{"id":1329,"date":"2026-03-18T08:36:14","date_gmt":"2026-03-17T23:36:14","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1329"},"modified":"2026-03-18T08:36:14","modified_gmt":"2026-03-17T23:36:14","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%a8%e3%83%9e%e3%83%ab%e3%83%81%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0-%e5%88%86","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1329","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0: \u5206\u6563\u77e5\u80fd\u306e next frontier"},"content":{"rendered":"

\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3<\/h2>\n

AI\u304c\u3044\u307e\u3001\u5927\u304d\u306a\u5909\u9769\u671f\u3092\u8fce\u3048\u3066\u3044\u307e\u3059\u3002\u5358\u4e00\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304b\u3089\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3059\u308b\u300c\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u300d\u3078\u3002\u3053\u306e\u65b0\u3057\u3044\u30d1\u30e9\u30c0\u30a4\u30e0\u306f\u3001\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a\u3001\u81ea\u5f8b\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u305d\u3057\u3066\u4eba\u9593\u306e\u3088\u3046\u306a\u5354\u8abf\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002Google\u306eAutoGen\u3001Meta\u306eCicero\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eAutoGPT\u306a\u3069\u3001\u5404\u793e\u304c\u3053\u306e\u9818\u57df\u306b\u6ce8\u529b\u3057\u3066\u304a\u308a\u3001AI\u306e\u6b21\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3068\u306f<\/h2>\n

\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\uff08MAS\uff09\u306f\u3001\u8907\u6570\u306e\u72ec\u7acb\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u74b0\u5883\u3092\u5171\u6709\u3057\u3001\u901a\u4fe1\u30fb\u5354\u8abf\u30fb\u7af6\u4e89\u3057\u306a\u304c\u3089\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u7279\u5b9a\u306e\u5f79\u5272\uff08\u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u3001\u30b3\u30fc\u30c0\u30fc\u3001\u30d7\u30e9\u30f3\u30ca\u30fc\u3001\u30ec\u30d3\u30e5\u30a2\u30fc\u306a\u3069\uff09\u3092\u6301\u3061\u3001\u4eba\u9593\u304c\u30bf\u30b9\u30af\u3092\u6307\u793a\u3059\u308b\u3068\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540c\u58eb\u304c\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3057\u3066\u4f5c\u696d\u3092\u9032\u3081\u307e\u3059\u3002<\/p>\n

\u5358\u4e00LLM\u3067\u3059\u3079\u3066\u3092\u3053\u306a\u3059\u300c\u30b9\u30fc\u30d1\u30fc\u30e2\u30c7\u30eb\u300d\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u306f\u5bfe\u7167\u7684\u306b\u3001MAS\u306f\u300c\u9069\u6750\u9069\u6240\u300d\u306e\u8a2d\u8a08\u601d\u60f3\u306b\u57fa\u3065\u304d\u307e\u3059\u3002\u30b3\u30fc\u30c9\u751f\u6210\u306f\u30b3\u30fc\u30c0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30d0\u30b0\u4fee\u6b63\u306f\u30c7\u30d0\u30c3\u30ac\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u8981\u4ef6\u6574\u7406\u306f\u30d7\u30e9\u30f3\u30ca\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u5c02\u9580\u5316\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u54c1\u8cea\u3068\u52b9\u7387\u3092\u4e21\u7acb\u3057\u307e\u3059\u3002<\/p>\n

\u4e3b\u8981\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n

\u73fe\u5728\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306aMAS\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\uff1a<\/p>\n

AutoGen\uff08Microsoft Research\uff09<\/strong>\uff1aPython\u30d9\u30fc\u30b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9a\u7fa9\u3001\u4f1a\u8a71\u306e\u7ba1\u7406\u3001\u30c4\u30fc\u30eb\u306e\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002\u4eba\u9593\u306e\u300c\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30ad\u30b7\u300d\u3068\u3001\u53cd\u5fa9\u7684\u306b\u8abf\u6574\u3059\u308b\u300c\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5bfe\u8a71\u578b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n

LangGraph<\/strong>\uff1aLangChain\u30c1\u30fc\u30e0\u304c\u958b\u767a\u3057\u305f\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30a8\u30f3\u30b8\u30f3\u3002\u30ce\u30fc\u30c9\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u30c4\u30fc\u30eb\uff09\u3092\u30a8\u30c3\u30b8\u3067\u63a5\u7d9a\u3057\u3001\u8907\u96d1\u306a branching \u3068 stateful \u306a\u5354\u8abf\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u9014\u4e2d\u3067\u4eba\u9593\u306e\u627f\u8a8d\u3092\u6c42\u3081\u308b\u300chuman-in-the-loop\u300d\u30d1\u30bf\u30fc\u30f3\u3082\u5bb9\u6613\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n

CrewAI \/ MetaGPT<\/strong>\uff1a\u5f79\u5272\uff08Role\uff09\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3001\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u306e\u30bf\u30b9\u30af\u5206\u5272\u3068\u81ea\u52d5QA\u3092\u5b9f\u73fe\u3002MetaGPT\u306f\u300cStandard Operating Procedure\uff08SOP\uff09\u300d\u3092\u30b3\u30fc\u30c9\u5316\u3057\u3001\u7d44\u7e54\u306e\u30ca\u30ec\u30c3\u30b8\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n

\u5b9f\u7528\u7684\u306a\u6d3b\u7528\u30b7\u30ca\u30ea\u30aa<\/h2>\n

\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a<\/strong>\uff1a\u8981\u6c42\u5206\u6790\u2192\u8a2d\u8a08\u2192\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u2192\u30c6\u30b9\u30c8\u2192\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u751f\u6210\u307e\u3067\u3092\u81ea\u52d5\u5316\u3002\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30ec\u30d3\u30e5\u30fc\u3068\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u3092\u7e70\u308a\u8fd4\u3057\u3001\u4eba\u9593\u306f\u6700\u7d42\u627f\u8a8d\u306e\u307f\u884c\u3046\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u30ea\u30b5\u30fc\u30c1\u3068\u5206\u6790<\/strong>\uff1a\u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u304c\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u96c6\u8a08\u3001\u30e9\u30a4\u30bf\u30fc\u304c\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u30a8\u30c7\u30a3\u30bf\u30fc\u304c\u6821\u6b63\u3068\u3044\u3046\u5206\u696d\u4f53\u5236\u3092AI\u3067\u518d\u73fe\u3002\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u7d99\u7d9a\u7684\u306b\u60c5\u5831\u3092\u66f4\u65b0\u3057\u3001\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u3067\u518d\u751f\u6210\u3059\u308b\u300c\u81ea\u5f8b\u7684\u306a\u30ea\u30b5\u30fc\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/strong>\uff1a\u554f\u3044\u3051\u3093Classify\u2192\u89e3\u6c7a\u7b56\u691c\u7d22\u2192\u56de\u7b54\u751f\u6210\u2192\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d99\u7d9a\u3068\u3044\u3046\u591a\u6bb5\u968e\u30d5\u30ed\u30fc\u3002\u5c02\u9580\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5358\u4e00LLM\u3067\u306f\u5bfe\u5fdc\u304c\u96e3\u3057\u3044\u8907\u96d1\u306a\u30b1\u30fc\u30b9\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u8ab2\u984c\u3068\u672a\u6765\u5c55\u671b<\/h2>\n

\u73fe\u5728\u306eMAS\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540c\u58eb\u306e\u901a\u4fe1\u30d7\u30ed\u30c8\u30b3\u30eb\u306e\u6a19\u6e96\u5316\u3001\u5197\u9577\u6027\u3084\u4e0d\u5fc5\u8981\u306a\u4f1a\u8a71\u306e\u5897\u5927\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u3068\u3061\u3089\u304b\u300d\u306b\u306a\u3063\u305f\u5834\u5408\u306e\u30ea\u30ab\u30d0\u30ea\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6a29\u9650\u7ba1\u7406\u306a\u3069\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u306e\u8907\u96d1\u3055\u306f\u5358\u4e00\u30e2\u30c7\u30eb\u3088\u308a\u3082\u6841\u9055\u3044\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u4e57\u308a\u8d8a\u3048\u308c\u3070\u3001MAS\u306fAI\u306e\u5b9f\u7528\u6027\u3092\u5927\u304d\u304f\u5e83\u3052\u307e\u3059\u3002\u4eba\u9593\u306e\u7d44\u7e54\u304c\u90e8\u9580\u9593\u9023\u643a\u3067\u5927\u304d\u306a\u6210\u679c\u3092\u51fa\u3059\u3088\u3046\u306b\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540c\u58eb\u306e\u300c\u30bd\u30fc\u30b7\u30e3\u30eb\u30a4\u30f3\u30bf\u30ec\u30fc\u30b7\u30e7\u30f3\u300d\u304c\u3001\u5358\u4f53\u3067\u306f\u9054\u6210\u4e0d\u53ef\u80fd\u306a\u6210\u679c\u3092\u3082\u305f\u3089\u3059\u3067\u3057\u3087\u3046\u3002\u5c06\u6765\u7684\u306b\u306f\u3001\u4f01\u696d\u5185\u306e\u30c7\u30b8\u30bf\u30eb\u30ef\u30fc\u30ab\u30fc\u3068\u3057\u3066MAS\u304c\u7a3c\u50cd\u3057\u3001\u4eba\u9593\u306f\u5168\u4f53\u306e\u65b9\u5411\u6027\u3068\u5275\u9020\u7684\u610f\u601d\u6c7a\u5b9a\u3060\u3051\u3092\u884c\u3046\u300c\u76e3\u7763\u8005\u300d\u3068\u306a\u308b\u4e16\u754c\u3082\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n

\u307e\u3068\u3081<\/h2>\n

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