001\u305d\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u306d\u300d\u3068\u66d6\u6627\u306b\u7b54\u3048\u3066\u3057\u307e\u3063\u305f\u3002 \u6b63\u76f4\u306b\u8a00\u3046\u3068\u3001\u305d\u306e\u6642\u70b9\u3067RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\",\n  \"url\": \"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-llm\/\",\n  \"datePublished\": \"2026-03-05T16:52:22\",\n  \"dateModified\": \"2026-03-05T17:39:37\",\n  \"inLanguage\": \"ja_JP\",\n  \"author\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"url\": \"https:\/\/blog.rebalai.com\/ja\/\"\n  },\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/blog.rebalai.com\/wp-content\/uploads\/logo.png\"\n    }\n  },\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-llm\/\"\n  }\n}\n<\/script><\/p>\n<p>\u53bb\u5e74\u306e11\u6708\u3001\u793e\u5185\u306e\u6280\u8853\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u3063\u3066\u3044\u305f\u3068\u304d\u306e\u3053\u3068\u3002\u4e0a\u53f8\u304b\u3089\u300c\u3053\u306eAI\u304c\u53e4\u3044\u60c5\u5831\u3092\u5e73\u6c17\u3067\u8fd4\u3057\u3066\u304f\u308b\u3093\u3060\u3051\u3069\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308c\u3070\u76f4\u308b\u3093\u3058\u3083\u306a\u3044\u304b\uff1f\u300d\u3068\u8a00\u308f\u308c\u305f\u3002\u5f53\u6642\u306e\u81ea\u5206\u306f\u300c\u307e\u3042\u3001\u305d\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u306d\u300d\u3068\u66d6\u6627\u306b\u7b54\u3048\u3066\u3057\u307e\u3063\u305f\u3002<\/p>\n<p>\u6b63\u76f4\u306b\u8a00\u3046\u3068\u3001\u305d\u306e\u6642\u70b9\u3067RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u3092\u3061\u3083\u3093\u3068\u7406\u89e3\u3057\u3066\u3044\u306a\u304b\u3063\u305f\u3002\u306a\u3093\u3068\u306a\u304f\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 = \u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3059\u308b\u300d\u300cRAG = \u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3059\u308b\u300d\u304f\u3089\u3044\u306e\u8a8d\u8b58\u3057\u304b\u306a\u304b\u3063\u305f\u3002\u305d\u3053\u304b\u30892\u9031\u9593\u3001\u4e21\u65b9\u3092\u5b9f\u969b\u306b\u8a66\u3057\u3066\u6bd4\u8f03\u3057\u305f\u3002\u3053\u306e\u30d6\u30ed\u30b0\u306f\u305d\u306e\u3068\u304d\u306b\u5b66\u3093\u3060\u3053\u3068\u306e\u8a18\u9332\u3060\u3002<\/p>\n<hr \/>\n<h2>\u300c\u53e4\u3044\u60c5\u5831\u554f\u984c\u300d\u304b\u3089\u59cb\u307e\u3063\u305f\u8abf\u67fb<\/h2>\n<p>\u307e\u305a\u3001\u554f\u984c\u3092\u6574\u7406\u3057\u305f\u3002\u3046\u3061\u306e\u30b1\u30fc\u30b9\u306f\uff1a<\/p>\n<ul>\n<li>\u793e\u5185Confluence\u306b\u7d043,000\u30da\u30fc\u30b8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u3042\u308b<\/li>\n<li>\u6bce\u9031\u66f4\u65b0\u3055\u308c\u308b\uff08API\u306e\u4ed5\u69d8\u5909\u66f4\u3001\u65b0\u6a5f\u80fd\u306e\u8ffd\u52a0\u306a\u3069\uff09<\/li>\n<li>GPT-4\u3092\u4f7f\u3063\u3066Q&amp;A\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308a\u305f\u3044<\/li>\n<\/ul>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u6700\u521d\u306b\u8a66\u3057\u3066\u307f\u305f\u3002GPT-3.5-turbo\u3067\u3001Confluence\u304b\u3089\u629c\u3044\u305f500\u30da\u30a2\u306e\u8cea\u554f\/\u56de\u7b54\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066OpenAI\u306efine-tuning API\u306b\u6d41\u3057\u305f\u3002\u8cbb\u7528\u306f\u7d04$40\u30023\u6642\u9593\u5f85\u3063\u3066\u3001\u3067\u304d\u3042\u304c\u3063\u305f\u30e2\u30c7\u30eb\u306b\u300c\u6700\u65b0\u306e<a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\u3067\u30c7\u30d7\u30ed\u30a4\" rel=\"nofollow sponsored\" target=\"_blank\">\u30c7\u30d7\u30ed\u30a4<\/a>\u624b\u9806\u306f\uff1f\u300d\u3068\u805e\u3044\u305f\u3089\u3001\u898b\u4e8b\u306b3\u30f6\u6708\u524d\u306e\u624b\u9806\u3092\u8fd4\u3057\u3066\u304d\u305f\u3002<\/p>\n<p>\u305d\u308a\u3083\u305d\u3046\u3060\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u3063\u305f\u6642\u70b9\u306e\u60c5\u5831\u3057\u304b\u77e5\u3089\u306a\u3044\u3093\u3060\u304b\u3089\u3002<\/p>\n<hr \/>\n<h2>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5b9f\u969b\u306b\u4f55\u3092\u3057\u3066\u3044\u308b\u304b<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3059\u308b\u3002\u5e73\u305f\u304f\u8a00\u3046\u3068\u300c\u30e2\u30c7\u30eb\u306e\u8133\u307f\u305d\u305d\u306e\u3082\u306e\u3092\u66f8\u304d\u63db\u3048\u308b\u300d\u4f5c\u696d\u3060\u3002<\/p>\n<p>\u4f55\u304c\u5909\u308f\u308b\u304b\u3068\u3044\u3046\u3068\uff1a<br \/>\n&#8211; \u56de\u7b54\u306e\u30b9\u30bf\u30a4\u30eb\u3084\u5f62\u5f0f<br \/>\n&#8211; \u7279\u5b9a\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u7528\u8a9e\u3078\u306e\u6163\u308c<br \/>\n&#8211; \u30bf\u30b9\u30af\u56fa\u6709\u306e\u51fa\u529b\u30d1\u30bf\u30fc\u30f3\uff08\u4f8b\uff1a\u300c\u5fc5\u305a\u7b87\u6761\u66f8\u304d\u3067\u7b54\u3048\u308b\u300d\uff09<\/p>\n<p>\u4f55\u304c\u5909\u308f\u3089\u306a\u3044\u304b\u3068\u3044\u3046\u3068\uff1a<br \/>\n&#8211; \u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u65b0\u3057\u3044\u4e8b\u5b9f<br \/>\n&#8211; \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306b\u767a\u751f\u3057\u305f\u30a4\u30d9\u30f3\u30c8<br \/>\n&#8211; \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831<\/p>\n<p>\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5411\u3044\u3066\u3044\u308b\u30b1\u30fc\u30b9\u304c\u898b\u3048\u3066\u304f\u308b\u3002\u300c\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3092\u5909\u3048\u305f\u3044\u300d\u3068\u304d\u3060\u3002\u77e5\u8b58\u3092\u5897\u3084\u3057\u305f\u3044\u3068\u304d\u3067\u306f\u306a\u3044\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u3046\u3061\u306e\u30c1\u30fc\u30e0\u3067\u5b9f\u969b\u306b\u52b9\u679c\u304c\u3042\u3063\u305f\u306e\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u30c8\u30fc\u30f3\u3092\u7d71\u4e00\u3059\u308b\u30b1\u30fc\u30b9\u3060\u3063\u305f\u3002\u300c\u3082\u3063\u3068\u4e01\u5be7\u306b\u3001\u3067\u3082\u5197\u9577\u306b\u306a\u3089\u305a\u3001\u6280\u8853\u7684\u306a\u8cea\u554f\u306b\u306f\u5177\u4f53\u7684\u306a\u30b3\u30fc\u30c9\u3082\u6dfb\u3048\u3066\u300d\u3068\u3044\u3046\u30b9\u30bf\u30a4\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u713c\u304d\u8fbc\u3093\u3060\u3089\u3001system prompt\u3060\u3051\u3067\u8abf\u6574\u3059\u308b\u3088\u308a\u3082\u5b89\u5b9a\u3057\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u305f\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u9811\u5f35\u308b\u3088\u308a\u3001\u30b3\u30b9\u30c8\u3042\u305f\u308a\u306e\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u304c\u6e1b\u3063\u305f\u306e\u3082\u610f\u5916\u306a\u526f\u7523\u7269\u3060\u3063\u305f\u3002<\/p>\n<hr \/>\n<h2>RAG\u304c\u89e3\u6c7a\u3059\u308b\u3053\u3068\uff08\u305d\u3057\u3066\u89e3\u6c7a\u3057\u306a\u3044\u3053\u3068\uff09<\/h2>\n<p>RAG\u306f\u6839\u672c\u7684\u306b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a71\u3060\u3002\u30e2\u30c7\u30eb\u3092\u5909\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u304c\u53c2\u7167\u3067\u304d\u308b\u60c5\u5831\u3092\u52d5\u7684\u306b\u5909\u3048\u308b\u3002<\/p>\n<p>\u57fa\u672c\u7684\u306a\u6d41\u308c\uff1a<\/p>\n<pre><code class=\"language-python\"># LangChain\u3092\u4f7f\u3063\u305f\u30b7\u30f3\u30d7\u30eb\u306aRAG\u306e\u5b9f\u88c5\u4f8b\n# langchain==0.3.x\u3001openai==1.x \u3067\u52d5\u4f5c\u78ba\u8a8d\u6e08\u307f\n\nfrom langchain_community.vectorstores import Chroma\nfrom langchain_openai import OpenAIEmbeddings, ChatOpenAI\nfrom langchain.chains import RetrievalQA\nfrom langchain_community.document_loaders import ConfluenceLoader\n\n# Confluence\u304b\u3089\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30ed\u30fc\u30c9\nloader = ConfluenceLoader(\n    url=&quot;https:\/\/yourcompany.atlassian.net\/wiki&quot;,\n    username=&quot;your@email.com&quot;,\n    api_key=&quot;your_api_key&quot;,\n    space_key=&quot;DEV&quot;,\n)\ndocs = loader.load()\n\n# \u30d9\u30af\u30c8\u30ebDB\u306b\u4fdd\u5b58\uff08\u521d\u56de\u306e\u307f\uff09\nembeddings = OpenAIEmbeddings(model=&quot;text-embedding-3-small&quot;)\nvectorstore = Chroma.from_documents(\n    documents=docs,\n    embedding=embeddings,\n    persist_directory=&quot;.\/chroma_db&quot;\n)\n\n# \u8cea\u554f\u5fdc\u7b54\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\nllm = ChatOpenAI(model=&quot;gpt-4o&quot;, temperature=0)\nqa_chain = RetrievalQA.from_chain_type(\n    llm=llm,\n    retriever=vectorstore.as_retriever(\n        search_kwargs={&quot;k&quot;: 5}  # \u4e0a\u4f4d5\u4ef6\u3092\u53c2\u7167\n    ),\n    return_source_documents=True,  # \u51fa\u5178\u3092\u8fd4\u3059\uff08\u30c7\u30d0\u30c3\u30b0\u306b\u8d85\u4fbf\u5229\uff09\n)\n\n# \u30af\u30a8\u30ea\u3092\u5b9f\u884c\nresult = qa_chain.invoke({&quot;query&quot;: &quot;\u6700\u65b0\u306e<a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\u3067\u30c7\u30d7\u30ed\u30a4\" rel=\"nofollow sponsored\" target=\"_blank\">\u30c7\u30d7\u30ed\u30a4<\/a>\u624b\u9806\u306f\uff1f&quot;})\nprint(result[&quot;result&quot;])\n# source_documents\u3092\u898b\u308c\u3070\u3001\u4f55\u3092\u53c2\u7167\u3057\u305f\u304b\u304c\u308f\u304b\u308b\nfor doc in result[&quot;source_documents&quot;]:\n    print(f&quot;\u51fa\u5178: {doc.metadata.get('title', 'Unknown')}&quot;)\n<\/code><\/pre>\n<p>\u3053\u308c\u3067Confluence\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u30d9\u30af\u30c8\u30ebDB\u3092\u518d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3059\u308c\u3070\u3001\u5e38\u306b\u6700\u65b0\u306e\u60c5\u5831\u3092\u8fd4\u305b\u308b\u3002\u3046\u3061\u3067\u306f\u6bce\u65e5\u6df1\u591c\u306b\u30d0\u30c3\u30c1\u3067\u8d70\u3089\u305b\u3066\u3044\u308b\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001RAG\u306b\u3082\u9650\u754c\u304c\u3042\u308b\u3002\u81ea\u5206\u304c\u3084\u3089\u304b\u3057\u305f\u5931\u6557\u3092\u8a71\u3059\u3068\u2014\u2014<\/p>\n<p>\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u9069\u5f53\u306b\u8a2d\u5b9a\u3057\u305f\u307e\u307e\u672c\u756a\u6295\u5165\u3057\u305f\u3089\u3001\u56de\u7b54\u306e\u54c1\u8cea\u304c\u3072\u3069\u304b\u3063\u305f\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e1000\u6587\u5b57\u30c1\u30e3\u30f3\u30af\u3060\u3068\u3001\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u304c\u9014\u4e2d\u3067\u5207\u308c\u305f\u308a\u3001\u6587\u8108\u304c\u65ad\u3061\u5207\u3089\u308c\u305f\u308a\u3059\u308b\u3002\u7d50\u5c40\u3001<code>RecursiveCharacterTextSplitter<\/code>\u306echunk_size\u3092500\u306b\u4e0b\u3052\u3001chunk_overlap\u3092100\u306b\u8a2d\u5b9a\u3057\u306a\u304a\u3059\u307e\u30672\u65e5\u30e0\u30c0\u306b\u3057\u305f\u3002\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u306fRAG\u306e\u54c1\u8cea\u306b\u76f4\u7d50\u3059\u308b\u3002\u3053\u3053\u3092\u96d1\u306b\u3084\u308b\u3068\u5f8c\u3067\u7d76\u5bfe\u306b\u6ce5\u6cbc\u306b\u306f\u307e\u308b\u3002<\/p>\n<p>\u3042\u3068\u3001RAG\u306f\u300c\u691c\u7d22\u30df\u30b9\u300d\u306b\u5f31\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u66f8\u304d\u65b9\u306b\u4e56\u96e2\u304c\u3042\u308b\u3068\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u306a\u3044\u3002\u300c<a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\u3067\u30c7\u30d7\u30ed\u30a4\" rel=\"nofollow sponsored\" target=\"_blank\">\u30c7\u30d7\u30ed\u30a4<\/a>\u624b\u9806\u300d\u3068\u805e\u3044\u3066\u3044\u308b\u306e\u306b\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u300c\u30ea\u30ea\u30fc\u30b9\u65b9\u6cd5\u300d\u3068\u66f8\u3044\u3066\u3042\u308b\u3060\u3051\u3060\u3068\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u7684\u306b\u9060\u304f\u306a\u308b\u3002HyDE\uff08Hypothetical Document Embeddings\uff09\u3084\u30af\u30a8\u30ea\u62e1\u5f35\u3067\u6539\u5584\u3067\u304d\u308b\u3051\u3069\u3001\u305d\u308c\u306f\u307e\u305f\u5225\u306e\u8a71\u3002<\/p>\n<hr \/>\n<h2>\u30b3\u30b9\u30c8\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u3067\u6bd4\u3079\u308b\u3068<\/h2>\n<p>\u3053\u308c\u304c\u500b\u4eba\u7684\u306b\u4e00\u756a\u5b9f\u611f\u306e\u3042\u308b\u5dee\u3060\u3068\u601d\u3063\u3066\u3044\u308b\u3002<\/p>\n<p><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/p>\n<ul>\n<li>\u521d\u671f\u8cbb\u7528\uff1a\u30c7\u30fc\u30bf\u6e96\u5099\uff08\u4e00\u756a\u6642\u9593\u304c\u304b\u304b\u308b\uff09\uff0b\u5b66\u7fd2\u8cbb\u7528<\/li>\n<li>\u66f4\u65b0\u306e\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981<\/li>\n<li>OpenAI\u3060\u3068\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4fdd\u7ba1\u3059\u308b\u8cbb\u7528\u3082\u304b\u304b\u308b\uff08$0.002\/1K tokens at storage\u30012025\u5e74\u6642\u70b9\uff09<\/li>\n<li>\u30c7\u30fc\u30bf\u304c\u53e4\u304f\u306a\u3063\u3066\u3082\u3001\u300c\u58ca\u308c\u305f\u300d\u3068\u308f\u304b\u308a\u306b\u304f\u3044<\/li>\n<\/ul>\n<p>\u3046\u3061\u306e\u8a66\u7b97\u3067\u306f\u3001Confluence\u306e\u898f\u6a21\u611f\uff083,000\u30da\u30fc\u30b8\u3001\u6bce\u9031\u66f4\u65b0\uff09\u3060\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7dad\u6301\u306f\u73fe\u5b9f\u7684\u3058\u3083\u306a\u304b\u3063\u305f\u3002\u6bce\u9031\u518d\u5b66\u7fd2\u3059\u308b\u30b3\u30b9\u30c8\u3082\u305d\u3046\u3060\u3051\u3069\u3001\u300c\u3053\u306e\u30e2\u30c7\u30eb\u3001\u3061\u3083\u3093\u3068\u6700\u65b0\u60c5\u5831\u3092\u77e5\u3063\u3066\u3044\u308b\u3063\u3051\uff1f\u300d\u3068\u3044\u3046\u4e0d\u5b89\u304c\u5e38\u306b\u3064\u304d\u307e\u3068\u3046\u3002<\/p>\n<p><strong>RAG<\/strong><\/p>\n<ul>\n<li>\u521d\u671f\u8cbb\u7528\uff1a\u30d9\u30af\u30c8\u30ebDB\u69cb\u7bc9\uff0b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210<\/li>\n<li>\u66f4\u65b0\u306f\u30a4\u30f3\u30af\u30ea\u30e1\u30f3\u30bf\u30eb\u306b\u3067\u304d\u308b\uff08\u65b0\u3057\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3060\u3051\u8ffd\u52a0\uff09<\/li>\n<li>\u4f55\u3092\u53c2\u7167\u3057\u305f\u304b\u8ffd\u8de1\u3067\u304d\u308b\uff08\u30c7\u30d0\u30c3\u30b0\u30fb\u76e3\u67fb\u306b\u6709\u5229\uff09<\/li>\n<li>\u30a4\u30f3\u30d5\u30e9\u304c\u5897\u3048\u308b\uff08\u30d9\u30af\u30c8\u30ebDB\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09<\/li>\n<\/ul>\n<p>Chroma\u3092\u30ed\u30fc\u30ab\u30eb\u3067\u4f7f\u3048\u3070\u5b89\u304f\u6e08\u3080\u3051\u3069\u3001\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u306a\u3089Pinecone\u3084Weaviate\u304c\u73fe\u5b9f\u7684\u3002Pinecone\u306f\u7121\u6599\u67a0\u3067\u304b\u306a\u308a\u306e\u91cf\u304c\u5165\u308b\u306e\u3067\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u6bb5\u968e\u306f\u305d\u308c\u3067\u5341\u5206\u3060\u3063\u305f\u3002<\/p>\n<hr \/>\n<h2>\u3058\u3083\u3042\u3001\u3069\u3063\u3061\u3092\u9078\u3076\u3079\u304d\u304b<\/h2>\n<p>\u6b63\u76f4\u306b\u8a00\u3046\u3002\u300c\u30b1\u30fc\u30b9\u30d0\u30a4\u30b1\u30fc\u30b9\u300d\u3068\u8a00\u3046\u306e\u306f\u7c21\u5358\u3060\u3051\u3069\u3001\u305d\u308c\u3060\u3068\u4f55\u3082\u6c7a\u307e\u3089\u306a\u3044\u3002\u81ea\u5206\u306e\u7d4c\u9a13\u304b\u3089\u8a00\u3048\u3070\u3001\u5224\u65ad\u57fa\u6e96\u306f\u3053\u3046\u3060\u3002<\/p>\n<p><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u9078\u3076\u5834\u9762\uff1a<\/strong><\/p>\n<ol>\n<li>\n<p><strong>\u30e2\u30c7\u30eb\u306e\u300c\u8a71\u3057\u65b9\u300d\u3092\u5909\u3048\u305f\u3044<\/strong><br \/>\n   \u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08JSON\u51fa\u529b\u3092\u7d76\u5bfe\u5b88\u3089\u305b\u308b\u3068\u304b\uff09\u3001\u7279\u5b9a\u306e\u30c8\u30fc\u30f3\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3078\u306e\u7279\u5316\u3002\u77e5\u8b58\u3067\u306f\u306a\u304f\u300c\u7656\u300d\u3092\u5909\u3048\u305f\u3044\u3068\u304d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u304c\u9759\u7684\u3067\u3001\u66f4\u65b0\u983b\u5ea6\u304c\u4f4e\u3044<\/strong><br \/>\n   \u533b\u7642\u5206\u91ce\u306e\u8a3a\u65ad\u30b3\u30fc\u30c9\u4f53\u7cfb\u3001\u6cd5\u5f8b\u7528\u8a9e\u306e\u89e3\u91c8\u65b9\u6cd5\u3001\u307f\u305f\u3044\u306b\u300c1\u5e74\u306b1\u56de\u66f4\u65b0\u3055\u308c\u308b\u304b\u3069\u3046\u304b\u300d\u7a0b\u5ea6\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5411\u3044\u3066\u3044\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u63a8\u8ad6\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u305f\u3044<\/strong><br \/>\n   RAG\u306f\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\uff0b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3078\u306e\u8a70\u3081\u8fbc\u307f\u3067\u30c8\u30fc\u30af\u30f3\u304c\u5897\u3048\u308b\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u300c\u77e5\u8b58\u3092\u713c\u304d\u8fbc\u3093\u3067\u300d\u3057\u307e\u3048\u3070\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3067\u304d\u308b\u3002\uff08\u305f\u3060\u3057\u3001\u3053\u308c\u304c\u672c\u5f53\u306b\u52b9\u304f\u304b\u306f\u30b1\u30fc\u30b9\u306b\u3088\u308b\u2014\u2014100%\u78ba\u4fe1\u306f\u306a\u3044\uff09<\/p>\n<\/li>\n<\/ol>\n<p><strong>RAG\u3092\u9078\u3076\u5834\u9762\uff1a<\/strong><\/p>\n<ol>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u304c\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b<\/strong><br \/>\n   \u3053\u308c\u306f\u7d76\u5bfeRAG\u3002\u6bce\u9031\u3069\u3053\u308d\u304b\u6bce\u65e5\u66f4\u65b0\u3055\u308c\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u8ffd\u3044\u304b\u3051\u308b\u306e\u306f\u73fe\u5b9f\u7684\u3058\u3083\u306a\u3044\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f55\u3092\u53c2\u7167\u3057\u305f\u304b\u8aac\u660e\u8cac\u4efb\u304c\u5fc5\u8981<\/strong><br \/>\n   \u300c\u3053\u306eAI\u304c\u3053\u3046\u8a00\u3063\u305f\u6839\u62e0\u306f\uff1f\u300d\u3068\u805e\u304b\u308c\u305f\u3068\u304d\u3001RAG\u306a\u3089\u51fa\u5178\u3092\u793a\u305b\u308b\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u300c\u306a\u305c\u305d\u3046\u77e5\u3063\u3066\u3044\u308b\u306e\u304b\u300d\u3092\u8aac\u660e\u3067\u304d\u306a\u3044\u3002\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3084\u5185\u90e8\u76e3\u67fb\u304c\u53b3\u3057\u3044\u696d\u754c\u3067\u306f\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u65e9\u304f\u4f5c\u308a\u305f\u3044<\/strong><br \/>\n   RAG\u306f\u4eca\u65e5\u59cb\u3081\u3066\u4eca\u65e5\u52d5\u304f\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30c7\u30fc\u30bf\u6e96\u5099\u306f\u5730\u5473\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3044<\/strong><br \/>\n   \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u6700\u4f4e\u3067\u3082\u6570\u767e\u301c\u6570\u5343\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\uff08\u8cea\u304c\u9ad8\u3051\u308c\u3070\u5c11\u306a\u304f\u3066\u6e08\u3080\u5834\u5408\u3082\u3042\u308b\u3051\u3069\uff09\u3002\u5c0f\u898f\u6a21\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306a\u3089RAG\u306e\u65b9\u304c\u30b3\u30b9\u30d1\u304c\u3044\u3044\u3002<\/p>\n<\/li>\n<\/ol>\n<hr \/>\n<h2>\u73fe\u5b9f\u7684\u306a\u9078\u629e\uff1a\u4e21\u65b9\u4f7f\u3046<\/h2>\n<p>\u4e00\u3064\u8a00\u3044\u5fd8\u308c\u3066\u3044\u305f\u3002\u5b9f\u306f\u300c\u3069\u3061\u3089\u304b\u300d\u3068\u3044\u3046\u4e8c\u629e\u3058\u3083\u306a\u304f\u3066\u3044\u3044\u3002<\/p>\n<p>\u3046\u3061\u306e\u6700\u7d42\u7684\u306a\u69cb\u6210\u306f\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306bRAG\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u4e0a\u3067\u3001\u56de\u7b54\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3060\u3051\u3092system prompt\u3067\u3084\u3063\u3066\u3044\u308b\u3002\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u56fa\u5b9a\u3057\u3066\u3001RAG\u3067\u77e5\u8b58\u3092\u88dc\u3046\u300d\u3068\u3044\u3046\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u3082\u9078\u629e\u80a2\u3068\u3057\u3066\u3042\u308b\u3002\u305f\u3060\u3001\u8907\u96d1\u3055\u304c\u5897\u3059\u306e\u3067\u3001\u307e\u305a\u306f\u3069\u3061\u3089\u304b\u4e00\u65b9\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u3092\u3059\u3059\u3081\u308b\u3002<\/p>\n<p>\u81ea\u5206\u304c\u3044\u307e\u65b0\u3057\u3044LLM\u30a2\u30d7\u30ea\u3092\u4f5c\u308b\u3068\u3057\u305f\u3089\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u9078\u629e\u306fRAG\u3060\u3002\u7406\u7531\u306f\u5358\u7d14\u3067\u3001\u300c\u9593\u9055\u3044\u3092\u4fee\u6b63\u3057\u3084\u3059\u3044\u300d\u304b\u3089\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u5909\u306a\u7656\u304c\u3064\u3044\u305f\u30e2\u30c7\u30eb\u3092\u76f4\u3059\u306e\u306f\u3001\u30d9\u30af\u30c8\u30ebDB\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3088\u308a\u4f55\u500d\u3082\u9762\u5012\u3060\u3063\u305f\u3002<\/p>\n<p>\u300c\u3067\u3082\u7cbe\u5ea6\u304c\u3082\u3063\u3068\u6b32\u3057\u3044\u300d\u3068\u3044\u3046\u8a71\u306b\u306a\u3063\u305f\u3068\u304d\u3001\u521d\u3081\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u3002\u305d\u306e\u9806\u756a\u3067\u8003\u3048\u308b\u3068\u3001\u7121\u99c4\u306a\u5b66\u7fd2\u30b3\u30b9\u30c8\u3092\u6255\u308f\u305a\u306b\u6e08\u3080\u3002<\/p>\n<hr \/>\n<p>\u3053\u3053\u307e\u3067\u8aad\u3093\u3067\u308f\u304b\u3063\u305f\u3068\u601d\u3046\u3051\u3069\u3001\u3069\u3061\u3089\u306e\u6280\u8853\u3082\u300c\u9280\u306e\u5f3e\u4e38\u300d\u3067\u306f\u306a\u3044\uff08\u5f53\u305f\u308a\u524d\u3060\u3051\u3069\uff09\u3002\u3046\u3061\u306e\u30b1\u30fc\u30b9\u3067\u4e00\u756a\u6642\u9593\u3092\u53d6\u3089\u308c\u305f\u306e\u306f\u5b9f\u88c5\u3067\u306f\u306a\u304f\u3001\u300c\u3069\u3063\u3061\u304c\u9069\u5207\u304b\u5224\u65ad\u3059\u308b\u300d\u3053\u3068\u3068\u300c\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u3092\u6700\u9069\u5316\u3059\u308b\u300d\u3053\u3068\u3060\u3063\u305f\u3002<\/p>\n<p>\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u524d\u306b\u3001\u307e\u305a\u300c\u81ea\u5206\u304c\u5909\u3048\u305f\u3044\u306e\u306f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u304b\u3001\u632f\u308b\u821e\u3044\u304b\u300d\u3092\u554f\u3044\u304b\u3051\u3066\u307f\u3066\u307b\u3057\u3044\u3002\u305d\u306e\u7b54\u3048\u304c\u51fa\u308c\u3070\u3001\u6280\u8853\u306e\u9078\u629e\u306f\u307b\u307c\u81ea\u52d5\u7684\u306b\u6c7a\u307e\u308b\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u4eca\u56de\u306f <strong>RAG <a href=\"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/rag-vs-fine-tuning\/\" title=\"vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0:\">vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0:<\/a> LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u4f7f\u3044\u5206\u3051\u5b8c\u5168\u30ac\u30a4<\/strong> \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306b\u672c\u8a18\u4e8b\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<h3>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/h3>\n<ul>\n<li><strong>\u57fa\u672c\u6982\u5ff5<\/strong>\uff1acore concept \u3092\u6b63\u3057\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001<a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean for Production Workloads\" rel=\"nofollow sponsored\" target=\"_blank\">production<\/a> ready \u306a\u5b9f\u88c5\u3078\u306e\u8fd1\u9053\u3067\u3059\u3002<\/li>\n<li><strong>\u5b9f\u88c5\u65b9\u6cd5<\/strong>\uff1aPython \u3084 TypeScript \u306a\u3069\u4e3b\u8981\u306a programming language \u3067\u306eimplementation \u304c\u53ef\u80fd\u3067\u3001official SDK \u3084 library \u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u958b\u767a\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong>\uff1aresponse latency \u3084 throughput \u3092\u8003\u616e\u3057\u305fsystem design \u304c\u91cd\u8981\u3067\u3059\u3002load testing \u3068 monitoring \u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6700\u9069\u5316\u3057\u307e\u3057\u3087\u3046\u3002<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u7ba1\u7406<\/strong>\uff1aAPI usage cost \u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u3001caching strategy \u3084 rate limiting \u306e\u5b9f\u88c5\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>\uff1aAPI key management\u3001input validation\u3001output sanitization \u306a\u3069\u3001security best practices \u3092\u5fc5\u305a\u9075\u5b88\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<h3>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7<\/h3>\n<p>\u307e\u305a\u306f small scale \u306a prototype \u3092\u4f5c\u6210\u3057\u3066\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u3001staging environment \u3067\u306e\u30c6\u30b9\u30c8\u3092\u7d4c\u3066\u304b\u3089 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean for Production Workloads\" rel=\"nofollow sponsored\" target=\"_blank\">production<\/a> deployment \u3092\u9032\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>GitHub \u3084 official documentation\u3001Stack Overflow \u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u3082\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002open source community forum \u3084 issue tracker \u3078\u306e\u53c2\u52a0\u3082\u3001knowledge sharing \u306e\u89b3\u70b9\u304b\u3089\u5927\u5909\u6709\u76ca\u3067\u3059\u3002\u7591\u554f\u70b9\u304c\u3042\u308c\u3070\u30b3\u30e1\u30f3\u30c8\u6b04\u3067\u304a\u6c17\u8efd\u306b\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53bb\u5e74\u306e11\u6708\u3001\u793e\u5185\u306e\u6280\u8853\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u3063\u3066\u3044\u305f\u3068\u304d\u306e\u3053\u3068\u3002\u4e0a\u53f8\u304b\u3089\u300c\u3053\u306eAI\u304c\u53e4\u3044\u60c5\u5831\u3092\u5e73\u6c17\u3067\u8fd4\u3057\u3066\u304f\u308b\u3093\u3060\u3051\u3069\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308c\u3070\u76f4\u308b\u3093\u3058\u3083\u306a\u3044\u304b\uff1f\u300d\u3068\u8a00\u308f\u308c\u305f\u3002\u5f53\u6642\u306e\u81ea\u5206\u306f\u300c\u307e\u3042\u3001\u305d\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u306d\u300d\u3068\u66d6\u6627\u306b\u7b54\u3048\u3066\u3057\u307e\u3063\u305f\u3002 \u6b63\u76f4\u306b\u8a00\u3046\u3068\u3001\u305d\u306e\u6642\u70b9\u3067RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-32","post","type-post","status-publish","format-standard","hentry","category-general"],"_links":{"self":[{"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/posts\/32","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/comments?post=32"}],"version-history":[{"count":10,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/posts\/32\/revisions"}],"predecessor-version":[{"id":173,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/posts\/32\/revisions\/173"}],"wp:attachment":[{"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/media?parent=32"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/categories?post=32"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.rebalai.com\/ja\/wp-json\/wp\/v2\/tags?post=32"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}