{"id":9578,"date":"2025-10-15T09:56:21","date_gmt":"2025-10-15T09:56:21","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=9578"},"modified":"2025-10-15T09:56:21","modified_gmt":"2025-10-15T09:56:21","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%82%92%e6%94%af%e3%81%88%e3%82%8b%e6%8a%80%e8%a1%93-%e3%82%b3%e3%83%b3%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/9578\/","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u652f\u3048\u308b\u6280\u8853: \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u73fe\u5728\u5730 &#8211; Algomatic Tech Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015172014.png\" width=\"1200\" height=\"614\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002Algomatic AI Transformation(AX) \u306esergicalsix\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/sergicalsix\">@sergicalsix<\/a>\uff09\u3067\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u7528\u3044\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3044\u3057AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u7bc9\u306b\u304a\u3044\u3066\u5207\u3063\u3066\u3082\u5207\u308a\u96e2\u305b\u306a\u3044\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u300d\u306b\u3064\u3044\u30662025\u5e7410\u6708\u6642\u70b9\u3067\u306e\u77e5\u898b\u3092\u5099\u5fd8\u9332\u3068\u3057\u3066\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<h2 id=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306f\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306f<\/h2>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306f\u3001LLM \u306b\u4e0e\u3048\u308b\u60c5\u5831(\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8)\u3092\u5236\u5fa1\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3088\u304f\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u5bfe\u6bd4\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015015642.png\" width=\"890\" height=\"511\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<br \/>\n(<a target=\"_blank\" href=\"https:\/\/www.anthropic.com\/engineering\/effective-context-engineering-for-ai-agents\">Effective context engineering for AI agents<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3042\u304f\u307e\u3067\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u305f\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u8907\u6570\u56de\u306e\u63a8\u8ad6\u3001\u53cd\u5fa9\u7684\u306a\u63a8\u8ad6\u306a\u3069\u3001\u3088\u308a\u9577\u3044\u6642\u9593\u8ef8\u3067\u52d5\u4f5c\u3059\u308b\u51e6\u7406\u3092\u5bfe\u8c61\u3068\u3059\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u9069\u5207\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u6ce8\u5165\u3059\u308b\u3068\u3044\u3063\u305fRAG\u306e\u6a5f\u69cb\u3082\u5e83\u304f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u5c5e\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u6280\u8853\u7684\u306b\u975e\u5e38\u306b\u5e83\u3044\u9818\u57df\u306b\u307e\u305f\u304c\u3063\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5168\u4f53\u50cf\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015021628.png\" width=\"653\" height=\"539\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5168\u4f53\u50cf<br \/>\n(<a target=\"_blank\" href=\"https:\/\/www.philschmid.de\/context-engineering\">The New Skill in AI is Not Prompting, It&#8217;s Context Engineering<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.philschmid.de%2Fcontext-engineering\" title=\"The New Skill in AI is Not Prompting, It's Context Engineering\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/www.philschmid.de\/context-engineering\">www.philschmid.de<\/a><\/cite><\/p>\n<h2 id=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u91cd\u8981\u6027\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u91cd\u8981\u6027<\/h2>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u304c\u91cd\u8981\u3067\u3042\u308b\u7406\u7531\u306f\u3001LLM\u304c\u51e6\u7406\u53ef\u80fd\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u91cf\u304c\u9650\u3089\u308c\u3066\u304a\u308a\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u54c1\u8cea\u3067\u30b7\u30b9\u30c6\u30e0\u306e\u51fa\u529b\u306e\u54c1\u8cea\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u524d\u8005\u306fContext Rot\u3068\u3044\u3046\u73fe\u8c61\u3067\u77e5\u3089\u308c\u3066\u304a\u308a\u3001\u4e00\u822c\u7684\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u91cf\u3092\u5897\u3084\u3059\u307b\u3069\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u4e2d\u304b\u3089\u56de\u7b54\u306b\u6709\u52b9\u306a\u60c5\u5831(Needle\u3068\u8a00\u3063\u305f\u308a\u3057\u307e\u3059)\u3092\u62bd\u51fa\/\u6d3b\u7528\u3067\u304d\u306a\u304f\u306a\u308b\u50be\u5411\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u73fe\u8c61\u306f\u30e2\u30c7\u30eb\u3067\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3088\u308a\u3082\u77ed\u3044\u7bc4\u56f2\u3067\u767a\u751f\u3057\u3001\u30e2\u30c7\u30eb\u306b\u306f\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3088\u308a\u3082\u77ed\u3044\u6709\u52b9\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577(effective context length)\u304c\u3042\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fresearch.trychroma.com%2Fcontext-rot\" title=\"Context Rot: How Increasing Input Tokens Impacts LLM Performance\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/research.trychroma.com\/context-rot\">research.trychroma.com<\/a><\/cite><\/p>\n<p>\u4f59\u8ac7\u3067\u5c11\u3057\u524d\u306b\u767a\u8868\u3055\u308c\u305fLost in the Middle\u3068\u3044\u3063\u305f\u73fe\u8c61\u3082Context Rot\u3068\u5927\u304d\u304f\u6027\u8cea\u306f\u540c\u3058\u3067\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/aclanthology.org\/2024.tacl-1.9\/\">Lost in the Middle: How Language Models Use Long Contexts &#8211; ACL Anthology<\/a><\/p>\n<p>\u3053\u3053\u3067\u91cd\u8981\u306a\u3053\u3068\u306f<strong>\u30e2\u30c7\u30eb\u304c\u53d6\u308a\u6271\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u60c5\u5831\u306f\u6709\u9650\u3067\u3042\u308a\u3001\u5fc5\u8981\u306a\u60c5\u5831\u306e\u307f\u3092\u5165\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/strong><\/p>\n<h2 id=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u624b\u6cd5\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u624b\u6cd5<\/h2>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u5927\u304d\u304f\u4ee5\u4e0b3\u3064\u304b\u3089\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>Context Retrieval &amp; Generation<\/p>\n<\/li>\n<li>\n<p>Context Processing<\/p>\n<\/li>\n<li>\n<p>Context Management<\/p>\n<\/li>\n<\/ol>\n<p>\u500b\u3005\u306e\u8a73\u7d30\u624b\u6cd5\u306f\u4ee5\u4e0b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u624b\u6cd5\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015023257.png\" width=\"1048\" height=\"245\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u624b\u6cd5<br \/>\n(<a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2507.13334\">Figure 1:\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5168\u4f53\u50cf\u306e\u4e00\u90e8<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"Context-Retrieval--Generation\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u53d6\u5f97--\u751f\u6210\">Context Retrieval &amp; Generation(\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u53d6\u5f97 &amp; \u751f\u6210)<\/h3>\n<p>Context Retrieval &amp; Generation\u3067\u306fLLM\u304c\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53d6\u5f97\u30fb\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u3046\u3044\u3063\u305f\u4eca\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066<br \/>\n\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5165\u308c\u308b\u3068\u3044\u3046\u8003\u3048\u306fjust in time\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u8a00\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>\u30e1\u30e2\u30ea\u30fb\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u306e\u60c5\u5831\u306e\u53d6\u5f97(ex. RAG)\u3084\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u306e\u66f8\u304d\u63db\u3048\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u751f\u6210(ex. HyDE, Self-RAG)\u306a\u3069\u304c\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"Context-Processing\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\">Context Processing(\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u51e6\u7406)<\/h3>\n<p>\u53d6\u5f97\u3057\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u3068\u5197\u9577\u3067\u3042\u3063\u305f\u308a\u3001\u30ce\u30a4\u30ba\u304c\u591a\u3044\u305f\u3081\u3001\u4f7f\u3048\u308b\u72b6\u614b\u306b\u52a0\u5de5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Ranking\u3084Filtering\u306b\u3088\u308b\u4e26\u3079\u66ff\u3048\u3068\u9664\u53bb\u306e\u307b\u304b\u3001Claude Code\u306a\u3069\u3067\u898b\u3089\u308c\u308bSummarization(\u8981\u7d04)\u3084Compression(\u5727\u7e2e)\u306a\u3069\u304c\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u8981\u7d04\u3057\u305f\u60c5\u5831\u306e\u6d3b\u7528\u306fRAG\u3068\u306e\u76f8\u6027\u304c\u826f\u3044\u3053\u3068\u3067\u3082\u77e5\u3089\u308c\u3066\u304a\u308a(ex. FG-RAG)\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u30ce\u30a4\u30ba\u304c\u591a\u3044\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u306f\u8907\u6570\u306e\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3057\u3066\u6574\u5408\u6027\u3092\u9ad8\u3081\u308bContext Fusion\/Aggregation\u3068\u3044\u3063\u305f\u624b\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u307e\u305fAI\u30b7\u30b9\u30c6\u30e0\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u3084\u30b3\u30b9\u30c8\u306a\u3069\u3092\u8003\u3048\u305f\u3068\u304d\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4e0a\u624b\u304f\u4f7f\u3046\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u3046\u307e\u304f\u4f7f\u3046\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5165\u308c\u66ff\u3048\u305f\u308a\u3001\u524a\u9664\u3057\u306a\u3044\u3068\u3044\u3063\u305f\u30c6\u30af\u30cb\u30c3\u30af\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30d2\u30c3\u30c8\u7387\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015031312.png\" width=\"932\" height=\"498\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30d2\u30c3\u30c8\u7387<br \/>\n(<a target=\"_blank\" href=\"https:\/\/manus.im\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">Context Engineering for AI Agents: Lessons from Building Manus<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>\u4e0a\u8a18\u306e\u5206\u985e\u3060\u3068\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u7b49\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3082Context Processing\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u66d6\u6627\u3059\u304e\u305a\u3001\u5c02\u9580\u7684\u3059\u304e\u306a\u3044\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u826f\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u54c1\u8cea\u306b\u3064\u3044\u3066\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015025712.png\" width=\"851\" height=\"473\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u54c1\u8cea\u306b\u3064\u3044\u3066<br \/>\n(<a target=\"_blank\" href=\"https:\/\/www.anthropic.com\/engineering\/effective-context-engineering-for-ai-agents\">Effective context engineering for AI agents<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5747\u4e00\u306b\u305b\u305a\u3001\u591a\u69d8\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30c6\u30af\u30cb\u30c3\u30af\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015032418.png\" width=\"871\" height=\"496\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30c6\u30af\u30cb\u30c3\u30af<br \/>\n(<a target=\"_blank\" href=\"https:\/\/manus.im\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">Context Engineering for AI Agents: Lessons from Building Manus<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"Context-Management\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406\">Context Management(\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406)<\/h3>\n<p>\u4e00\u5ea6\u7372\u5f97\u3057\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6b21\u56de\u4ee5\u964d\u306b\u6d3b\u304b\u3059\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7ba1\u7406\u306f\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7ba1\u7406\u306f\u5927\u304d\u304f\u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u3067\u8a18\u61b6\u3057\u3066\u304a\u304fShort-term Context\u3068\u6c38\u7d9a\u7684\u306b\u4fdd\u6301\u3057\u3066\u304a\u304fLong-term Memory\u306e2\u7a2e\u985e\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u307e\u305f\u4e00\u90e8\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306f\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306b\u66f4\u65b0\u3055\u308c\u307e\u3059(Dynamic Context Updating)\u3002<\/p>\n<p>\u3055\u3089\u306bShort-term Context\u306fScratchpad\u3068State\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u30ab\u30c6\u30b4\u30ea\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7ba1\u7406\u65b9\u6cd5(\u56f3\u306e\u8d64\u67a0\u90e8\u5206)\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015034030.png\" width=\"702\" height=\"250\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u30ab\u30c6\u30b4\u30ea\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7ba1\u7406\u65b9\u6cd5(\u56f3\u306e\u8d64\u67a0\u90e8\u5206)<br \/>\n(<a target=\"_blank\" href=\"https:\/\/blog.langchain.com\/context-engineering-for-agents\/\">Context Engineering<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>\u3053\u3053\u3067\u3044\u3046Scratchpad\u306fClaude Code\u3067\u3044\u3046\u3068\u3053\u308d\u306eTODO.md\u3084NOTES.md\u306a\u3069\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002\u3053\u3046\u3044\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u306b\u6b8b\u3059\u3068\u3044\u3046\u8003\u3048\u65b9\u306fManus\u306e\u77e5\u898b\u306b\u304a\u3044\u3066\u3082\u518d\u73fe\u6027\u3092\u8003\u616e\u3059\u308b\u3068\u6587\u8108\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u6d3b\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015031858.png\" width=\"645\" height=\"362\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u6d3b\u7528<br \/>\n(<a target=\"_blank\" href=\"https:\/\/manus.im\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">Context Engineering for AI Agents: Lessons from Building Manus<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>\u307e\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5931\u6557\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u6b8b\u3057\u3066\u304a\u304f\u3068\u3044\u3063\u305f\u77e5\u898b\u3082\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5931\u6557\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u6b8b\u3059\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015032943.png\" width=\"879\" height=\"499\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u5931\u6557\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u4fdd\u6301<br \/>\n(<a target=\"_blank\" href=\"https:\/\/manus.im\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">Context Engineering for AI Agents: Lessons from Building Manus<\/a>)<br \/>\n<\/figcaption><\/figure>\n<\/p>\n<p>\u4f59\u8ac7\u3067\u3059\u304c\u3001\u5f0a\u793e\u3067\u958b\u767a\u3057\u3066\u3044\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3082\u904e\u53bb\u306e\u5931\u6557\u30ed\u30b0\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u6ce8\u5165\u3059\u308b\u3053\u3068\u3067\u540c\u4e00\u306e\u5931\u6557\u3092\u3057\u3065\u3089\u304f\u306a\u308a\u3001\u5b89\u5b9a\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u306e\u3092\u5b9f\u611f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306f<strong>\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5171\u6709\u3059\u308b\u77e5\u8b58\u30fb\u8a18\u61b6\u30fb\u72b6\u614b\u306e\u6574\u5408\u6027<\/strong>\u3092\u4fdd\u3064\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u3067\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u540c\u671f(Context Synchronization)\u306f\u5fc5\u9808\u3067\u3042\u308a\u3001\u8981\u7d04\/\u5727\u7e2e\u60c5\u5831\u306e\u5171\u6709(Context Summarization for Exchange)\u3084\u5171\u901a\u306eDB\u3078\u306e\u60c5\u5831\u4fdd\u5b58(Shared Context Repository)\u306a\u3069\u306e\u65b9\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5171\u6709\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/sergicalsix\/20251015\/20251015035655.png\" width=\"714\" height=\"610\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5171\u6709<br \/>\n<a target=\"_blank\" href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents#applying-the-principles\">Don\u2019t Build Multi-Agents<\/a><br \/>\n<\/figcaption><\/figure>\n<\/p>\n<h2 id=\"\u304a\u308f\u308a\u306b\">\u304a\u308f\u308a\u306b<\/h2>\n<p>\u3044\u304b\u304c\u3060\u3063\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u3064\u3044\u3066\u3001\u5c11\u3057\u3067\u3082\u60c5\u5831\u306e\u6574\u7406\u306b\u5f79\u7acb\u3066\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<hr\/>\n<p>\u6700\u5f8c\u306bAlgomatic\u3067\u306f\u4e00\u7dd2\u306b\u50cd\u304f\u30e1\u30f3\u30d0\u30fc\u3092\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\uff01<\/p>\n<p>\u4ee5\u4e0b\u3088\u308a\u304a\u6c17\u8efd\u306b\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u3092\u304a\u7533\u3057\u8fbc\u307f\u3044\u305f\u3060\u3051\u308b\u3068\u5e78\u3044\u3067\u3059\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.algomatic.jp%2F17d9a86da3018027b9b5d44836f33dad\" title=\"\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.algomatic.jp\/17d9a86da3018027b9b5d44836f33dad\">jobs.algomatic.jp<\/a><\/cite><\/p>\n<h2 id=\"\u53c2\u8003\u6587\u732e\">\u53c2\u8003\u6587\u732e<\/h2>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.anthropic.com%2Fengineering%2Feffective-context-engineering-for-ai-agents\" title=\"Effective context engineering for AI agents\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/www.anthropic.com\/engineering\/effective-context-engineering-for-ai-agents\">www.anthropic.com<\/a><\/cite><\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fcognition.ai%2Fblog%2Fdont-build-multi-agents\" title=\"Cognition | Don\u2019t Build Multi-Agents\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents\">cognition.ai<\/a><\/cite><\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fmanus.im%2Fja%2Fblog%2FContext-Engineering-for-AI-Agents-Lessons-from-Building-Manus\" 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