{"id":1318,"date":"2026-05-23T10:19:00","date_gmt":"2026-05-23T02:19:00","guid":{"rendered":"https:\/\/www.sblog.cn\/?p=1318"},"modified":"2026-05-25T12:36:17","modified_gmt":"2026-05-25T04:36:17","slug":"token%e6%98%af%e9%a3%8e%e5%8f%a3%ef%bc%8charness%e6%98%af%e9%a3%8e%e5%90%91","status":"publish","type":"post","link":"https:\/\/old.sblog.cn\/?p=1318","title":{"rendered":"Token\u662f\u98ce\u53e3\uff0cHarness\u662f\u98ce\u5411"},"content":{"rendered":"<blockquote><p>\u58f0\u660e\uff1a\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 \u950c\u523b\u5ea6\uff0c\u4f5c\u8005\uff1a\u9648\u9093\u65b0<\/p><\/blockquote>\n<p>\u201c\u6a21\u578b\u662f\u5f15\u64ce\uff0cHarness\u662f\u628a\u5f15\u64ce\u53d8\u6210\u6574\u8f66\u7684\u5de5\u7a0b\uff0c\u53d1\u52a8\u673a\u51b3\u5b9a\u4e0a\u9650\uff0cHarness\u51b3\u5b9a\u80fd\u4e0d\u80fd\u8dd1\u3001\u8dd1\u591a\u8fdc\u3001\u8dd1\u591a\u7a33\u3002\u201d<\/p>\n<p>\u57282026\u5e744\u670828\u65e5\u7684\u817e\u8baf\u4e91\u57ce\u5e02\u5cf0\u4f1a\u91cd\u5e86\u7ad9\u4e0a\uff0c\u817e\u8baf\u96c6\u56e2\u526f\u603b\u88c1\u3001\u653f\u4f01\u4e1a\u52a1\u603b\u88c1\u674e\u5f3a\u5bf9AI\u91cd\u5851\u4ea7\u4e1a\u573a\u666f\u8fdb\u884c\u4e86\u5982\u6b64\u8be0\u91ca\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u817e\u8baf\u4e91\u5347\u7ea7\u5168\u6808\u4f01\u4e1a\u7ea7Agent\u4ea7\u54c1\u80fd\u529b\uff0c\u9996\u53d1ClawPro\u4e13\u6709\u4e91\u7248\u3001Agent Memory\u3001Agent Storage\u7b49\u591a\u6b3e\u4ea7\u54c1\uff0c\u4f9d\u6258\u5927\u6a21\u578b+Harness\u5168\u94fe\u8def\u7684\u201c\u6574\u8f66\u4ea4\u4ed8\u201d\u80fd\u529b\uff0c\u63a8\u52a8\u5343\u884c\u767e\u4e1a\u91cd\u5851\u4f01\u4e1a\u751f\u4ea7\u529b\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u4ece\u201c\u4f1a\u56de\u7b54\u201d\u8d70\u5411\u201c\u4f1a\u5e72\u6d3b\u201d\uff0c<span>\u4ea7\u6570\u878d\u5408<\/span>\u53c8\u8fdb\u4e86\u4e00\u6b65\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5f53Agent\u4e0d\u65ad\u6df1\u5165\uff0c\u65b0\u95ee\u9898\u4e5f\u6d6e\u51fa\u6c34\u9762:Harness\u600e\u4e48\u4ece\u5e55\u540e\u8d70\u5230\u4e86\u524d\u53f0?\u817e\u8baf\u4e91\u7684Harness\u5230\u5e95\u957f\u4ec0\u4e48\u6837?\u91cd\u5e86\u4e3a\u4f55\u662fAI\u843d\u5730\u7684<span class=\"spamTxt\">\u6700\u4f73<\/span>\u6837\u672c?<\/p>\n<h2><strong>\u6a21\u578b\u519b\u5907\u7ade\u8d5b\u6b63\u5728\u5931\u53bb\u610f\u4e49<\/strong><\/h2>\n<p>AI\u666e\u60e0\uff0c\u5df2\u521d\u89c1\u6210\u6548\u3002<\/p>\n<p>\u4e2d\u56fd\u4e92\u8054\u7f51\u7edc\u4fe1\u606f\u4e2d\u5fc3\u7684<span class=\"spamTxt\">\u6700\u65b0<\/span>\u62a5\u544a\u663e\u793a\uff0c\u622a\u81f32025\u5e7412\u6708\uff0c\u4e2d\u56fd\u751f\u6210\u5f0fAI\u7528\u6237\u89c4\u6a21\u5df2\u8fbe6.02\u4ebf\u4eba\uff0c\u6bcf10\u4e2a\u7f51\u6c11\u4e2d\u7ea65\u4e2a\u5728\u65e5\u5e38\u4f7f\u7528\u751f\u6210\u5f0fAI\u3002<\/p>\n<p>\u5173\u4e8e\u6b64\uff0c\u4eceToken\u8c03\u7528\u91cf\u5c31\u53ef\u89c1\u4e00\u6591\u3002<\/p>\n<p>\u56fd\u5bb6\u6570\u636e\u5c40\u7684\u6570\u636e\u663e\u793a\uff0c\u4e2d\u56fd\u65e5\u5747Token\u8c03\u7528\u91cf\u4ece2024\u5e74\u521d\u76841000\u4ebf\u8dc3\u5347\u81f3\u4eca\u5e743\u6708\u7684140\u4e07\u4ebf\uff0c\u4e24\u5e74\u589e\u957f\u8d85\u5343\u500d\u3002<\/p>\n<p>\u4e0e\u4e4b\u5bf9\u5e94\u7684\u662f\uff0cToken\u4ef7\u683c\u4e00\u8dcc\u518d\u8dcc\uff0c\u6574\u4f53\u7f29\u6c34\u4e8699%\uff0c\u6614\u65e5\u5927\u4f01\u4e1a\u624d\u53ef\u4ee5\u4eab\u53d7\u7684AI\u8d4b\u80fd\uff0c\u5df2\u4e0b\u6c89\u5230\u5343\u5343\u4e07\u4e07\u7684\u4e2d\u5c0f\u4f01\u4e1a\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u771f\u6b63\u628a\u573a\u666fToken\u8dd1\u901a\u7684\u4f01\u4e1a\u5e76\u4e0d\u591a\u3002<\/p>\n<blockquote><p>\u9ea6\u80af\u9521\u7684<span class=\"spamTxt\">\u6700\u65b0<\/span>\u6570\u636e\u663e\u793a\uff0c90%\u7684\u88ab\u8c03\u7814\u4f01\u4e1a\u5df2\u7ecf\u542f\u52a8\u6570\u5b57\u5316\u548cAI\u8f6c\u578b\uff0c\u4f46\u4ec5\u670925%\u53d6\u5f97\u5207\u5b9e\u6210\u679c\uff0c\u4ec510%\u5b9e\u73b0AI\u89c4\u6a21\u5316\u5e94\u7528\u3002<\/p><\/blockquote>\n<p><strong>\u7a76\u5176\u539f\u56e0\uff0c\u5219\u662f\u8fc7\u53bb\u6570\u5e74\u4fa7\u91cd\u6a21\u578b\u80fd\u529b\uff0c\u800c\u975e\u6ce8\u91cd\u843d\u5730\u65b9\u6cd5\u3002<\/strong><\/p>\n<p>\u590d\u76d8\u6765\u770b\uff0c\u884c\u4e1a\u70ed\u8877\u4e8e\u6bd4\u62fc\u6a21\u578b\u53c2\u6570\uff0c\u4ece\u767e\u4ebf\u3001\u5343\u4ebf\u3001\u4e07\u4ebf\u3001\u5341\u4e07\u4ebf\u4e0d\u65ad\u53d8\u5927\uff0c\u6bcf\u6b21\u53c2\u6570\u8dc3\u8fc1\u90fd\u88ab\u89c6\u4e3a\u667a\u80fd\u6d8c\u73b0\uff0c\u518d\u53e0\u52a0\u6253\u699c\u76db\u6781\u4e00\u65f6\uff0c\u5927\u6a21\u578b\u7684\u6392\u540d\u8d8a\u9ad8\u4eff\u4f5b\u81ea\u6211\u53d9\u4e8b\u5c31\u8d8a\u6210\u529f\u3002<\/p>\n<p>\u6a21\u578b\u519b\u5907\u7ade\u8d5b\u867d\u7136\u5982\u706b\u5982\u837c\uff0c\u4f46\u91cd\u5851\u4ea7\u4e1a\u751f\u4ea7\u529b\u603b\u662f\u5dee\u4e86\u4e00\u6b65\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5f53\u4e0b\u4e3b\u6d41\u5927\u6a21\u578b\u7684\u80fd\u529b\u5927\u5dee\u4e0d\u5dee\uff0c\u8c01\u80fd\u7387\u5148\u5c06\u5de5\u5177\u8c03\u7528\u3001\u5206\u5c42\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u957f\u8bb0\u5fc6\u7ba1\u7406\u3001\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7b49\u5728\u5185\u7684\u7cfb\u7edf\u5de5\u7a0b\u624b\u6bb5\u7528\u597d\uff0c\u8c01\u5c31\u53ef\u4ee5\u5728\u4ea7\u4e1a\u8d4b\u80fd\u4e0a\u83b7\u5f97\u66f4\u5927\u7684\u52bf\u80fd\uff0c\u4ece\u800c\u8dd1\u5f97\u66f4\u5feb\u3001\u8dd1\u5f97\u66f4\u8fdc\u3002<\/p>\n<p>\u901a\u4fd7\u6613\u61c2\u5730\u8bf4\uff0cAI\u7684\u7ade\u4e89\u7126\u70b9\u51fa\u73b0\u4e86\u8f6c\u5411\uff0c\u4ece\u201c\u8c01\u7684\u6a21\u578b\u53c2\u6570\u66f4\u5927\u201d\u8d70\u5411\u201c\u8c01\u80fd\u5e2e\u4f01\u4e1a\u628a\u6a21\u578b\u8dd1\u8d77\u6765\u201d\u3002<\/p>\n<p>\u6b64\u80cc\u666f\u4e0b\uff0cHarness\u6210\u4e3a\u7ade\u4e89\u7684\u65b0\u7126\u70b9\u3002<\/p>\n<p>\r\n\t<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1054\" height=\"320\" class=\"wp-image-1319\" src=\"https:\/\/old.sblog.cn\/wp-content\/uploads\/2026\/05\/0-8.png\" srcset=\"https:\/\/old.sblog.cn\/wp-content\/uploads\/2026\/05\/0-8.png 1054w, https:\/\/old.sblog.cn\/wp-content\/uploads\/2026\/05\/0-8-300x91.png 300w, https:\/\/old.sblog.cn\/wp-content\/uploads\/2026\/05\/0-8-1024x311.png 1024w, https:\/\/old.sblog.cn\/wp-content\/uploads\/2026\/05\/0-8-768x233.png 768w\" sizes=\"auto, (max-width: 1054px) 100vw, 1054px\" \/><\/figure>\r\n\t<\/p>\n<p>Harness\u76f4\u8bd1\u4e3a\u9a6c\u5177\uff0c\u6d89\u53ca\u7f30\u7ef3\u3001\u9a6c\u978d\u3001\u633d\u5177\u7b49\u9a91\u9a6c\u7684\u914d\u5957\u7269\u54c1\uff0c\u5982\u82e5\u6ca1\u6709\u7f30\u7ef3\uff0c\u9a91\u624b\u96be\u4ee5\u9a7e\u9a6d\uff0c\u6ca1\u6709\u9a6c\u978d\u5219\u96be\u4ee5\u5750\u7a33\uff0c\u6ca1\u6709\u633d\u5177\u5219\u96be\u4ee5\u8fd0\u8f93\u2026\u2026<\/p>\n<p>\u843d\u811a\u5230AI\uff0c\u6a21\u578b\u4e4b\u5916\u7684\u4e00\u5207\uff0c\u5305\u62ec\u4ee3\u7801\u3001\u914d\u7f6e\u3001\u6267\u884c\u903b\u8f91\u3001\u53cd\u9988\u5faa\u73af\u3001\u7ea6\u675f\u673a\u5236\uff0c\u90fd\u5c5e\u4e8eHarness\u7684\u8303\u7574\u3002<\/p>\n<p>\u4e0d\u96be\u770b\u51fa\uff0c<strong>Harness\u662f\u9a6f\u670d\u5927\u6a21\u578b\u6f8e\u6e43\u52a8\u529b\u7684\u8bc0\u7a8d\uff0c\u4e5f\u662f\u5dee\u5f02\u5316\u7ade\u4e89\u529b\u7684\u5173\u952e\u6240\u5728\uff0c\u901a\u8fc7\u4f18\u5316\u5de5\u7a0b\u5316\u80fd\u529b\uff0c\u5c31\u53ef\u4ee5\u8fbe\u5230\u5316\u8150\u673d\u4e3a\u795e\u5947\u7684\u6548\u679c\u3002<\/strong><\/p>\n<p>Anthropic\u7684\u4e00\u7ec4\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u540c\u4e00\u4e2a\u6a21\u578b\u3001\u540c\u4e00\u53e5\u63d0\u793a\u8bcd\uff0c\u7528\u7b80\u5355\u65b9\u5f0f\u8dd120\u5206\u949f\u82b19\u7f8e\u5143\uff0c\u6838\u5fc3\u529f\u80fd\u5b8c\u5168\u65e0\u6548;\u800c\u7528\u5b8c\u6574\u7684Harness\u8dd16\u5c0f\u65f6\uff0c\u82b1200\u7f8e\u5143\uff0c\u4ea4\u4ed8\u4e86\u4e00\u4e2a\u771f\u6b63\u53ef\u7528\u7684\u6e38\u620f\uff0c\u6838\u5fc3\u4ea4\u4e92\u5168\u90e8\u8dd1\u901a\u3002<\/p>\n<p>\u4e00\u8a00\u4ee5\u853d\u4e4b\uff0cHarness\u53ef\u4ee5\u6ee1\u8db3\u4f01\u4e1a\u201c\u5411\u667a\u80fd\u5316\u8981\u4ea7\u4e1a\u6548\u7387\u201d\u7684\u6838\u5fc3\u8bc9\u6c42\u3002<\/p>\n<h2><strong>\u817e\u8baf\u4e91\u7684Harness\u957f\u4ec0\u4e48\u6837<\/strong><\/h2>\n<p>\u4ee5\u4e0a\u53ef\u89c1\uff0c\u552f\u6709\u5e2e\u52a9\u4f01\u4e1a\u642d\u597dHarness\uff0c\u624d\u53ef\u4ee5\u6253\u901aAI\u7684\u5168\u6808\u80fd\u529b\uff0c\u771f\u6b63\u89e3\u51b3AI\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\u3002<\/p>\n<p>\u4e2d\u91d1\u516c\u53f8\u4e5f\u6301\u6709\u540c\u6837\u7684\u89c2\u70b9:\u201c\u4e91\u5382\u5546\u7684\u7ade\u4e89\u683c\u5c40\u5728\u91cd\u6784\uff0c\u8fc7\u53bb\u6bd4\u7b97\u529b\u548c\u5e26\u5bbd\uff0c\u672a\u6765\u6bd4\u7684\u662fHarness\u3001\u573a\u666f\u548c\u751f\u6001\u3002\u4e91\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u6b63\u5728\u4ece\u5356\u7b97\u529b\u5347\u7ea7\u4e3a\u4ee5AI\u80fd\u529b\u4e3a\u6838\u5fc3\u7684\u4ef7\u503c\u5b9a\u4ef7\u3002\u201d<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u817e\u8baf\u4e91\u63d0\u4f9b\u4e86Harness\u5168\u6808\u7ec4\u4ef6\uff0c\u5bf9\u6a21\u578b\u80fd\u529b\u8fdb\u884c\u4e86\u5168\u94fe\u8def\u5de5\u7a0b\u5316\uff0c\u4e0e\u4e00\u8f86F1\u8d5b\u8f66\u6709\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\u3002<\/p>\n<p><strong>\u9996\u5148\u662f\u5f15\u64ce\uff0c\u597d\u6bd4\u6a21\u578b\u670d\u52a1\uff0c\u4f5c\u4e3aAgent\u7684\u201c\u5927\u8111\u201d\u3002<\/strong>\u4e3a\u4e86\u6301\u7eed\u4fdd\u6301\u7684\u7ade\u4e89\u529b\uff0c\u4f01\u4e1a\u667a\u80fd\u4f53\u5bf9\u6a21\u578b\u9009\u62e9\u3001\u6210\u672c\u63a7\u5236\u7b49\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\uff0c\u95ee\u9898\u5728\u4e8e\u4e3b\u6d41\u5927\u6a21\u578b\u5b58\u5728\u4ea4\u66ff\u9886\u8dd1\u7684\u73b0\u8c61\uff0c\u201c\u5404\u9886\u98ce\u9a9a100\u5929\u201d\uff0c\u4e14\u4e0d\u540c\u5927\u6a21\u578b\u7684Token\u4f18\u60e0\u4e0d\u4e00\u6837\u3001\u8d39\u7528\u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u4e8e\u662f\u4e4e\uff0c\u201c\u7269\u4f18\u4ef7\u5ec9\u201d\u6210\u4e3aAgent\u7684\u6838\u5fc3\u8bc9\u6c42\u3002<\/p>\n<p>\u9488\u5bf9\u4f01\u4e1a\u591a\u6837\u5316\u7684\u6a21\u578b\u8c03\u7528\u9700\u6c42\uff0c\u817e\u8baf\u4e91\u5c06MaaS\u8fed\u4ee3\u4e3aTokenHub\uff0c\u96c6\u6210\u81ea\u7814\u7684\u6df7\u5143\u5927\u6a21\u578b\u4ee5\u53caDeepSeek\u3001MiniMax\u3001Kimi\u3001GLM\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\uff0c\u5e76\u5141\u8bb8\u4f01\u4e1a\u901a\u8fc7Token Plan\u7edf\u4e00\u8ba1\u8d39\u3001\u6309\u9700\u9009\u7528\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u5de8\u65e5\u7984\u6df1\u6709\u4f53\u4f1a\u3002<\/p>\n<p>\u5de8\u65e5\u7984\u662f\u4e00\u5bb6AI\u6f2b\u5267\u521b\u4f5c\u5e73\u53f0\uff0c\u521b\u59cb\u4eba\u6770\u592b\u628a\u81ea\u5df1\u6bd4\u55bb\u6210\u4e00\u4e2a\u77ed\u5267\u5236\u4f5c\u7684\u5c71\u59c6\u8d85\u5e02\uff0c\u5e0c\u671b\u628a<span class=\"spamTxt\">\u6700\u65b0<\/span><span class=\"spamTxt\">\u6700\u597d<\/span>\u7684AI\u5de5\u5177\u63d0\u4f9b\u7ed9\u5185\u5bb9\u521b\u4f5c\u8005\uff0c\u6309\u7167\u6bcf\u5468\u66f4\u65b0\u7684\u8fdb\u5ea6\u6765\u66f4\u65b0\u5e73\u53f0\u4e0a\u7684\u7d20\u6750\u3002<\/p>\n<p>\u4ed6\u544a\u8bc9\u950c\u523b\u5ea6:\u201c\u4e91\u5382\u50cf\u517b\u725b\u7684\uff0c\u6211\u4eec\u662f\u505a\u725b\u6392\u7684\uff0c\u817e\u8baf\u4e91\u6709<span class=\"spamTxt\">\u6700\u65b0<\/span>\u7684AI\u6280\u672f\uff0c\u6211\u4eec\u6709\u4e00\u7ebf\u7684know 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class=\"spamTxt\">\u6700\u4f73<\/span>\u642d\u5b50\uff0cMiniMax\u5c31\u662f<span class=\"spamTxt\">\u6700\u597d<\/span>\u7684\u660e\u8bc1\u3002<\/p>\n<p>MiniMax\u662f\u56fd\u5185\u98ce\u5934\u6b63\u76db\u7684\u5927\u6a21\u578b\u4e4b\u4e00\uff0c\u5176\u80fd\u591f\u4fdd\u6301\u6708\u5ea6\u53d1\u7248\u3001\u8dfb\u8eab\u5168\u7403\u5f00\u6e90\u6a21\u578b\u7684<span class=\"spamTxt\">\u7b2c\u4e00<\/span>\u68af\u961f\uff0c\u79bb\u4e0d\u5f00\u6c99\u7bb1\u8fd9\u4e2aHarness\u80fd\u529b\u7684\u5f3a\u529b\u652f\u6491\u3002<\/p>\n<p>\u5927\u6a21\u578b\u8981\u4e0d\u65ad\u8fdb\u5316\uff0c\u5c31\u9700\u8981\u4e0d\u65ad\u8fdb\u884c\u8bad\u7ec3\uff0c\u5373\u201c\u5199\u4ee3\u7801\u2192\u8dd1\u6d4b\u8bd5\u2192\u770b\u62a5\u9519\u2192\u518d\u6539\u8fdb\u201d\uff0c\u4e3a\u4e86\u52a0\u5feb\u8bad\u7ec3\u8fdb\u5ea6\uff0c\u9ad8\u5e76\u53d1\u6210\u4e3a\u5e38\u6001\uff0c\u751a\u81f3\u9700\u8981\u540c\u65f6\u5f00\u542f\u4e0a\u4e07\u4e2a\u6d4b\u8bd5\u73af\u5883\uff0c\u66f4\u4e3a\u4e25\u82db\u7684\u662f\u6bcf\u4e2a\u6d4b\u8bd5\u73af\u5883\u90fd\u9700\u8981\u72ec\u7acb\u8fd0\u884c\uff0c\u8fd9\u610f\u5473\u7740\u9ad8\u5e76\u53d1\u4e0e\u5feb\u54cd\u5e94\u5fc5\u987b\u5e76\u5b58\u3002<\/p>\n<p>\u95ee\u9898\u5728\u4e8e\uff0c\u4f20\u7edf\u5bb9\u5668K8S\u5f00\u542f\u4e00\u4e2a\u6d4b\u8bd5\u73af\u5883\u8981\u51e0\u5341\u79d2\uff0c\u5f00\u542f\u4e0a\u4e07\u4e2a\u5c31\u4f1a\u8fc7\u8f7d\uff0c\u5bfc\u81f4GPU\u7a7a\u7b49\u4efb\u52a1\u5f00\u59cb\uff0c\u767d\u767d\u6d6a\u8d39\u4e86\u5b9d\u8d35\u7684\u7b97\u529b\u3002<\/p>\n<p>\u6bd5\u7adf\uff0cAgent\u662f\u6309\u6b21\u8c03\u8d77\u3001\u6309\u6beb\u79d2\u8ba1\u8d39\u7684\uff0c\u5927\u6a21\u578b\u8bad\u7ec3\u54ea\u6015\u542f\u52a8\u6162\u4e00\u6beb\u79d2\uff0c\u4e5f\u4f1a\u62ac\u9ad8\u4f01\u4e1a\u8bad\u7ec3\u6210\u672c\u3001\u964d\u4f4e\u6d4b\u8bd5\u4f53\u9a8c\u3002<\/p>\n<p><strong>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u75db\u70b9\uff0c\u817e\u8baf\u4e91\u4e0eMiniMax\u4e00\u8d77\u6253\u9020\u4e86Agent Runtime\u6c99\u7bb1\u3002<\/strong><\/p>\n<p>Agent Runtime\u6c99\u7bb1\u53ef\u4ee5\u767e\u6beb\u79d2\u542f\u52a8\uff0c\u6bd4\u4f20\u7edf\u5bb9\u5668\u5feb50\u500d\uff0c\u5728\u5927\u89c4\u6a21Agent\u8bad\u7ec3\u573a\u666f\u4e0b\u53ef\u4ee5\u5b9e\u73b0 \u201c\u73af\u5883\u79d2\u5f00\u3001\u7528\u5b8c\u5373\u5220\u201d\uff0c\u8ba9Agent\u8bad\u7ec3\u66f4\u5feb\u3001\u66f4\u7701\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4f20\u7edfAgent\u6c99\u7bb1\u4e3a\u4e86\u542f\u52a8\u5feb\u3001\u7701\u8d44\u6e90\uff0c\u5f80\u5f80\u9009\u62e9\u5171\u4eab\u4e00\u4e2a\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\uff0c\u4e00\u65e6\u67d0\u4e2a\u6d4b\u8bd5\u73af\u5883\u89e6\u53d1\u4e86\u5185\u6838\u6f0f\u6d1e\uff0c\u5219\u53ef\u80fd\u5bfc\u81f4\u7a7f\u51fa\u6c99\u7bb1\u6ce2\u53ca\u4e3b\u673a\u3002<\/p>\n<p>\u800c\u817e\u8baf\u4e91\u7684\u6bcf\u4e2a\u6c99\u7bb1\u90fd\u8fd0\u884c\u5728\u72ec\u7acb\u7684\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u4e4b\u4e0a\uff0c\u5728\u786c\u4ef6\u5c42\u9762\u5c31\u8fdb\u884c\u4e86\u5f7b\u5e95\u9694\u79bb\uff0c\u5373\u4fbf\u5355\u4e2a\u6c99\u7bb1\u51fa\u73b0\u5f02\u5e38\uff0c\u4e5f\u4e0d\u4f1a\u5f71\u54cd\u6ea2\u51fa\u3002<\/p>\n<p>\u4e0d\u4e45\u524d\uff0c\u817e\u8baf\u4e91\u6b63\u5f0f\u5f00\u6e90\u4e86Agent Runtime\u6c99\u7bb1\u7684\u5e95\u5ea7Cube Sandbox\uff0c\u60e0\u53ca\u66f4\u591aAgent\u52a9\u529b\u66f4\u591a\u4f01\u4e1a\u91cd\u5851\u751f\u4ea7\u529b\u3002<\/p>\n<p>\u6280\u672f\u4e4b\u5916\uff0cHarness\u4e5f\u6253\u901a\u4e86\u5546\u4e1a\u5316\u94fe\u8def\u3002<\/p>\n<p>\u8d22\u62a5\u663e\u793a\uff0cMiniMax2025\u5e74\u56fd\u9645\u5e02\u573a\u7684\u8425\u6536\u5360\u6bd4\u9ad8\u8fbe73%\uff0c\u4e1a\u7ee9\u904d\u53ca\u8d85200\u4e2a\u56fd\u5bb6\u53ca\u5730\u533a\uff0c\u7d2f\u8ba1\u670d\u52a1\u8d85\u8fc72.36\u4ebf\u540d\u7528\u6237\u3002<\/p>\n<p>\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u817e\u8baf\u4e91\u8986\u76d6\u5168\u7403\u7684\u8ba1\u7b97\u8282\u70b9\u548cCDN\u52a0\u901f\uff0c\u52a9\u529bMiniMax\u7684Token\u6210\u529f\u51fa\u6d77\u3002<\/p>\n<blockquote><p>\u7531\u4e8e\u4e2d\u56fdToken\u8d85\u9ad8\u7684\u6027\u4ef7\u6bd4\uff0c\u6210\u4e3a\u6d77\u5916\u7528\u6237\u7684\u201c\u5fc3\u5934\u597d\u201d\uff0c\u5728OpenRouter\u5e73\u53f0\u4e0a\uff0cMiniMax\u957f\u671f\u6392\u540d\u4f4d\u5217\u524d\u8305\uff0c\u5176M2\u7cfb\u5217\u6587\u672c\u6a21\u578b\u57282026\u5e742\u6708\u7684\u5e73\u5747\u5355\u65e5Token\u6d88\u8017\u91cf\u8f832025\u5e7412\u6708\u589e\u957f6\u500d\u4ee5\u4e0a\u3002<\/p><\/blockquote>\n<p>\u9700\u6c42\u6fc0\u589e\u4e4b\u4e0b\uff0c\u5bf9Harness\u7684\u8981\u6c42\u4e5f\u6c34\u6da8\u8239\u9ad8\u3002<\/p>\n<p>\u817e\u8baf\u4e91\u4e0d\u4f46\u901a\u8fc7\u5f39\u6027\u6269\u5bb9\u4e0e\u667a\u80fd\u6d41\u91cf\u8c03\u5ea6\uff0c\u8ba9MiniMax\u4ece\u5bb9\u5e94\u5bf9Token\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u8fd8\u5728\u5b89\u5168\u3001\u5408\u89c4\u7b49\u65b9\u9762\u5927\u529b\u652f\u6301\uff0c\u5e2e\u52a9MiniMax\u5728\u4e0d\u540c\u56fd\u5bb6\u548c\u5730\u533a\u590d\u6742\u7684\u76d1\u7ba1\u73af\u5883\u4e2d\u6210\u529f\u843d\u5730\u751f\u6839\u3002<\/p>\n<p>\u201cMiniMax\u7684\u6a21\u578b\u4eca\u5929\u5df2\u7ecf\u8dd1\u5728\u6211\u4eec\u7684CodeBuddy\u3001WorkBuddy\u91cc\u9762\u4e86\uff0c\u6211\u4eec\u5e2e\u4ed6\u4eec\u7684\u6a21\u578b\u8fdb\u5316\u66f4\u5feb\uff0c\u4ed6\u4eec\u7684\u6a21\u578b\u8ba9\u6211\u4eec\u7684\u4ea7\u54c1\u66f4\u5f3a\u3002\u201d\u674e\u5f3a\u5982\u662f\u8bf4\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c<strong>MiniMax\u6a21\u578b\u5728\u817e\u8baf\u4e91\u4e0a\u8bad\u7ec3\u5f97\u66f4\u5feb\u3001\u6210\u957f\u5f97\u8d8a\u4e45\uff0c\u817e\u8baf\u4e91\u7684Harness\u4e5f\u4f1a\u76f8\u5e94\u53d8\u5f97\u66f4\u5f3a\u5927\u66f4\u4f18\u79c0\u3002<\/strong><\/p>\n<p>\u5f7c\u6b64\u4fe1\u4efb\u4e0e\u5171\u8bc6\u4e4b\u4e0b\uff0c\u4e00\u4e2a\u4e0d\u65ad\u5faa\u73af\u3001\u5171\u751f\u5171\u8363\u7684\u98de\u8f6e\u6b63\u5728\u52a0\u901f\u8f6c\u52a8\uff0c\u5e26\u52a8\u6280\u672f\u4f18\u52bf\u4e0d\u65ad\u653e\u5927\u3001\u6570\u636e\u8d44\u4ea7\u4e0d\u65ad\u6c89\u6dc0\uff0c\u6700\u7ec8\u8fce\u6765\u5f3a\u8005\u6052\u5f3a\u7684\u7ade\u4e89\u683c\u5c40\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cMiniMax\u5e76\u975e\u4e2a\u4f8b\u3002<\/p>\n<p>\u534e\u4f4f\u96c6\u56e2\u57fa\u4e8e\u817e\u8baf\u4e91\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0\uff0c\u6253\u9020\u4e86\u4e1a\u754c\u9996\u4e2a\u89c4\u6a21\u5316\u843d\u5730\u7684\u9152\u5e97\u667a\u80fd\u4f53\u201cAI\u4f4f\u4e2d\u670d\u52a1\u201d\uff0c\u5df2\u57281\u4e07\u5bb6\u95e8\u5e97\u843d\u5730\uff0c73%\u9ad8\u9891\u9700\u6c425\u79d2\u81ea\u52a8\u5904\u7406\uff0c\u90e8\u5206\u95e8\u5e97\u65e5\u4f7f\u7528\u738794%;\u62d3\u7af9\u63a5\u5165\u817e\u8baf\u6df7\u51433D\u540e\uff0c\u5c063D\u6253\u5370\u5efa\u6a21\u5468\u671f\u4ece\u8fc7\u53bb\u7684\u6570\u5c0f\u65f6\u538b\u7f29\u5230\u5206\u949f\u7ea7;\u5fb7\u56fd\u8f6f\u4ef6\u516c\u53f8 Maxon\u5c06\u6df7\u51433D\u96c6\u6210\u8fdbC4D\u2014\u2014\u4e2d\u56fd\u6a21\u578b\u80fd\u529b\u53cd\u5411\u8f93\u51fa\u5168\u7403\u2026\u2026<\/p>\n<p>\u4e0a\u8ff0\u516c\u53f8\u6240\u5904\u7684\u884c\u4e1a\u4e0d\u540c\uff0c\u9762\u4e34\u7684\u5374\u662f\u540c\u4e00\u4e2a\u95ee\u9898:\u5728\u6a21\u578b\u5230\u4f4d\u7684\u80cc\u666f\u4e4b\u4e0b\uff0c\u600e\u4e48\u5728\u4e1a\u52a1\u91cc\u8dd1\u8d77\u6765\uff0c\u91ca\u653e<span class=\"spamTxt\">\u6700\u5927<\/span>\u7684\u751f\u4ea7\u529b\u3002<\/p>\n<p>\u8fd9\u5c31\u662fHarness\u7684\u62ff\u624b\u597d\u620f\uff0c\u901a\u8fc7\u89e3\u51b3\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u8ba9AI\u4ece\u201c\u80fd\u7528\u3001\u597d\u7528\u201d\u8d70\u5411\u201c\u6613\u7528\u3001\u7231\u7528\u201d\u3002<\/p>\n<h2><strong>\u91cd\u5e86\u4e3a\u4f55\u662fAI\u843d\u5730\u7684<span class=\"spamTxt\">\u6700\u4f73<\/span>\u6837\u672c<\/strong><\/h2>\n<p>Harness\u5168\u94fe\u8def\u7684\u201c\u6574\u8f66\u4ea4\u4ed8\u201d\u80fd\u529b\uff0c\u552f\u6709\u4e0e\u4ea7\u4e1a\u5171\u632f\u624d\u53ef\u4ee5\u91ca\u653e<span class=\"spamTxt\">\u6700\u5927<\/span>\u7684\u4ef7\u503c\uff0c\u800c\u91cd\u5e86\u63d0\u4f9b\u4e86<span class=\"spamTxt\">\u6700\u4f73<\/span>\u7684\u821e\u53f0\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e2d\u56fd\u897f\u90e8<span 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