{"id":14151,"date":"2024-06-12T01:50:00","date_gmt":"2024-06-12T01:50:00","guid":{"rendered":"https:\/\/megagon.ai\/compound-ai-systms\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"compound-ai-systms","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/compound-ai-systms\/","title":{"rendered":"\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7528\u306e\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u5411\u3051\u3066"},"content":{"rendered":"

\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u591a\u69d8\u306a\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u3092\u9042\u884c\u3067\u304d\u308b\u9ad8\u5ea6\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3053\u3068\u306b\u3088\u308a\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u65b0\u6642\u4ee3\u304c\u5230\u6765\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08LLM\u306a\u3069\uff09\u304c\u30c4\u30fc\u30eb\u3084\u30c7\u30fc\u30bf\u30ea\u30c8\u30ea\u30fc\u30d0\u3068\u9023\u643a\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u8907\u96d1\u306a\u63a8\u8ad6\u3092\u4f34\u3046\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002
\n\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u88fd\u54c1\u5316\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u4e00\u8cab\u6027\u3001\u53ef\u7528\u6027\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u306a\u3069\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Megagon Labs\u306e\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001\u79c1\u305f\u3061\u304c\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b3\u3064\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002
\n(1)\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08
\n(2)\u5b9f\u74b0\u5883\u306e\u5236\u7d04\u3092\u8003\u616e\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6700\u9069\u5316
\n(3)\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u78ba\u7acb<\/p>\n

\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u6307\u91dd\uff08Blueprint Architecture\uff09<\/a><\/h2>\n

\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u3088\u304f\u904b\u7528\u53ef\u80fd\u306a\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u304c\u63d0\u6848\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u65e2\u5b58\u306e\u8a08\u7b97\u57fa\u76e4\u3084\u30c7\u30fc\u30bf\u30a4\u30f3\u30d5\u30e9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3068\u6307\u793a\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u9593\u3067\u8abf\u6574\u3059\u308b\u305f\u3081\u306e\u30b9\u30c8\u30ea\u30fc\u30e0\uff08Streams\uff09\u3092\u4e3b\u8981\u306a\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u6982\u5ff5\u3068\u3057\u3001\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30ec\u30b8\u30b9\u30c8\u30ea\u3084\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u3001\u30bf\u30b9\u30af\u304a\u3088\u3073\u30c7\u30fc\u30bf\u306e\u5206\u89e3\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u6700\u9069\u5316\u3092\u884c\u3046\u30bf\u30b9\u30af\u30d7\u30e9\u30f3\u30ca\u30fc\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30d7\u30e9\u30f3\u30ca\u30fc\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7cbe\u5ea6\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3068\u3044\u3063\u305f\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u5236\u7d04\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u3001\u30bf\u30b9\u30af\u3092\u9069\u5207\u306b\u914d\u5206\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u63a8\u8ad6\u80fd\u529b: \u9650\u754c\u3001\u8ab2\u984c\u3001\u304a\u3088\u3073\u4eba\u9593\u4e2d\u5fc3\u306e\u89e3\u6c7a\u7b56<\/a><\/h2>\n

\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u591a\u69d8\u306a\u6027\u80fd\u3092\u6301\u3064\u591a\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u69cb\u6210\u3055\u308c\u308b\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u7406\u89e3\u3057\u3001\u5206\u6790\u3059\u308b\u304b\u3068\u3044\u3046\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u73fe\u5728\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u72ed\u7fa9\u306e\u5358\u4e00\u76ee\u7684\u306b\u57fa\u3065\u304f\u6700\u9069\u5316\u3084\u8a55\u4fa1\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u305d\u306e\u7d50\u679c\u3001\u5b9f\u4e16\u754c\u306e\u5236\u7d04\u3092\u5341\u5206\u306b\u8003\u616e\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002
\n\u305d\u3053\u3067\u3001\u79c1\u305f\u3061\u306f\u65b0\u305f\u306a\u8a55\u4fa1\u57fa\u6e96\u3068\u3057\u3066\u63a8\u8ad6\u80fd\u529b\uff08Reasoning Capacity\uff09\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u3053\u306e\u57fa\u6e96\u306f\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u9069\u5316\u3068\u8a55\u4fa1\u3092\u3088\u308a\u5305\u62ec\u7684\u306b\u6349\u3048\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u3055\u3089\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u89e3\u91c8\u3001\u5206\u6790\u3001\u30c7\u30d0\u30c3\u30b0\u3092\u884c\u3046\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u60c5\u5831\u7406\u8ad6\u3068\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6982\u5ff5\u306b\u7740\u60f3\u3092\u5f97\u3066\u3001\u63a8\u8ad6\u80fd\u529b\uff08Reasoning Capacity, RC\uff09\u3092\u7279\u5b9a\u306e\u5236\u7d04\u306e\u3082\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u5165\u529b\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3057\u3001\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u3068\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3088\u308a\u5177\u4f53\u7684\u306b\u306f\u3001RC\u306f\u5165\u529b\u5206\u5e03\u306b\u95a2\u3057\u3066\u5165\u529b\u3068\u51fa\u529b\u306e\u9593\u306e\u6700\u5927\u76f8\u4e92\u60c5\u5831\u91cf\uff08mutual information\uff09\u3068\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u79c1\u305f\u3061\u306f\u3001\u63a8\u8ad6\u80fd\u529b\u3092\u6d3b\u7528\u3057\u3066\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u304a\u3051\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6c7a\u3059\u308b\u53ef\u80fd\u6027\u3092\u63a2\u6c42\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5236\u7d04\u306b\u306f\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u8a08\u753b\u306b\u304a\u3051\u308b\u30b3\u30b9\u30c8\u3001\u502b\u7406\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u4fe1\u983c\u6027\u306e\u8003\u616e\u304b\u3089\u3001\u5206\u5e03\u5916\u306e\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u3078\u306e\u5bfe\u5fdc\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u81ea\u5df1\u691c\u8a3c\u80fd\u529b\u306e\u6b20\u5982\u307e\u3067\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u8ab2\u984c\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n

CMDBench: \u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u7c97\u7c92\u5ea6\u304b\u3089\u7d30\u7c92\u5ea6\u307e\u3067\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a><\/h2>\n

\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u5178\u578b\u7684\u306a\u5206\u6790\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u88dc\u5b8c\u3059\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3053\u308c\u307e\u3067\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u76f4\u9762\u3057\u3066\u304d\u305f\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u8ab2\u984c\u3068\u540c\u69d8\u306e\u554f\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u306f\u3001\u7d44\u7e54\u5185\u306e\u30c1\u30fc\u30e0\u3084\u90e8\u9580\u3054\u3068\u306b\u4f5c\u6210\u3055\u308c\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30b5\u30a4\u30ed\u5316\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3057\u3001\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u63a2\u7d22\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6027\u3084\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u591a\u69d8\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30bf\u30b9\u30af\u6027\u80fd\u306e\u8a55\u4fa1\u306b\u306e\u307f\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u672c\u7814\u7a76\u3067\u306f\u3001\u5b9f\u4e16\u754c\u306e\u74b0\u5883\u306b\u304a\u3051\u308b\u8907\u5408AI\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u30ea\u30c8\u30ea\u30fc\u30d0\u306e\u30c7\u30fc\u30bf\u63a2\u7d22\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u300cCMDBench\u300d\u3092\u63d0\u6848\u3057\u307e\u3059\u3002CMDBench\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u8907\u96d1\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u73fe\u5b9f\u7684\u306a\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

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\n\t\t\t\t\t\n\t\t\t\t<\/code><\/pre>\n
\u57f7\u7b46\u8005\uff1aEser Kandogan<\/a>\u3001Sajjadur Rahman<\/a>\u3001Pouya Pezeshkpour<\/a>\u3001Megagon Labs<\/p>\n
[\u539f\u6587\u3078 – 2024\/6\/12<\/a>]<\/p>\n
\uff08\u7ffb\u8a33\uff1aMegagon Labs \u6771\u4eac\u30aa\u30d5\u30a3\u30b9<\/a>\uff09<\/p>\n\n\n
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