{"id":6069,"date":"2024-12-23T17:03:02","date_gmt":"2024-12-23T08:03:02","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6069"},"modified":"2026-08-28T16:46:19","modified_gmt":"2026-08-28T07:46:19","slug":"llmops_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/llmops_glossary\/","title":{"rendered":"LLMOps\u3068\u306f\uff1f2026\u5e74\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3068\u5b9f\u8df5\u8996\u70b9\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>LLMOps\u306e\u57fa\u672c\u6982\u5ff5\u304b\u30892026\u5e74\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6642\u4ee3\u306e\u904b\u7528\u624b\u6cd5\u3001RAG\u30fb\u8a55\u4fa1\u30fb\u76e3\u8996\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3002\u751f\u6210AI\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u6b21\u4e16\u4ee3AI\u904b\u7528\u57fa\u76e4\u3092\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>LLMOps\uff08Large Language Model Operations\uff09\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e<strong>\u8a2d\u8a08\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u8a55\u4fa1\u30fb\u6539\u5584<\/strong>\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u904b\u7528\u624b\u6cd5\u3067\u3059\u3002MLOps\u304b\u3089\u6d3e\u751f\u3057\u305f\u6982\u5ff5\u3067\u3059\u304c\u3001\u751f\u6210AI\u306e\u6025\u901f\u306a\u666e\u53ca\u306b\u3088\u308a\u3001\u73fe\u5728\u3067\u306f\u72ec\u7acb\u3057\u305f\u6280\u8853\u9818\u57df\u3068\u3057\u3066\u78ba\u7acb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>2026\u5e74\u73fe\u5728\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u306f\u5358\u7d14\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u306f\u306a\u304f\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3092\u696d\u52d9\u3078\u7d44\u307f\u8fbc\u3080\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u300c\u30e2\u30c7\u30eb\u3092\u904b\u7528\u3059\u308b\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u300cAI\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u30fb\u6700\u9069\u5316\u3059\u308b\u300d\u3053\u3068\u304cLLMOps\u306e\u5f79\u5272\u3078\u3068\u9032\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001OpenAI\u3001Anthropic\u3001Google\u3001Meta\u3001Mistral AI\u306a\u3069\u8907\u6570\u306eLLM\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u904b\u7528\u304c\u4e00\u822c\u5316\u3057\u3001\u30b3\u30b9\u30c8\u30fb\u6027\u80fd\u30fb\u54c1\u8cea\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u7d71\u5408\u7684\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u7af6\u4e89\u529b\u306e\u9375\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<!-- notionvc: ee2028ec-f29c-4a94-b440-ba4daa8d28d7 --><\/p>\n<p><!-- notionvc: 0ac66fef-5a44-4081-999c-5aa1fd1b4148 --><\/p>\n<h2>LLMOps\u306e\u57fa\u672c\u6982\u5ff5<\/h2>\n<p><b>LLMOps\u3068\u306f\uff1f<\/b><\/p>\n<p>LLMOps\uff08Large Language Model Operations\uff09\u3068\u306f\u3001LLM\u3092<strong>\u672c\u756a\u74b0\u5883\u3067\u5b89\u5168\u304b\u3064\u52b9\u7387\u7684\u306b\u904b\u7528\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u30fb\u30c4\u30fc\u30eb\u30fb\u904b\u7528\u4f53\u5236<\/strong>\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306eMLOps\u3067\u306f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u304c\u4e2d\u5fc3\u3067\u3057\u305f\u304c\u3001LLMOps\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u751f\u6210AI\u7279\u6709\u306e\u8981\u7d20\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30fbRAG\u69cb\u6210\u306e\u4e00\u5143\u7ba1\u7406<\/li>\n<li>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406<\/li>\n<li>\u63a8\u8ad6\u30b3\u30b9\u30c8\u30fb\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u6700\u9069\u5316<\/li>\n<li>\u51fa\u529b\u54c1\u8cea\u306e\u81ea\u52d5\u8a55\u4fa1\uff08LLM as a Judge\uff09<\/li>\n<li>\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u306b\u3088\u308b\u5b89\u5168\u6027\u7ba1\u7406<\/li>\n<li>\u7d99\u7d9a\u7684\u306a\u8a55\u4fa1\uff08LLM Evals\uff09<\/li>\n<\/ul>\n<p>\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u5358\u4f53\u3067\u306f\u306a\u304f<strong>AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3059\u308b\u8003\u3048\u65b9<\/strong>\u304cLLMOps\u3067\u3059\u3002<\/p>\n<p><!-- notionvc: 0ea0b1ee-ee44-4e66-8f83-ed8963fa6632 --><\/p>\n<p><b>\u306a\u305c\u91cd\u8981\u306a\u306e\u304b\uff1f<\/b><\/p>\n<p>\u73fe\u5728\u306eLLM\u306f\u6570\u5341\u5104\u301c\u6570\u5343\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u898f\u6a21\u306e\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u5c0f\u578b\u30e2\u30c7\u30eb\uff08SLM\uff09\u3084\u84b8\u7559\u30e2\u30c7\u30eb\u3082\u542b\u3081\u3001\u591a\u69d8\u306a\u30e2\u30c7\u30eb\u3092\u7528\u9014\u3054\u3068\u306b\u4f7f\u3044\u5206\u3051\u308b\u6642\u4ee3\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001<\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u66f4\u65b0\u983b\u5ea6\u306e\u5897\u52a0<\/li>\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u5909\u66f4\u306b\u3088\u308b\u54c1\u8cea\u5909\u5316<\/li>\n<li>RAG\u691c\u7d22\u7cbe\u5ea6\u306e\u3070\u3089\u3064\u304d<\/li>\n<li>API\u30b3\u30b9\u30c8\u306e\u5897\u5927<\/li>\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u5fdc<\/li>\n<\/ul>\n<p>\u306a\u3069\u3001\u65b0\u305f\u306a\u8ab2\u984c\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u73fe\u5728\u3067\u306f\u3001LLMOps\u306f\u5358\u306a\u308b\u904b\u7528\u7ba1\u7406\u3067\u306f\u306a\u304f\u3001<strong>\u751f\u6210AI\u306e\u54c1\u8cea\u4fdd\u8a3c\uff08AI Quality Assurance\uff09\u306e\u4e2d\u5fc3\u6280\u8853<\/strong>\u3068\u3057\u3066\u4f4d\u7f6e\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002<!-- notionvc: 0add3426-6410-4154-8af3-d53f5bc395af --><!-- notionvc: 17423775-6563-4b03-814f-957b8a3b41e4 --><\/p>\n<p><!-- notionvc: 114d9d28-7ba7-441d-a338-e2d24c4de326 --><\/p>\n<h2>LLMOps\u306e\u4e3b\u8981\u30d7\u30ed\u30bb\u30b9<\/h2>\n<p><b>1. AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8a2d\u8a08<\/b><\/p>\n<p>\u73fe\u5728\u306eLLMOps\u3067\u306f\u3001\u30e2\u30c7\u30eb\u5358\u4f53\u3067\u306f\u306a\u304fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ee3\u8868\u7684\u306a\u69cb\u6210\u8981\u7d20\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n<ul>\n<li>Prompt Engineering<\/li>\n<li>RAG\u8a2d\u8a08<\/li>\n<li>Embedding\u7ba1\u7406<\/li>\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/li>\n<li>Tool Calling<\/li>\n<li>Function Calling<\/li>\n<li>AI Agent<\/li>\n<li>MCP\uff08Model Context Protocol\uff09<\/li>\n<li>\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u9023\u643a<\/li>\n<\/ul>\n<p>\u6700\u8fd1\u3067\u306fLangChain\u3084LlamaIndex\u3060\u3051\u3067\u306f\u306a\u304f\u3001DSPy\u3001Haystack\u3001OpenAI Agents SDK\u306a\u3069\u3082\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 2be2b235-c692-48db-b951-848f39ccaf52 --><\/p>\n<p><b>2. CI\/CD for LLMs<\/b><\/p>\n<p>\u5f93\u6765\u306eCI\/CD\u3068\u306f\u7570\u306a\u308a\u3001LLM\u3067\u306f\u4ee5\u4e0b\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>Prompt<\/li>\n<li>System Prompt<\/li>\n<li>\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3<\/li>\n<li>Knowledge Base<\/li>\n<li>RAG\u8a2d\u5b9a<\/li>\n<li>Evaluation Dataset<\/li>\n<\/ul>\n<p>GitHub Actions\u3084Kubernetes\u3001Argo Workflows\u306a\u3069\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u3001\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u3068\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u904b\u7528\u304c\u4e00\u822c\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 7f284023-e381-463e-a453-7a026f4b2208 --><\/p>\n<p><b>3. \u30e2\u30c7\u30eb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068Observability<\/b><\/p>\n<p>2026\u5e74\u306eLLMOps\u3067\u306fObservability\uff08\u53ef\u89b3\u6e2c\u6027\uff09\u304c\u91cd\u8981\u306a\u30c6\u30fc\u30de\u3067\u3059\u3002<\/p>\n<p>\u76e3\u8996\u5bfe\u8c61\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30ec\u30b9\u30dd\u30f3\u30b9\u6642\u9593<\/li>\n<li>API\u5229\u7528\u6599\u91d1<\/li>\n<li>Hallucination\u7387<\/li>\n<li>\u56de\u7b54\u54c1\u8cea<\/li>\n<li>Toxicity<\/li>\n<li>Citation\u7cbe\u5ea6<\/li>\n<li>Tool Calling\u6210\u529f\u7387<\/li>\n<li>Agent\u5b9f\u884c\u6642\u9593<\/li>\n<li>Token\u4f7f\u7528\u91cf<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001Langfuse\u3001LangSmith\u3001Weights &amp; Biases Weave\u3001Arize AI Phoenix\u3001Helicone\u306a\u3069\u306eObservability\u30c4\u30fc\u30eb\u304c\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 5a655af8-39d9-4091-b280-93458dfe1b31 --><\/p>\n<p><b>4. \u7d99\u7d9a\u7684\u8a55\u4fa1\uff08Continuous Evaluation\uff09<\/b><\/p>\n<p>2026\u5e74\u3067\u306f\u3001\u4eba\u9593\u3060\u3051\u3067\u8a55\u4fa1\u3059\u308b\u904b\u7528\u304b\u3089\u3001\u81ea\u52d5\u8a55\u4fa1\u3078\u306e\u79fb\u884c\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ee3\u8868\u7684\u306a\u8a55\u4fa1\u65b9\u6cd5\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n<ul>\n<li>LLM as a Judge<\/li>\n<li>OpenAI Evals<\/li>\n<li>Human Feedback<\/li>\n<li>A\/B Testing<\/li>\n<li>Golden Dataset<\/li>\n<li>Regression Test<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092CI\/CD\u3078\u7d44\u307f\u8fbc\u307f\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u5909\u66f4\u6642\u306e\u54c1\u8cea\u52a3\u5316\u3092\u81ea\u52d5\u691c\u77e5\u3059\u308b\u4f01\u696d\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>5. \u30b3\u30b9\u30c8\u6700\u9069\u5316<\/b><\/p>\n<p>\u751f\u6210AI\u306e\u904b\u7528\u3067\u306f\u63a8\u8ad6\u30b3\u30b9\u30c8\u306e\u7ba1\u7406\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u73fe\u5728\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6700\u9069\u5316\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/li>\n<li>\u30ad\u30e3\u30c3\u30b7\u30e5\u5229\u7528<\/li>\n<li>Prompt Compression<\/li>\n<li>Semantic Cache<\/li>\n<li>\u5c0f\u578b\u30e2\u30c7\u30eb\u3068\u306e\u7d44\u307f\u5408\u308f\u305b<\/li>\n<li>Batch Inference<\/li>\n<li>Token\u6700\u9069\u5316<\/li>\n<\/ul>\n<p>\u54c1\u8cea\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3001LLMOps\u306e\u91cd\u8981\u306a\u5f79\u5272\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 960e0b4c-e3d1-4d4c-a047-111a02cd6e44 --><\/p>\n<p><!-- notionvc: b976005a-9198-4dcf-aeae-6fdf5b14c762 --><\/p>\n<p><!-- notionvc: fd1e9d3f-b63c-4d7f-aef8-e610b3db018d --><\/p>\n<h2>\u5fdc\u7528\u5206\u91ce\u3068\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h2>\n<p><b>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/b><\/p>\n<p>\u4f01\u696d\u3067\u306f\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5f79\u5272\u5206\u62c5\u3057\u306a\u304c\u3089\u696d\u52d9\u3092\u81ea\u52d5\u5316\u3059\u308b\u30b1\u30fc\u30b9\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001<\/p>\n<ul>\n<li>\u55b6\u696d\u652f\u63f4<\/li>\n<li>\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af<\/li>\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u751f\u6210<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790<\/li>\n<\/ul>\n<p>\u306a\u3069\u3067LLMOps\u306b\u3088\u308b\u76e3\u8996\u30fb\u8a55\u4fa1\u30fb\u6539\u5584\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<!-- notionvc: 27b338e2-8c73-4746-bab5-5fef0d8c82fa --><\/p>\n<p><b>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baRAG<\/b><\/p>\n<p>\u4f01\u696d\u72ec\u81ea\u306e\u6587\u66f8\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u306a\u304c\u3089\u56de\u7b54\u3059\u308bRAG\u306f\u3001\u73fe\u5728\u6700\u3082\u591a\u304f\u5c0e\u5165\u3055\u308c\u3066\u3044\u308b\u751f\u6210AI\u6d3b\u7528\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>LLMOps\u3067\u306f\u3001<\/p>\n<ul>\n<li>\u691c\u7d22\u7cbe\u5ea6<\/li>\n<li>Chunk\u8a2d\u8a08<\/li>\n<li>Embedding\u54c1\u8cea<\/li>\n<li>Citation\u7cbe\u5ea6<\/li>\n<li>\u66f4\u65b0\u983b\u5ea6<\/li>\n<\/ul>\n<p>\u307e\u3067\u7d99\u7d9a\u7684\u306b\u8a55\u4fa1\u30fb\u6539\u5584\u3059\u308b\u4ed5\u7d44\u307f\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<!-- notionvc: f52b56aa-042a-44bf-b053-34482b636146 --><\/p>\n<p><b>\u6cd5\u52d9\u30fb\u91d1\u878d\u30fb\u533b\u7642<\/b><\/p>\n<p>\u9ad8\u3044\u4fe1\u983c\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u696d\u754c\u3067\u306f\u3001<\/p>\n<ul>\n<li>\u56de\u7b54\u6839\u62e0\u306e\u63d0\u793a<\/li>\n<li>\u51fa\u529b\u76e3\u67fb<\/li>\n<li>\u30ed\u30b0\u7ba1\u7406<\/li>\n<li>\u500b\u4eba\u60c5\u5831\u4fdd\u8b77<\/li>\n<li>AI\u30ac\u30d0\u30ca\u30f3\u30b9<\/li>\n<\/ul>\n<p>\u306a\u3069\u3092\u542b\u3081\u305fLLMOps\u304c\u4e0d\u53ef\u6b20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<!-- notionvc: 7e06fe7f-e67b-4c39-953d-6a2602cff245 --><!-- notionvc: fde5ea9c-6858-4cf3-a0e5-72638a66d033 --><\/p>\n<p><!-- notionvc: 67e37d2d-0743-4d77-94d4-e122a7c4435f --><\/p>\n<h2>\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p><b>\u30e1\u30ea\u30c3\u30c8<\/b><\/p>\n<ul>\n<li><strong>\u54c1\u8cea\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3067\u304d\u308b<\/strong>\uff1a\u8a55\u4fa1\u30fb\u76e3\u8996\u30fb\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u81ea\u52d5\u5316\u3057\u3001\u751f\u6210AI\u306e\u7cbe\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe<\/li>\n<li><strong>\u904b\u7528\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3067\u304d\u308b<\/strong>\uff1a\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6d3b\u7528\u306b\u3088\u308a\u63a8\u8ad6\u30b3\u30b9\u30c8\u3092\u524a\u6e1b<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5f37\u5316\u3067\u304d\u308b<\/strong>\uff1a\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3084\u76e3\u67fb\u30ed\u30b0\u3092\u6574\u5099\u3057\u3001\u5b89\u5168\u306aAI\u904b\u7528\u3092\u5b9f\u73fe<\/li>\n<li><strong>\u8907\u6570\u30e2\u30c7\u30eb\u3092\u67d4\u8edf\u306b\u6d3b\u7528\u3067\u304d\u308b<\/strong>\uff1a\u7528\u9014\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aLLM\u3092\u9078\u629e\u3057\u3001\u6027\u80fd\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6700\u9069\u5316<\/li>\n<\/ul>\n<p><b>\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u8ab2\u984c<\/b><\/p>\n<ul>\n<li><strong>\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u304c\u8907\u96d1\u306b\u306a\u308a\u3084\u3059\u3044<\/strong>\uff1aRAG\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u305f\u3081\u8a2d\u8a08\u96e3\u6613\u5ea6\u304c\u9ad8\u3044<\/li>\n<li><strong>\u8a55\u4fa1\u57fa\u6e96\u306e\u8a2d\u8a08\u304c\u96e3\u3057\u3044<\/strong>\uff1a\u300c\u826f\u3044\u56de\u7b54\u300d\u306e\u5b9a\u7fa9\u306f\u696d\u52d9\u3054\u3068\u306b\u7570\u306a\u308a\u3001\u81ea\u52d5\u8a55\u4fa1\u3060\u3051\u3067\u306f\u5341\u5206\u3067\u306a\u3044\u5834\u5408\u304c\u3042\u308b<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u66f4\u65b0\u3078\u306e\u8ffd\u5f93\u304c\u5fc5\u8981<\/strong>\uff1aLLM\u306e\u9032\u5316\u304c\u901f\u304f\u3001API\u4ed5\u69d8\u3084\u30e2\u30c7\u30eb\u5909\u66f4\u306b\u5408\u308f\u305b\u305f\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u6c42\u3081\u3089\u308c\u308b<\/li>\n<li><strong>\u30ac\u30d0\u30ca\u30f3\u30b9\u5bfe\u5fdc\u304c\u4e0d\u53ef\u6b20<\/strong>\uff1a\u60c5\u5831\u6f0f\u3048\u3044\u3084\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u9055\u53cd\u3092\u9632\u3050\u305f\u3081\u306e\u904b\u7528\u30eb\u30fc\u30eb\u6574\u5099\u304c\u5fc5\u8981<\/li>\n<li><\/li>\n<\/ul>\n<p><!-- notionvc: f07d3e82-3116-4112-b3fc-5786955fec1d --><\/p>\n<h2>\u5c06\u6765\u5c55\u671b<\/h2>\n<p><b>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6642\u4ee3\u306eLLMOps<\/b><\/p>\n<p>\u4eca\u5f8c\u306f\u3001\u5358\u4e00\u306eLLM\u3067\u306f\u306a\u304f\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3057\u3066\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u304c\u4e00\u822c\u5316\u3059\u308b\u3068\u4e88\u60f3\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001LLMOps\u306f\u30e2\u30c7\u30eb\u7ba1\u7406\u3060\u3051\u3067\u306a\u304f\u3001<\/p>\n<ul>\n<li>Agent\u7ba1\u7406<\/li>\n<li>Workflow\u7ba1\u7406<\/li>\n<li>Tool\u7ba1\u7406<\/li>\n<li>Memory\u7ba1\u7406<\/li>\n<li>Context\u7ba1\u7406<\/li>\n<\/ul>\n<p>\u307e\u3067\u62c5\u3046\u300cAgentOps\u300d\u3078\u3068\u767a\u5c55\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<!-- notionvc: 1a4e22d2-224e-4179-9922-d6c2d165104b --><\/p>\n<p><b>AI\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u6a19\u6e96\u5316<\/b><\/p>\n<p>\u4f01\u696d\u5229\u7528\u306e\u62e1\u5927\u306b\u4f34\u3044\u3001AI\u30ac\u30d0\u30ca\u30f3\u30b9\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306f\u3055\u3089\u306b\u53b3\u683c\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u5f8c\u306f\u3001\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u3084\u76e3\u67fb\u8a3c\u8de1\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306b\u52a0\u3048\u3001\u5404\u56fd\u30fb\u5730\u57df\u306eAI\u898f\u5236\u3078\u306e\u5bfe\u5fdc\u3092\u524d\u63d0\u3068\u3057\u305fLLMOps\u57fa\u76e4\u306e\u6574\u5099\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9AI\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u904b\u7528<\/b><\/p>\n<p>\u30af\u30e9\u30a6\u30c9LLM\u3060\u3051\u3067\u306a\u304f\u3001\u5c0f\u578bLLM\u3092\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3084\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u904b\u7528\u3059\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30af\u30e9\u30a6\u30c9\u3068\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3092\u9069\u5207\u306b\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fb\u30b3\u30b9\u30c8\u6700\u9069\u5316\u30fb\u30c7\u30fc\u30bf\u4fdd\u8b77\u3092\u4e21\u7acb\u3059\u308b\u904b\u7528\u304c\u4eca\u5f8c\u3055\u3089\u306b\u5e83\u304c\u308b\u3067\u3057\u3087\u3046\u3002<!-- notionvc: f35e5ba5-7c9d-4752-ba1a-939176ff1c6d --><\/p>\n<p><!-- notionvc: 7cd8e526-8b94-4e1f-ae94-3796fff6cb9e --><\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>LLMOps\u306f\u3001\u751f\u6210AI\u3092<strong>\u7d99\u7d9a\u7684\u306b\u6539\u5584\u30fb\u76e3\u8996\u30fb\u8a55\u4fa1\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3078\u3068\u7d50\u3073\u4ed8\u3051\u308b\u305f\u3081\u306e\u904b\u7528\u57fa\u76e4<\/strong>\u3067\u3059\u3002<\/p>\n<p>2026\u5e74\u73fe\u5728\u3067\u306f\u3001\u5358\u306a\u308bLLM\u904b\u7528\u3067\u306f\u306a\u304f\u3001RAG\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u3001Observability\u3001\u7d99\u7d9a\u7684\u8a55\u4fa1\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u307e\u3067\u542b\u3081\u305f\u5305\u62ec\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u5f8c\u306fAgentOps\u3084AI\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u306e\u878d\u5408\u304c\u9032\u307f\u3001\u300c\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u300d\u6642\u4ee3\u304b\u3089\u300cAI\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u6700\u9069\u5316\u3059\u308b\u300d\u6642\u4ee3\u3078\u79fb\u884c\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002\u751f\u6210AI\u3092\u672c\u756a\u74b0\u5883\u3067\u5b89\u5168\u304b\u3064\u9ad8\u54c1\u8cea\u306b\u904b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001LLMOps\u306e\u5c0e\u5165\u304c\u4f01\u696d\u306e\u7af6\u4e89\u529b\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- 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