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\"openJiuwen<\/div><\/figure>\n
\"openJiuwen<\/div><\/figure>\n
\"openJiuwen<\/div><\/figure>\n
\"openJiuwen<\/div><\/figure>\n

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Agent\u4e5f\u8be5\u5982\u6b64\u3002<\/p>\n

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\u90a3\u5b83\u5230\u5e95\u600e\u4e48\u505a\u5230\u7684\uff1f<\/p>\n

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\u8981\u505a\u8c03\u5ea6\uff0c\u9996\u5148\u5f97\u77e5\u9053\u6bcf\u4e2a\u4eba\u64c5\u957f\u4ec0\u4e48\u3002<\/p>\n

\u6a21\u578b\u7684\u80fd\u529b\u4e0d\u662f\u4e00\u5f20\u9759\u6001\u6807\u7b7e\u3002\u8bf4\u201c\u8fd9\u4e2a\u6a21\u578b\u4ee3\u7801\u80fd\u529b\u5f3a\u201d\u4e0d\u591f\u7528\u2014\u2014\u5f3a\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u5728\u4ec0\u4e48\u7c7b\u578b\u7684\u9898\u76ee\u4e0a\u5f3a\uff1f\u6362\u4e2a\u9886\u57df\u8fd8\u5f3a\u4e0d\u5f3a\uff1f\u6a21\u578b\u8fd8\u5728\u8fed\u4ee3\uff0c\u80fd\u529b\u8fd8\u5728\u53d8\u3002<\/p>\n

openJiuwen\u7684\u505a\u6cd5\u662f\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\uff0c\u79bb\u7ebf\u523b\u753b\u6bcf\u4e2a\u6a21\u578b\u7684\u80fd\u529b\u753b\u50cf\uff0c\u5e76\u5728\u7ebf\u52a8\u6001\u5237\u65b0\u2014\u2014\u5f53\u6a21\u578b\u7248\u672c\u53d8\u52a8\u6216\u8868\u73b0\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u753b\u50cf\u7684\u66f4\u65b0\u65f6\u5ef6\u4f18\u4e8e1\u5206\u949f\u3002<\/p>\n

\u753b\u4ec0\u4e48\uff1f\u4e0d\u53ea\u662f\u201c\u4ee3\u7801\u80fd\u529b8\u5206\u3001\u6570\u5b66\u80fd\u529b7\u5206\u201d\u8fd9\u79cd\u6a21\u7cca\u6253\u5206\uff0c\u800c\u662f\u7cbe\u7ec6\u5316\u7684\u523b\u753b\uff1a\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u4e0a\u7684\u8868\u73b0\u3001\u4e0d\u540c\u96be\u5ea6\u4e0b\u7684\u8868\u73b0\u3001\u65f6\u5ef6\u548c\u529f\u8017\u7279\u6027\u3001\u6210\u672c\u91cf\u7ea7\u3002<\/p>\n

\u6709\u4e86\u7cbe\u51c6\u7684\u753b\u50cf\uff0c\u8def\u7531\u624d\u6709\u4e00\u4e2a\u53ef\u9760\u7684\u8d77\u70b9\u2014\u2014\u51b3\u7b56\u4e0e\u6267\u884c\u5206\u79bb\uff0c\u8def\u7531\u5c42\u53ea\u7ba1\u5224\u65ad\uff0c\u5177\u4f53\u8c03\u7528\u4ea4\u7ed9\u5bbf\u4e3b\uff0c\u4e24\u8005\u4e92\u4e0d\u8026\u5408\u3002<\/p>\n

\u25b3\u6a21\u578b\u80fd\u529b\u753b\u50cf\u2014\u2014\u6bcf\u4e2a\u6a21\u578b\u90fd\u6709\u4e00\u4efd\u52a8\u6001\u66f4\u65b0\u7684\u80fd\u529b\u6863\u6848<\/p>\n

\u7b2c\u4e8c\u5c42\uff1a\u51b3\u7b56\u2014\u2014\u201c\u8fd9\u4e00\u8f6e\uff0c\u5230\u5e95\u4ea4\u7ed9\u8c01\u201d<\/p>\n

\u753b\u50cf\u6709\u4e86\uff0c\u63a5\u4e0b\u6765\u662f\u771f\u6b63\u96be\u7684\u90e8\u5206\uff1a\u9762\u5bf9\u4e00\u4e2a\u5177\u4f53\u8bf7\u6c42\uff0c\u600e\u4e48\u9009\uff1f<\/p>\n

\u5148\u770b\u8bf7\u6c42\u672c\u8eab\u3002Agent\u7684\u4efb\u52a1\u662f\u591a\u8f6e\u7684\u3001\u6709\u72b6\u6001\u7684\uff0c\u590d\u6742\u5ea6\u5224\u65ad\u4e0d\u80fd\u53ea\u770b\u5f53\u524d\u8fd9\u4e00\u53e5\uff0c\u8981\u770b\u6574\u6761\u8f68\u8ff9\uff1a\u6211\u4eec\u8d70\u5230\u54ea\u4e86\uff0c\u63a5\u4e0b\u6765\u8981\u505a\u4ec0\u4e48\uff0c\u524d\u9762\u5931\u8d25\u8fc7\u4ec0\u4e48\u3002<\/p>\n

openJiuwen\u628a\u6700\u8fd1\u7684\u5bf9\u8bdd\u7a97\u53e3\u8fde\u540c\u5de5\u5177\u8c03\u7528\u8fdb\u5c55\u4e00\u8d77\u9001\u8fdb\u5224\u65ad\uff0c\u5e76\u4e13\u95e8\u505a\u4e86\u4e00\u5904\u5904\u7406\u2014\u2014Agent\u5faa\u73af\u7684\u5c3e\u90e8\u5e38\u88ab\u5de5\u5177\u8f93\u51fa\u5360\u6ee1\uff0c\u4efb\u52a1\u672c\u8eab\u4f1a\u88ab\u6324\u51fa\u7a97\u53e3\u65f6\uff0copenJiuwen\u56e2\u961f\u7279\u522b\u4fdd\u7559\u4e86\u6700\u8fd1\u4e00\u6b21\u7528\u6237\u8bc9\u6c42\uff0c\u786e\u4fdd\u8c03\u5ea6\u5458\u59cb\u7ec8\u77e5\u9053\u201c\u96c7\u4e3b\u60f3\u8981\u7684\u662f\u4ec0\u4e48\u201d\u3002<\/p>\n

\u518d\u770b\u7cfb\u7edf\u72b6\u6001\u3002\u8fd9\u662f\u7eaf\u7b97\u6cd5\u89c6\u89d2\u5bb9\u6613\u6f0f\u6389\u3001\u4f46\u5bf9\u771f\u5b9e\u6536\u76ca\u5f71\u54cd\u6700\u5927\u7684\u4e00\u5757\uff1a<\/p>\n

KV\u7f13\u5b58\u4eb2\u548c\uff1a\u8fd9\u4e2a\u8bf7\u6c42\u7684\u4e0a\u4e0b\u6587\uff0c\u8ddf\u54ea\u4e2a\u6a21\u578b\u4e0a\u5df2\u6709\u7684\u7f13\u5b58\u66f4\u201c\u719f\u201d\uff1f\u590d\u7528\u7f13\u5b58\u80fd\u7701\u4e0b\u5927\u91cf\u91cd\u590d\u8ba1\u7b97\u2014\u2014\u540c\u6837\u7684\u6a21\u578b\uff0c\u7f13\u5b58\u547d\u4e2d\u4e0e\u4e0d\u547d\u4e2d\uff0c\u6210\u672c\u53ef\u4ee5\u5dee\u51fa\u4e00\u622a\u3002<\/p>\n

\u5b9e\u65f6\u8d1f\u8f7d\uff1a\u6b64\u523b\u54ea\u4e2a\u6a21\u578b\u66f4\u7a7a\u95f2\u3001\u54cd\u5e94\u66f4\u5feb\uff1f\u540c\u4ef7\u4f4d\u7684\u4e24\u4e2a\u6a21\u578b\uff0c\u8d1f\u8f7d\u4e0d\u540c\uff0c\u65f6\u5ef6\u53ef\u80fd\u5dee\u4e00\u500d\u3002<\/p>\n

\u76ee\u6807\u53ef\u7528\u6027\uff1a\u67d0\u4e2a\u6a21\u578b\u521a\u8d85\u65f6\u6216\u88ab\u9650\u6d41\uff0c\u8fd9\u4e00\u8f6e\u5c31\u4e0d\u8be5\u518d\u5f80\u5b83\u8eab\u4e0a\u649e\u3002\u8fd9\u7c7b\u4fe1\u606f\u4f1a\u5199\u8fdb\u72b6\u6001\uff0c\u6210\u4e3a\u4e0b\u4e00\u6b21\u51b3\u7b56\u7684\u6392\u9664\u9879\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u8def\u7531\u7684\u8f93\u5165\u4e0d\u53ea\u662f\u201c\u8fd9\u4e2a\u95ee\u9898\u7684\u96be\u5ea6\u201d\uff0c\u800c\u662f\u201c\u8fd9\u4e2a\u95ee\u9898\u7684\u96be\u5ea6+\u6574\u4e2a\u7cfb\u7edf\u6b64\u523b\u7684\u72b6\u6001\u201d\u3002<\/p>\n

\u6700\u540e\u624d\u662f\u51b3\u7b56\u672c\u8eab\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u591a\u76ee\u6807\u4f18\u5316\u95ee\u9898\uff1a\u8d28\u91cf\u591f\u4e0d\u591f\u3001\u6210\u672c\u503c\u4e0d\u503c\u3001\u65f6\u5ef6\u7b49\u4e0d\u7b49\u5f97\u8d77\u3001\u4e0a\u4e0b\u6587\u548c\u5de5\u5177\u652f\u4e0d\u652f\u6301\u3001\u7528\u6237\u66f4\u770b\u91cd\u901f\u5ea6\u8fd8\u662f\u8d28\u91cf\u3002<\/p>\n

openJiuwen\u7684\u505a\u6cd5\u662f\u57fa\u4e8e\u5019\u9009\u6a21\u578b\u80fd\u529b\u3001\u65f6\u5ef6\u529f\u8017\u3001\u7528\u6237\u504f\u597d\u7b49\u7ea6\u675f\uff0c\u6784\u5efa\u542f\u53d1\u5f0f\u4f18\u5316\u7b97\u6cd5\uff0c\u7efc\u5408\u9009\u51fa\u6700\u4f18\u6a21\u578b\u2014\u2014\u9009\u7684\u662f\u201c\u6700\u4f18\u201d\u7684\u90a3\u4e00\u4e2a\uff0c\u800c\u4e0d\u662f\u201c\u770b\u8d77\u6765\u6700\u5f3a\u201d\u7684\u90a3\u4e00\u4e2a\u3002<\/p>\n

\u25b3\u52a8\u6001\u8def\u7531\u51b3\u7b56\u2014\u2014\u591a\u8def\u4fe1\u606f\u6c47\u805a\u540e\u7684\u5b9e\u65f6\u6743\u8861\u3002\u7cfb\u7edf\u6309\u201c\u8bf7\u6c42\u5206\u6790 \u2192 \u7b97\u6cd5\u5224\u5b9a \u2192 \u8f93\u51fa\u9009\u62e9 \u2192 \u5bbf\u4e3b\u8c03\u7528\u201d\u7684\u94fe\u8def\u5de5\u4f5c\uff0c\u6a21\u578b\u6c60\u6bcf\u6b21\u9009\u5176\u4e00<\/p>\n

\u7b2c\u4e09\u5c42\uff1a\u6f14\u8fdb\u2014\u2014\u201c\u8d8a\u7528\u8d8a\u51c6\uff0c\u800c\u4e14\u8981\u80fd\u8ddf\u7740\u6a21\u578b\u751f\u6001\u4e00\u8d77\u957f\u201d<\/p>\n

\u524d\u4e24\u5c42\u89e3\u51b3\u7684\u662f\u201c\u6b64\u523b\u600e\u4e48\u9009\u201d\u3002<\/p>\n

\u4f46\u5982\u524d\u9762\u6240\u8bf4\uff0c\u4e00\u5957\u5199\u5b8c\u5c31\u51bb\u7ed3\u7684\u7b56\u7565\uff0c\u4e09\u4e2a\u6708\u540e\u5fc5\u7136\u8fc7\u65f6\u3002\u6240\u4ee5\u7b2c\u4e09\u5c42\u89e3\u51b3\u7684\u662f\uff1a\u8fd9\u5957\u7cfb\u7edf\u80fd\u4e0d\u80fd\u81ea\u5df1\u53d8\u806a\u660e\u3002<\/p>\n

openJiuwen\u7684\u505a\u6cd5\uff0c\u662f\u628a\u201c\u5b66\u4e60\u201d\u4ece\u201c\u8fd0\u884c\u201d\u91cc\u62c6\u51fa\u6765\u2014\u2014\u72b6\u6001\u89e3\u8026\u3002\u8fd9\u4e00\u6761\u662f\u6574\u5957\u67b6\u6784\u91cc\u6700\u4e0d\u8d77\u773c\u3001\u4f46\u51b3\u5b9a\u6027\u7684\u8bbe\u8ba1\uff1a<\/p>\n

\u7b97\u6cd5\u662f\u7eaf\u51fd\u6570\uff1a\u7ed9\u5b9a\u540c\u6837\u7684\u8bf7\u6c42\u548c\u540c\u6837\u7684\u72b6\u6001\u5feb\u7167\uff0c\u5fc5\u987b\u7ed9\u51fa\u540c\u6837\u7684\u51b3\u7b56\u3002\u51b3\u7b56\u903b\u8f91\u91cc\u4e0d\u5141\u8bb8\u85cf\u7740\u8de8\u8bf7\u6c42\u7684\u8bb0\u5fc6\uff0c\u4e5f\u4e0d\u5141\u8bb8\u6709\u9690\u85cf\u7684\u968f\u673a\u6027\u3002<\/p>\n

\u72b6\u6001\u662f\u53ef\u4e22\u5f03\u7684\u63d0\u793a\uff1a\u6240\u6709\u8de8\u8bf7\u6c42\u7684\u8bb0\u5fc6\u2014\u2014\u5386\u53f2\u7ed3\u679c\u3001\u6392\u9664\u9879\u3001\u7f13\u5b58\u4eb2\u548c\u3001\u7ecf\u9a8c\u6570\u636e\u2014\u2014\u5168\u90e8\u5916\u7f6e\u5230\u72ec\u7acb\u7684\u72b6\u6001\u5c42\uff0c\u7b97\u6cd5\u6bcf\u4e00\u8f6e\u53ea\u8bfb\u5b83\u4e00\u773c\u3002<\/p>\n

\u53cd\u9988\u95ed\u73af\uff1a\u6bcf\u6b21\u8c03\u7528\u7ed3\u675f\u540e\uff0c\u5bbf\u4e3b\u628a\u7ed3\u679c\u56de\u62a5\u56de\u6765\uff1a\u6210\u529f\u8fd8\u662f\u5931\u8d25\u3001\u7528\u4e86\u591a\u4e45\u3001\u5927\u6982\u82b1\u4e86\u591a\u5c11\u3001\u8fd9\u4e00\u8f6e\u505a\u5f97\u597d\u4e0d\u597d\u3002\u8fd9\u4e9b\u53cd\u9988\u5199\u56de\u72b6\u6001\u5c42\uff0c\u6210\u4e3a\u4e0b\u4e00\u8f6e\u7684\u8f93\u5165\u3002<\/p>\n

\u8fd9\u4e09\u6761\u5408\u8d77\u6765\uff0c\u4ea7\u751f\u4e86\u4e00\u4e2a\u5f88\u5b9e\u7528\u7684\u6027\u8d28\uff1a\u72b6\u6001\u4e22\u4e86\uff0c\u53ea\u662f\u964d\u8d28\u4e3a\u201c\u51b7\u8def\u7531\u201d\uff0c\u4e0d\u4f1a\u8ba9\u8bf7\u6c42\u5931\u8d25\uff1b\u800c\u7b97\u6cd5\u8981\u5347\u7ea7\u3001\u8981\u6362\u4e00\u4e2a\u65b0\u7684\u5b66\u4e60\u6a21\u578b\uff0c\u4e0d\u7528\u52a8\u72b6\u6001\u5c42\uff0c\u4e5f\u4e0d\u7528\u52a8\u5bbf\u4e3b\u3002<\/p>\n

\u4ece\u8fd0\u884c\u65f6\u7684\u89d2\u5ea6\u770b\uff0c\u8fd9\u6761\u95ed\u73af\u957f\u8fd9\u6837\uff1a\u7528\u6237\u8bf7\u6c42\u8fdb\u6765 \u2192 \u8def\u7531\u7b97\u6cd5\u5206\u6790\u8bf7\u6c42\u3001\u5224\u5b9a\u6a21\u578b \u2192 \u5bbf\u4e3b\u6267\u884c\u3001\u8c03\u7528\u9009\u4e2d\u7684\u6a21\u578b \u2192 \u8fd4\u56de\u7528\u6237\uff1b<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u6267\u884c\u7ed3\u679c\u88ab\u9001\u53bb\u8bc4\u4f30\uff08\u8d28\u91cf\u8bc4\u5206\u3001\u8c03\u7528\u6210\u672c\u3001\u6210\u8d25\u3001\u65f6\u5ef6\uff0c\u53ef\u63a5\u5165\u540e\u53f0\u8bc4\u5206\u6a21\u578b\uff09\u2192 \u5173\u8054\u8bf7\u6c42\u3001\u6a21\u578b\u4e0e\u53cd\u9988\u5f62\u6210\u7ecf\u9a8c\u79ef\u7d2f \u2192 \u6f14\u8fdb\u6a21\u5757\u68c0\u7d22\u76f8\u4f3c\u7ecf\u9a8c\u3001\u6743\u8861\u8d28\u91cf\u4e0e\u6210\u672c \u2192\u5e94\u7528\u4e8e\u4e0b\u4e00\u6b21\u51b3\u7b56\u3002<\/p>\n

\u7cfb\u7edf\u5728\u8fd9\u91cc\u6709\u4e00\u4e2a\u514b\u5236\u800c\u91cd\u8981\u7684\u9ed8\u8ba4\uff1a\u6837\u672c\u4e0d\u8db3\u6216\u4f18\u52bf\u4e0d\u660e\u663e\u65f6\uff0c\u4fdd\u7559\u539f\u5224\u5b9a\u2014\u2014\u4e0d\u4e3a\u4e86\u201c\u6f14\u8fdb\u201d\u800c\u6f14\u8fdb\u3002<\/p>\n

\u25b3\u53cd\u9988\u9a71\u52a8\u7684\u8def\u7531\u81ea\u6f14\u8fdb\u2014\u2014\u5c06\u6267\u884c\u7ed3\u679c\u8f6c\u5316\u4e3a\u7ecf\u9a8c\uff0c\u6301\u7eed\u4fee\u6b63\u540e\u7eed\u9009\u6a21\u51b3\u7b56<\/p>\n

\u6b63\u662f\u8fd9\u4e2a\u8bbe\u8ba1\uff0c\u8ba9\u201c\u6f14\u8fdb\u201d\u8fd9\u6761\u8def\u771f\u6b63\u8d70\u5f97\u901a\u2014\u2014\u7b97\u6cd5\u548c\u72b6\u6001\u5404\u81ea\u72ec\u7acb\uff0c\u8c01\u5347\u7ea7\u90fd\u4e0d\u4f1a\u62d6\u4f4f\u5bf9\u65b9\u3002<\/p>\n

\u4e8e\u662f\u5c31\u6709\u4e86\u4e24\u6761\u4e92\u4e0d\u5e72\u6270\u7684\u6f14\u8fdb\u901a\u8def\uff1a\u4e00\u6761\u5728\u8fd0\u884c\u65f6\u81ea\u6211\u5b66\u4e60\uff0c\u9760Contextual Bandit\u548c\u8f7b\u91cf\u5f3a\u5316\u5b66\u4e60\u4ece\u771f\u5b9e\u53cd\u9988\u91cc\u6301\u7eed\u62bd\u7ecf\u9a8c\uff1b\u4e00\u6761\u5728\u903b\u8f91\u4e0a\u6301\u7eed\u8fed\u4ee3\uff0c\u753b\u50cf\u66f4\u65b0\u3001\u7b97\u6cd5\u66ff\u6362\u3001\u7b56\u7565\u5347\u7ea7\u90fd\u662f\u72ec\u7acb\u6a21\u5757\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u4ef6\u4e8b\u91cd\u8981\uff1f<\/p>\n

\u56e0\u4e3a\u5b83\u51b3\u5b9a\u4e86\u8fd9\u5957\u8def\u7531\u662f\u201c\u4e00\u6b21\u6027\u7684\u5de5\u7a0b\u201d\uff0c\u8fd8\u662f\u201c\u80fd\u6d3b\u4e09\u5e74\u7684\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u524d\u8005\u6bcf\u6b21\u6a21\u578b\u6362\u4ee3\u90fd\u8981\u91cd\u505a\u4e00\u904d\uff0c\u540e\u8005\u53ea\u9700\u8981\u6362\u6389\u4e00\u4e2a\u6a21\u5757\u3002<\/p>\n

\u518d\u8fdb\u4e00\u6b65\uff1a\u4ece\u201c\u9009\u6a21\u578b\u201d\u5230\u201c\u7f16\u6392\u534f\u540c\u201d<\/p>\n

\u4e09\u5c42\u80fd\u529b\u4e4b\u4e0a\uff0c\u8fd8\u6709\u4e00\u4e2a\u66f4\u5927\u7684\u7a7a\u95f4\u3002<\/p>\n

\u4e00\u662f\u591a\u6a21\u578b\u534f\u540c\u3002<\/p>\n

\u5f53\u4e00\u4e2a\u95ee\u9898\u786e\u5b9e\u5f88\u96be\u3001\u5355\u6a21\u578b\u4e0d\u8db3\u4ee5\u7ed9\u51fa\u53ef\u4fe1\u7b54\u6848\u65f6\uff0c\u8def\u7531\u5c42\u53ef\u4ee5\u8c03\u5ea6\u591a\u4e2a\u6a21\u578b\u534f\u540c\u4f5c\u7b54\u2014\u2014\u8ba9\u4e0d\u540c\u7684\u6a21\u578b\u5206\u522b\u7ed9\u51fa\u53c2\u8003\u7ed3\u679c\uff0c\u518d\u7ecf\u8fc7\u8bed\u4e49\u53bb\u91cd\u3001\u8d28\u91cf\u7b5b\u9009\u3001\u51b2\u7a81\u6d88\u89e3\u3001\u538b\u7f29\u6574\u7406\uff0c\u6700\u7ec8\u805a\u5408\u6210\u4e00\u4e2a\u66f4\u9ad8\u8d28\u91cf\u7684\u7b54\u6848\u3002<\/p>\n

\u591a\u6a21\u578b\u534f\u540c\u5929\u7136\u6602\u8d35\uff0c\u6240\u4ee5\u5173\u952e\u5728\u4e8e\u80fd\u4e0d\u80fd\u806a\u660e\u5730\u534f\u540c\uff1a\u91cd\u590d\u7684\u7b54\u6848\u4e0d\u5fc5\u91cd\u590d\u8ba1\u7b97\uff0c\u7ad9\u4e0d\u4f4f\u811a\u7684\u7b54\u6848\u53ca\u65e9\u6dd8\u6c70\uff0c\u6a21\u578b\u4e4b\u95f4\u7ed3\u8bba\u4e0d\u4e00\u81f4\u65f6\u6709\u673a\u5236\u5224\u65ad\u8c01\u66f4\u53ef\u4fe1\u3002<\/p>\n

\u8fd9\u7c7b\u80fd\u529b\uff0copenJiuwen\u56e2\u961f\u5df2\u7ecf\u5728WorkSwarm\u7684MoA\uff08\u591a\u6a21\u578b\u534f\u540c\uff09\u4e2d\u505a\u4e86\u5b9e\u73b0\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u8def\u7531\u6846\u67b6\u7edf\u4e00\u63a5\u5165\u2014\u2014\u8def\u7531\u51b3\u5b9a\u201c\u8fd9\u4e00\u8f6e\u8981\u4e0d\u8981\u53d1\u52a8\u591a\u4e2a\u6a21\u578b\u3001\u53d1\u52a8\u54ea\u51e0\u4e2a\u201d\uff0cMoA\u8d1f\u8d23\u201c\u591a\u4e2a\u6a21\u578b\u7684\u7ed3\u679c\u600e\u4e48\u6536\u62e2\u6210\u4e00\u4e2a\u201d\u3002<\/p>\n

\u4e00\u4e2a\u7ba1\u6d3e\u8c01\u4e0a\u573a\uff0c\u4e00\u4e2a\u7ba1\u573a\u4e0a\u600e\u4e48\u914d\u5408\u3002<\/p>\n

\u25b3MOA\u591a\u6a21\u578b\u534f\u540c\u2014\u2014\u91cd\u70b9\u4e0d\u662f\u201c\u591a\u201d\uff0c\u800c\u662f\u805a\u5408\u5f97\u806a\u660e<\/p>\n

\u4e8c\u662f\u7b56\u7565\u81ea\u7f16\u6392\u3002<\/p>\n

\u4e0d\u518d\u5c40\u9650\u4e8e\u201c\u9009\u6a21\u578b\u201d\uff0c\u800c\u662f\u628a\u6a21\u578b\u3001Skill\/Tool\u3001SubAgent\u7b49\u591a\u79cd\u80fd\u529b\u653e\u5728\u540c\u4e00\u4e2a\u8c03\u5ea6\u6846\u67b6\u4e0b\u7edf\u4e00\u7f16\u6392\u2014\u2014\u67d0\u4e00\u6b65\u4ea4\u7ed9\u6a21\u578b\u63a8\u7406\uff0c\u67d0\u4e00\u6b65\u4ea4\u7ed9\u5de5\u5177\u6267\u884c\uff0c\u67d0\u4e00\u6b65\u6d3e\u4e2a\u5b50Agent\u53bb\u67e5\u8bc1\u3002<\/p>\n

\u8def\u7531\u7684\u7c92\u5ea6\uff0c\u4ece\u201c\u9009\u6a21\u578b\u201d\u5347\u7ea7\u4e3a\u201c\u7f16\u6392\u6574\u4e2a\u6267\u884c\u7b56\u7565\u201d\u3002<\/p>\n

\u518d\u52a0\u4e0a\u7b56\u7565\u81ea\u95ed\u73af\u4f18\u5316\uff1a\u901a\u8fc7\u6784\u5efa\u53cd\u9988Hook\u70b9\u548cFallback\u673a\u5236\uff0c\u9a8c\u8bc1\u5e76\u603b\u7ed3\u6267\u884c\u7ed3\u679c\u548c\u9519\u8bef\u6839\u56e0\uff0c\u8ba9\u7b56\u7565\u80fd\u591f\u81ea\u884c\u4f18\u5316\u2014\u2014\u6bcf\u4e00\u6b21\u5931\u8d25\u90fd\u4e0d\u4f1a\u88ab\u6d6a\u8d39\u3002<\/p>\n

\u5173\u952e\u96be\u70b9\uff1a\u5728\u56db\u4e2a\u76ee\u6807\u4e4b\u95f4\u8d70\u94a2\u4e1d<\/p>\n

\u8bb2\u5230\u8fd9\u91cc\uff0c\u6709\u5fc5\u8981\u5355\u72ec\u8bf4\u8bf4\u8fd9\u4ef6\u4e8b\u771f\u6b63\u7684\u96be\u70b9\u3002<\/p>\n

\u6a21\u578b\u8def\u7531\u6700\u96be\u7684\uff0c\u4ece\u6765\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u9009\u201d\uff0c\u800c\u662f\u5982\u4f55\u5728\u6210\u672c\u3001\u65f6\u5ef6\u3001\u8d28\u91cf\u3001\u4e0a\u4e0b\u6587\/\u5de5\u5177\u517c\u5bb9\u6027\u4e4b\u95f4\u505a\u5b9e\u65f6\u6743\u8861\u3002<\/p>\n

\u628a\u6210\u672c\u538b\u5230\u6781\u81f4\uff0c\u8d28\u91cf\u53ef\u80fd\u5c31\u5d29\u4e86\uff0c\u7528\u6237\u8f6c\u5934\u5c31\u8d70\uff1b<\/p>\n

\u628a\u8d28\u91cf\u9876\u5230\u6700\u9ad8\uff0c\u6210\u672c\u4f1a\u5931\u63a7\uff0c\u4e1a\u52a1\u65b9\u4e0d\u7b54\u5e94\uff1b<\/p>\n

\u4e00\u5473\u8ffd\u6c42\u4f4e\u65f6\u5ef6\uff0c\u53ef\u80fd\u5728\u5173\u952e\u95ee\u9898\u4e0a\u7ed9\u51fa\u8349\u7387\u7b54\u6848\uff1b<\/p>\n

\u53ea\u770b\u5355\u6b21\u6700\u4f18\uff0c\u5ffd\u7565\u4e86\u7f13\u5b58\u590d\u7528\uff0c\u6574\u4f53\u53cd\u800c\u66f4\u8d35\u3002<\/p>\n

\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u6ca1\u6709\u6807\u51c6\u7b54\u6848\u7684\u591a\u76ee\u6807\u6743\u8861\u95ee\u9898\u3002\u7406\u8bba\u4e0a\u6ca1\u6709\u514d\u8d39\u7684\u5348\u9910\uff0c\u5b9e\u8df5\u4e2d\u4e5f\u6ca1\u6709\u4e00\u4e2a\u53c2\u6570\u80fd\u9002\u914d\u6240\u6709\u573a\u666f\u3002<\/p>\n

openJiuwen\u7684\u601d\u8def\u4e0d\u662f\u53bb\u627e\u4e00\u4e2a\u201c\u4e07\u80fd\u7684\u6700\u4f18\u89e3\u201d\uff0c\u800c\u662f\u628a\u6743\u8861\u8fd9\u4ef6\u4e8b\u672c\u8eab\u53d8\u6210\u4e00\u4e2a\u53ef\u914d\u7f6e\u3001\u53ef\u6f14\u8fdb\u3001\u53ef\u89c2\u6d4b\u7684\u7cfb\u7edf\uff1a\u4e0d\u540c\u4e1a\u52a1\u53ef\u4ee5\u5e26\u7740\u81ea\u5df1\u7684\u504f\u597d\u8fdb\u6765\uff1b\u51b3\u7b56\u4f9d\u636e\u6765\u81ea\u771f\u5b9e\u7684\u6267\u884c\u53cd\u9988\uff0c\u800c\u4e0d\u662f\u7eb8\u9762\u4e0a\u7684\u5047\u8bbe\uff1b\u7b56\u7565\u53ef\u4ee5\u968f\u7740\u6570\u636e\u79ef\u7d2f\u6301\u7eed\u6f14\u8fdb\uff0c\u8d8a\u7528\u8d8a\u51c6\u3002<\/p>\n

\u8fd9\u5957\u673a\u5236\u843d\u5230\u4ee3\u7801\u91cc\u957f\u4ec0\u4e48\u6837\uff1f\u770b\u8fd9\u5f20\u56fe\u3002<\/p>\n

\u25b3openJiuwen\u667a\u80fd\u8def\u7531\u6574\u4f53\u67b6\u6784\u2014\u2014\u8def\u7531\u7b97\u6cd5\uff08Algorithm\uff09\u3001\u72b6\u6001\u7ba1\u7406\uff08State\uff09\u3001\u81ea\u6f14\u8fdb\uff08Evolving\uff09\u4e09\u5757\u89e3\u8026\uff0c\u5411\u4e0a\u5bf9\u63a5WorkSwarm\/MoA\u7684\u534f\u540c\u7f16\u6392\uff0c\u5411\u4e0b\u5bf9\u63a5\u5019\u9009\u6a21\u578b\u6c60\uff1b\u5bf9\u5916\u662f\u7eaf\u51fd\u6570\u63a5\u53e3\u8c03\u7528\uff0c\u4e0d\u4ea7\u751f\u65e0\u72b6\u6001\u4e4b\u5916\u7684\u5f71\u54cd<\/p>\n

\u67b6\u6784\u91cc\u7684Algorithm\u4e00\u5c42\uff0c\u662f\u628a\u201c\u600e\u4e48\u5224\u65ad\u201d\u505a\u6210\u53ef\u63d2\u62d4\u7684\u80fd\u529b\u3002<\/p>\n

\u76ee\u524d\u5df2\u7ecf\u843d\u5730\u7684\u7b97\u6cd5\u5305\u62ecx-router\uff1a\u57fa\u4e8e\u4e94\u6863\u590d\u6742\u5ea6\u5206\u6863\u7684\u8def\u7531\u7b97\u6cd5\uff0c\u652f\u6301\u7aef\u4e91\u5206\u7ea7\u3001\u672c\u5730\u80fd\u529b\u8fb9\u754c\u5224\u65ad\u3001\u8fdb\u7a0b\u5185\u5c0f\u6a21\u578b\u5206\u7c7b\u5668\u3001\u5931\u8d25\u964d\u7ea7\u6c38\u4e0d\u5347\u7ea7\uff0c\u5e76\u7528\u4e0a\u4e0b\u6587Bandit\u505a\u7ecf\u9a8c\u4fee\u6b63\u3002<\/p>\n

\u540c\u5c42\u8fd8\u6709\u5176\u4ed6\u8def\u7ebf\u2014\u2014\u6bd4\u5982Rust\u7248\u672c\u7684\u8f7b\u91cf\u524d\u77bb\u8def\u7531\uff0c\u8d70\u7684\u662f\u9ad8\u7ef4\u7279\u5f81\u7a7a\u95f4\u8d28\u91cf\u9884\u6d4b\u4e0e\u4efb\u52a1\u8f68\u8ff9\u9884\u6d4b\u3001\u8054\u5408\u4f18\u5316\u7684\u8def\u5b50\uff0c\u9759\u6001\u7f16\u8bd1\u3001\u65e0\u8fd0\u884c\u65f6\u4f9d\u8d56\u3001\u53ef\u76f4\u63a5\u5d4c\u5165\u5bbf\u4e3b\u8fdb\u7a0b\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0cx-router\u662f\u8fd9\u53f0\u5f15\u64ce\u91cc\u7684\u4e00\u4e2a\u7b97\u6cd5\u6a21\u5757\uff0c\u800c\u4e0d\u662f\u5f15\u64ce\u672c\u8eab\u3002<\/p>\n

\u5f15\u64ce\u63d0\u4f9b\u7684\u662f\u90a3\u5957\u201c\u53ef\u914d\u7f6e\u3001\u53ef\u6f14\u8fdb\u3001\u53ef\u89c2\u6d4b\u201d\u7684\u9aa8\u67b6\uff1b\u6362\u7b97\u6cd5\u4e0d\u6539\u9aa8\u67b6\uff0c\u6362\u9aa8\u67b6\u4e0d\u52a8\u7b97\u6cd5\u3002<\/p>\n

\u4e0b\u9762\u7684\u5b9e\u6d4b\u6570\u636e\uff0c\u7528\u7684\u5c31\u662fx-router\u8fd9\u6761\u7b97\u6cd5\u901a\u8def\u3002<\/p>\n

\u5b9e\u6d4b\uff1a\u5728\u54ea\u4e9b\u699c\u5355\u4e0a\uff0c\u62ff\u5230\u4e86\u4ec0\u4e48\u7ed3\u679c<\/p>\n

\u6280\u672f\u8bb2\u5b8c\u4e86\uff0c\u770b\u6548\u679c\u3002<\/p>\n

openJiuwen\u56e2\u961f\u60f3\u56de\u7b54\u4e24\u4e2a\u6700\u76f4\u63a5\u7684\u95ee\u9898\uff1a\u542f\u7528\u667a\u80fd\u8def\u7531\u4e4b\u540e\uff0c\u80fd\u5426\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u6a21\u578b\u8c03\u7528\u6210\u672c\uff1f\u5f00\u542f\u81ea\u6f14\u8fdb\u4e4b\u540e\uff0c\u8def\u7531\u7b56\u7565\u80fd\u5426\u968f\u7740\u771f\u5b9e\u4f7f\u7528\u6301\u7eed\u4f18\u5316\uff1f<\/p>\n

\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n

\u56e2\u961f\u628ax-router\u63a5\u5165WorkSwarm\uff0c\u4f7f\u7528PinchBench\u5168\u91cf147\u4e2a\u4efb\u52a1\u8fdb\u884c\u8bc4\u6d4b\uff0c\u4efb\u52a1\u8986\u76d6\u65e5\u5fd7\u5206\u6790\u3001\u6570\u636e\u5206\u6790\u3001\u7f16\u7801\u3001\u7814\u7a76\u7b4911\u4e2a\u7c7b\u522b\u3002<\/p>\n

x-router\u7684\u590d\u6742\u5ea6\u5206\u7c7b\u5668\u91c7\u7528\u672c\u5730\u90e8\u7f72\u7684Qwen3-0.6B\uff0c\u76f4\u63a5\u8dd1\u5728\u8fdb\u7a0b\u5185\uff0c\u65e0\u9700\u989d\u5916\u542f\u52a8\u72ec\u7acb\u670d\u52a1\u3002\u4e94\u7ea7\u6a21\u578b\u6c60\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n

\u25b3\u4e94\u7ea7\u6a21\u578b\u6c60\u914d\u7f6e\u2014\u2014\u4eceSIMPLE\u5230REASONING\u4e94\u6863\uff0c\u672c\u5730\u6a21\u578b\u4e0e\u4e91\u7aef\u6a21\u578b\u6df7\u5408\u7f16\u961f<\/p>\n

\u5bf9\u5e94\u7684\u80fd\u529b\u5206\u6863\u903b\u8f91\u662f\uff1a\u4eceSIMPLE\u5230REASONING\uff0c\u7b80\u5355\u4efb\u52a1\u4f18\u5148\u4f7f\u7528\u8f7b\u91cf\u6a21\u578b\uff0c\u590d\u6742\u4efb\u52a1\u6309\u9700\u5347\u7ea7\u80fd\u529b\u2014\u2014\u67e5\u8be2\u201cHTTP 429\u662f\u4ec0\u4e48\u542b\u4e49\u201d\u8d70\u8f7b\u91cf\u6a21\u578b\uff0c\u7f16\u5199\u6570\u636e\u5904\u7406\u811a\u672c\u8d70\u901a\u7528\u6216\u9ad8\u80fd\u529b\u6a21\u578b\uff0c\u591a\u6587\u6863\u7814\u7a76\u8d70\u7814\u7a76\u578b\u6a21\u578b\uff0c\u6570\u5b66\u8bc1\u660e\u4e0e\u6df1\u5ea6\u63a8\u7406\u624d\u4ea4\u7ed9\u63a8\u7406\u6a21\u578b\u3002<\/p>\n

\u25b3\u4e94\u7ea7\u80fd\u529b\u8def\u7531\u2014\u2014\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u5339\u914d\u5408\u9002\u7684\u6a21\u578b\u80fd\u529b\uff0c\u8ffd\u6c42\u7684\u4e0d\u662f\u201c\u9009\u66f4\u4fbf\u5b9c\u7684\u201d\uff0c\u800c\u662f\u201c\u80fd\u7528\u8f7b\u91cf\u6a21\u578b\u5b8c\u6210\u5c31\u4e0d\u5fc5\u8c03\u7528\u5f3a\u6a21\u578b\uff0c\u80fd\u529b\u4e0d\u8db3\u65f6\u624d\u8ba9\u66f4\u5f3a\u6a21\u578b\u63a5\u624b\u201d<\/p>\n

\u4e09\u79cd\u8fd0\u884c\u6a21\u5f0f<\/p>\n

\u4e3a\u4fdd\u8bc1\u5bf9\u6bd4\u516c\u5e73\uff0c\u4e09\u7ec4\u5b9e\u9a8c\u4f7f\u7528\u76f8\u540c\u7684\u8bc4\u6d4b\u6a21\u578b\u548c\u8bc4\u5206\u6807\u51c6\uff0c\u5e76\u7edf\u8ba1\u4e0d\u540c\u6a21\u5f0f\u4e0b\u7684PinchBench\u5f97\u5206\u53ca\u771f\u5b9e\u6a21\u578b\u8c03\u7528\u6210\u672c\uff1a<\/p>\n

\u5168\u4e91\u57fa\u7ebf\uff08All Kimi-K2-Thinking\uff09\uff1a\u4e0d\u4f7f\u7528\u667a\u80fd\u8def\u7531\uff0c\u6240\u6709\u8bf7\u6c42\u7edf\u4e00\u4ea4\u7ed9\u6307\u5b9a\u7684\u4e91\u7aef\u5f3a\u6a21\u578b\uff1b<\/p>\n

x-router\u9759\u6001\u8def\u7531\uff1a\u542f\u7528x-router\u7684\u590d\u6742\u5ea6\u8def\u7531\uff0c\u4f46\u4e0d\u5f00\u542f\u81ea\u6f14\u8fdb\uff1b<\/p>\n

x-router Bandit\u81ea\u6f14\u8fdb\uff1a\u5728\u9759\u6001\u8def\u7531\u57fa\u7840\u4e0a\u5f00\u542fBandit\u81ea\u6f14\u8fdb\uff0c\u6839\u636e\u76f8\u4f3c\u4efb\u52a1\u7684\u771f\u5b9e\u6267\u884c\u7ed3\u679c\u52a8\u6001\u8c03\u6574\u8def\u7531\u7b56\u7565\u3002<\/p>\n

\u7ed3\u679c\u4e00\uff1aPinchBench\u2014\u2014\u5f97\u5206\u51e0\u4e4e\u6301\u5e73\uff0c\u6210\u672c\u964d44.6%<\/p>\n

\u25b3PinchBench\u5b9e\u6d4b\u7ed3\u679c\u2014\u2014\u6a2a\u8f74\u4e3a\u6a21\u578b\u8c03\u7528\u603b\u6210\u672c\uff0c\u7eb5\u8f74\u4e3aPinchBench\u5f97\u5206\uff1b\u8d8a\u9760\u8fd1\u5de6\u4e0a\u89d2\uff0c\u4ee3\u8868\u4ee5\u66f4\u4f4e\u6210\u672c\u62ff\u5230\u66f4\u9ad8\u4efb\u52a1\u8d28\u91cf<\/p>\n

x-router\u9759\u6001\u8def\u7531\u53d6\u5f9766.3%\u7684PinchBench\u5f97\u5206\uff0c\u603b\u6a21\u578b\u8c03\u7528\u6210\u672c$8.25\u3002\u76f8\u6bd4\u5168\u91cf\u8c03\u7528Kimi-K2-Thinking\uff0871.36%\u3001$11.11\uff09\uff0c\u5f97\u5206\u4e0b\u964d5.1%\uff0c\u800c\u6a21\u578b\u8c03\u7528\u6210\u672c\u964d\u4f4e\u4e8625.7%\u3002<\/p>\n

\u5f00\u542fBandit\u81ea\u6f14\u8fdb\u540e\uff0c\u6210\u672c\u8fdb\u4e00\u6b65\u4ece$8.25\u964d\u81f3$6.16\uff0c\u8f83\u9759\u6001\u8def\u7531\u518d\u964d\u7ea625.3%\uff1b\u4e0e\u6b64\u540c\u65f6\uff0cPinchBench\u5f97\u5206\u63d0\u9ad84.4%\uff0c\u8fbe\u523070.70%\u3002<\/p>\n

\u4e0e\u5168\u4e91\u57fa\u7ebf\u76f8\u6bd4\uff1ax-router Bandit\u81ea\u6f14\u8fdb\u6a21\u5f0f\u5f97\u520670.70% vs 71.36%\uff0c\u4ec5\u4f4e0.66\u4e2a\u767e\u5206\u70b9\uff0c\u51e0\u4e4e\u6301\u5e73\uff1b\u800c\u6a21\u578b\u8c03\u7528\u6210\u672c\u4ece$11.11\u964d\u81f3$6.16\uff0c\u6574\u4f53\u964d\u4f4e\u7ea644.6%\u3002<\/p>\n

\u8fd9\u7ec4\u5bf9\u6bd4\u56de\u7b54\u4e86\u4e24\u4e2a\u95ee\u9898\uff1a\u9759\u6001\u8def\u7531\u8bc1\u660e\u4e86\u201c\u6309\u9700\u9009\u6a21\u201d\u672c\u8eab\u5c31\u80fd\u780d\u6389\u4e0d\u5fc5\u8981\u7684\u5f3a\u6a21\u578b\u8c03\u7528\uff1b\u81ea\u6f14\u8fdb\u5219\u8bc1\u660e\u4e86\u2014\u2014\u53cd\u9988\u95ed\u73af\u5e26\u6765\u7684\u4e0d\u53ea\u662f\u7701\u94b1\uff0c\u8fd8\u6709\u8d28\u91cf\u7684\u56de\u5347\u3002\u6210\u672c\u964d\u4e8625.3%\u7684\u540c\u65f6\u5f97\u5206\u53cd\u53474.4%\uff0c\u8fd9\u662f\u201c\u8d8a\u7528\u8d8a\u51c6\u201d\u6700\u76f4\u63a5\u7684\u8bc1\u636e\u3002<\/p>\n

\u7ed3\u679c\u4e8c\uff1a<\/p>\n

Terminal-Bench\/LLMRouterBench\u2014\u2014\u6210\u529f\u7387\u8fbeOpus\u768495.2%\uff0c\u6210\u672c\u964d51.4%<\/p>\n

openJiuwen\u56e2\u961f\u8fd8\u5728<\/p>\n

Terminal-Bench\/LLMRouterBench\u4e0a\u7528<\/p>\n

Opus4.8\/Qwen3.5-122B\/Qwen3.5-35B\u4e09\u6863\u4f4d\u6a21\u578b\u6c60\u505a\u4e86\u5355\u8f6e\/\u591a\u8f6e\u8def\u7531\u6d4b\u8bd5\uff1a<\/p>\n

cost focused\u6a21\u5f0f\u4e0b\uff0c\u964d\u6210\u672c51.4%\uff0c\u6210\u529f\u7387\u8fbeOpus\u768495.2%\uff1b<\/p>\n

quality focused\u6a21\u5f0f\u4e0b\uff0c\u964d\u6210\u672c15.7%\uff0c\u6210\u529f\u7387\u8fbeOpus\u768498.6%\u3002<\/p>\n

\u25b3<\/p>\n

Terminal-Bench\/LLMRouterBench\u5b9e\u6d4b\u7ed3\u679c\u2014\u2014\u6a2a\u8f74\u4e3a\u6a21\u578b\u8c03\u7528\u603b\u6210\u672c\uff0c\u7eb5\u8f74\u4e3a\u4efb\u52a1\u6210\u529f\u7387\uff1b\u57fa\u4e8eOpus4.8\/Qwen3.5-122B\/Qwen3.5-35B\u4e09\u6863\u4f4d\u6a21\u578b\u6c60\u8fdb\u884c\u8def\u7531<\/p>\n

\u4e24\u4e2a\u699c\u5355\u3001\u4e24\u79cd\u504f\u597d\u8bbe\u7f6e\uff0c\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba\uff1a\u63a5\u8fd1\u9876\u914d\u7684\u8d28\u91cf\uff0c\u53ef\u4ee5\u7528\u5927\u7ea6\u4e00\u534a\u7684\u6210\u672c\u62ff\u5230\u3002<\/p>\n

\u800c\u4e14\u201c\u7701\u591a\u5c11\u3001\u8ba9\u591a\u5c11\u8d28\u91cf\u201d\u662f\u7528\u6237\u81ea\u5df1\u9009\u7684\u2014\u2014\u8fd9\u6b63\u662f\u201c\u53ef\u914d\u7f6e\u201d\u843d\u5230\u6570\u5b57\u4e0a\u7684\u6837\u5b50\u3002<\/p>\n

\u5feb\u901f\u4e0a\u624b<\/p>\n

\u5b89\u88c5<\/p>\n

model-router\u7684\u5185\u6838\u662fRust\uff0cPython\u4fa7\u662fPyO3\u6269\u5c55\u3002<\/p>\n

git clonehttps:\/\/gitcode.com\/openJiuwen\/model-router.gitcdmodel-routercargo build<\/p>\n

pip install maturinmaturin develop<\/p>\n

\u5982\u9700\u4f7f\u7528x-router\u7b97\u6cd5\uff0c\u5728\u5df2\u6fc0\u6d3b\u7684Python\u865a\u62df\u73af\u5883\u4e2d\u6267\u884c\uff1a<\/p>\n

maturin develop \u2013extras x-router<\/p>\n

\u914d\u7f6e<\/p>\n

\u8def\u7531\u7684\u884c\u4e3a\u7531\u4e00\u4efdTOML\u63cf\u8ff0\u3002\u6700\u7b80\u5f62\u6001\u5982\u4e0b\uff1a<\/p>\n

[state]backend = \u201cmemory\u201dttl_secs = 300max_entries = 1024<\/p>\n

[targets]models = [\u201clocal-default\u201d]<\/p>\n

\u5207\u6362\u5230x-router\u53ea\u9700\u6539\u7b97\u6cd5\u540d\u5e76\u8865\u4e0a\u6a21\u578b\u6c60\u4e0e\u5206\u7c7b\u5668\uff1a<\/p>\n

algorithm = \u201cx-router\u201d<\/p>\n

[targets]models = [\u201cmodel-a\u201d, \u201cmodel-b\u201d, \u201cmodel-c\u201d, \u201cmodel-d\u201d, \u201cmodel-e\u201d]<\/p>\n

[x-router.classifier_model]model_path = \u201c\/path\/to\/qwen3-0.6b\u201dlocal_models = [\u201cmodel-a\u201d]<\/p>\n

\u8c03\u7528<\/p>\n

\u88c5\u914d\u8def\u7531\uff0c\u53d1\u8d77\u8bf7\u6c42\uff0c\u62ff\u5230\u51b3\u7b56\u540e\u7531\u5bbf\u4e3b\u81ea\u5df1\u8c03\u7528\u6a21\u578b\uff0c\u518d\u628a\u7ed3\u679c\u56de\u62a5\u56de\u53bb\u2014\u2014\u8fd9\u5c31\u662f\u524d\u9762\u8bf4\u7684\u201c\u51b3\u7b56\u4e0e\u6267\u884c\u5206\u79bb\u201d\u3002<\/p>\n

import openjiuwenfrom openjiuwen import Feedback, Router<\/p>\n

router = Router.from_config(\u201cconfig\/cloud.toml\u201d)<\/p>\n

decision = await router.route({ \u201cmessages\u201d\uff1a [{\u201crole\u201d\uff1a \u201cuser\u201d, \u201ccontent\u201d\uff1a \u201chi\u201d}], \u201csession_id\u201d\uff1a \u201cs1\u201d, \u201cagent_id\u201d\uff1a \u201chost\u201d,})<\/p>\n

decision.selected_model_id\u5bf9\u5e94\u7684\u6a21\u578b<\/p>\n

await router.report( Feedback.ok(decision, latency_ms=12, session_id=\u201cs1\u201d, agent_id=\u201chost\u201d))<\/p>\n

x-router\u7684\u8c03\u7528\u65b9\u5f0f\u5728\u8bed\u4e49\u4e0a\u4e00\u81f4\uff0c\u5206\u7c7b\u5668\u76f4\u63a5\u8fd0\u884c\u5728\u672c\u5730\u8fdb\u7a0b\u4e2d\uff1a<\/p>\n

from openjiuwen import x_router<\/p>\n

router = x_router.build_router(\u201crouter.toml\u201d)<\/p>\n

selection = x_router.build_request( [{ \u201crole\u201d\uff1a \u201cuser\u201d, \u201ccontent\u201d\uff1a \u201cCompare Raft and Paxos for a five-node cluster.\u201d }], session_id=\u201cs-1\u201d, agent_id=\u201cmy-agent\u201d,)<\/p>\n

decision.selected_model_id\u4e2d\u8fd4\u56de\u63a8\u8350\u8c03\u7528\u7684\u6a21\u578bdecision = router.route_sync(selection)<\/p>\n

Rust\u5bbf\u4e3b\u53ef\u76f4\u63a5\u9759\u6001\u94fe\u63a5openjiuwen-runtime\uff1a<\/p>\n

use openjiuwen_runtime\uff1a\uff1a{Feedback, RequestMetadata, RouteHint, RouteRequest, Router}\uff1b<\/p>\n

let router = Router\uff1a\uff1afrom_config(\u201cconfig\/edge.toml\u201d)?\uff1blet decision = router.route(&req, &RouteHint\uff1a\uff1adefault())?\uff1b<\/p>\n

let mut feedback = Feedback\uff1a\uff1aok(req.routing_key(), &decision.selected_model_id, 40)\uff1bfeedback.route_id = decision.route_id.clone()\uff1brouter.report(feedback)\uff1b<\/p>\n

\u8be6\u7ec6\u4f7f\u7528\u8bf4\u660e\u53c2\u8003\u4ee3\u7801\u4ed3README\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u4ef6\u4e8b\uff0c\u73b0\u5728\u7279\u522b\u91cd\u8981<\/p>\n

\u6700\u540e\u804a\u51e0\u53e5\u5224\u65ad\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u6a21\u578b\u4f1a\u8d8a\u6765\u8d8a\u591a\uff0c\u8def\u7531\u4f1a\u8d8a\u6765\u8d8a\u521a\u9700\u3002<\/p>\n

\u4eca\u5929\u5927\u5bb6\u8fd8\u5728\u8ba8\u8bba\u201c\u54ea\u4e2a\u6a21\u578b\u6700\u5f3a\u201d\uff0c\u4f46\u5f88\u5feb\uff0c\u8fd9\u4e2a\u95ee\u9898\u4f1a\u53d8\u6210\u201c\u54ea\u4e2a\u7ec4\u5408\u6700\u5408\u9002\u201d\u3002<\/p>\n

\u56e0\u4e3a\u6a21\u578b\u751f\u6001\u6b63\u5728\u5feb\u901f\u5206\u5316\uff1a\u6709\u7684\u5f80\u5f3a\u63a8\u7406\u8d70\uff0c\u6709\u7684\u5f80\u8f7b\u91cf\u7aef\u4fa7\u8d70\uff0c\u6709\u7684\u5f80\u591a\u6a21\u6001\u8d70\uff0c\u6709\u7684\u4e13\u653b\u4ee3\u7801\u6216\u67d0\u4e2a\u5782\u76f4\u9886\u57df\u3002<\/p>\n

\u6ca1\u6709\u54ea\u4e2a\u6a21\u578b\u80fd\u5728\u6240\u6709\u7ef4\u5ea6\u4e0a\u90fd\u8d62\uff0c\u8fd9\u610f\u5473\u7740\u9009\u62e9\u672c\u8eab\uff0c\u6b63\u5728\u6210\u4e3a\u4e00\u79cd\u6838\u5fc3\u80fd\u529b\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u6210\u672c\u662fAgent\u8d70\u5411\u5927\u89c4\u6a21\u843d\u5730\u7684\u771f\u6b63\u95e8\u69db\u3002<\/p>\n

Agent\u548c\u804a\u5929\u673a\u5668\u4eba\u6700\u5927\u7684\u533a\u522b\uff0c\u662f\u5b83\u4f1a\u957f\u65f6\u95f4\u3001\u591a\u8f6e\u6b21\u3001\u591a\u5de5\u5177\u5730\u6301\u7eed\u5de5\u4f5c\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740Token\u6d88\u8017\u4e0d\u662f\u7ebf\u6027\u589e\u957f\uff0c\u800c\u662f\u6210\u500d\u653e\u5927\u3002\u4e00\u4e2a\u5728Demo\u91cc\u8dd1\u5f97\u5f88\u6f02\u4eae\u7684\u80fd\u529b\uff0c\u5982\u679c\u6210\u672c\u538b\u4e0d\u4e0b\u6765\uff0c\u5728\u771f\u5b9e\u4e1a\u52a1\u91cc\u5c31\u8dd1\u4e0d\u8d77\u6765\u3002<\/p>\n

\u8def\u7531\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u4f18\u5316\uff0c\u800c\u662fAgent\u80fd\u4e0d\u80fd\u89c4\u6a21\u5316\u7684\u524d\u7f6e\u6761\u4ef6\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u901a\u7528\u6027\u6bd4\u5355\u70b9\u6700\u4f18\u66f4\u91cd\u8981\u3002<\/p>\n

\u56e2\u961f\u4e0d\u6253\u7b97\u4e3a\u67d0\u4e2a\u7279\u5b9a\u573a\u666f\u505a\u4e00\u5957\u5b9a\u5236\u7684\u6700\u4f18\u89e3\u3002openJiuwen\u667a\u80fd\u8def\u7531\u7684\u76ee\u6807\uff0c\u662f\u4e00\u5957\u7edf\u4e00\u7684\u3001\u53ef\u5d4c\u5165\u7684\u8def\u7531\u6846\u67b6\uff1a\u540c\u4e00\u5957\u5185\u6838\uff0c\u901a\u8fc7\u914d\u7f6e\u5c31\u80fd\u5b9e\u4f8b\u5316\u51fa\u4e0d\u540c\u7684\u90e8\u7f72\u5f62\u6001\u2014\u2014<\/p>\n

\u7aef\u4fa7\u5f62\u6001\uff1a\u5355\u8fdb\u7a0b\u3001\u5185\u5b58\u6001\u3001\u96f6\u5916\u90e8\u4f9d\u8d56\uff0c\u8def\u7531\u4e0e\u63a8\u7406\u540c\u673a\u5171\u5904\uff0c\u628a\u51b3\u7b56\u5f00\u9500\u538b\u5230\u53ef\u4ee5\u5ffd\u7565\uff1b<\/p>\n

\u4e91\u4fa7\u5f62\u6001\uff1a\u72b6\u6001\u5c42\u5916\u7f6e\uff0c\u51b3\u7b56\u4f9d\u636e\u6765\u81ea\u5168\u5c40\u7684\u6a21\u578b\u8868\u73b0\u4e0e\u8d1f\u8f7d\u89c6\u56fe\uff1b<\/p>\n

\u4f01\u4e1a\u79c1\u6709\u5316\u5f62\u6001\uff1a\u5728\u6709\u9650\u7684\u6a21\u578b\u6e05\u5355\u5185\u505a\u6700\u4f18\u642d\u914d\uff0c\u7b56\u7565\u4e0e\u6570\u636e\u90fd\u7559\u5728\u672c\u5730\uff1b<\/p>\n

\u7aef\u4e91\u6df7\u5408\u5f62\u6001\uff1a\u7aef\u4fa7\u5224\u65ad\u7b80\u5355\u4efb\u52a1\u81ea\u5df1\u6d88\u5316\uff0c\u590d\u6742\u4efb\u52a1\u4ea4\u7ed9\u4e91\u7aef\u2014\u2014\u540c\u4e00\u5957\u51b3\u7b56\u903b\u8f91\uff0c\u4e24\u4fa7\u7ed9\u51fa\u540c\u6837\u7684\u7b54\u6848\u3002<\/p>\n

\u4e00\u5957\u6846\u67b6\uff0c\u591a\u79cd\u5f62\u6001\u3002\u6362\u7684\u662f\u90e8\u7f72\u62d3\u6251\uff0c\u4e0d\u6362\u7684\u662f\u90a3\u5957\u201c\u770b\u83dc\u4e0b\u996d\u201d\u7684\u5224\u65ad\u903b\u8f91\u3002<\/p>\n

\u25b3\u4e00\u5957\u8def\u7531\u6846\u67b6\uff0c\u591a\u79cd\u90e8\u7f72\u5f62\u6001<\/p>\n

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\u76f8\u5173\u8d44\u6e90<\/p>\n

openJiuwen\u5b98\u7f51\uff1a<\/p>\n

https:\/\/www.openjiuwen.com\/<\/p>\n

AtomGit\uff1ahttps:\/\/atomgit.com\/openJiuwen\/model-router<\/p>\n

GitHub\uff1ahttps:\/\/github.com\/openJiuwen-ai\/model-router<\/p>\n

x-router README\uff1ahttps:\/\/atomgit.com\/openJiuwen\/model-router\/blob\/main\/python\/openjiuwen\/x_router\/README.md<\/p>\n

https:\/\/github.com\/openJiuwen-ai\/model-router\/blob\/main\/python\/openjiuwen\/x_router\/README.md<\/p>\n

x-router\u793a\u4f8b\uff1a<\/p>\n

https:\/\/atomgit.com\/openJiuwen\/model-router\/blob\/main\/examples\/x_router_cli.py<\/p>\n

\n

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