{"id":2484,"date":"2026-03-09T15:00:29","date_gmt":"2026-03-09T07:00:29","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/03\/09\/%e9%be%99%e8%99%be%e6%9c%80%e4%bd%b3%e9%80%82%e9%85%8d%e6%a8%a1%e5%9e%8b%ef%bc%8copenclaw%e4%b9%8b%e7%88%b6%e7%bb%99%e5%87%ba%e4%ba%86%e6%8e%a8%e8%8d%90\/"},"modified":"2026-03-09T15:00:29","modified_gmt":"2026-03-09T07:00:29","slug":"%e9%be%99%e8%99%be%e6%9c%80%e4%bd%b3%e9%80%82%e9%85%8d%e6%a8%a1%e5%9e%8b%ef%bc%8copenclaw%e4%b9%8b%e7%88%b6%e7%bb%99%e5%87%ba%e4%ba%86%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/03\/09\/%e9%be%99%e8%99%be%e6%9c%80%e4%bd%b3%e9%80%82%e9%85%8d%e6%a8%a1%e5%9e%8b%ef%bc%8copenclaw%e4%b9%8b%e7%88%b6%e7%bb%99%e5%87%ba%e4%ba%86%e6%8e%a8%e8%8d%90\/","title":{"rendered":"\u9f99\u867e\u6700\u4f73\u9002\u914d\u6a21\u578b\uff0cOpenClaw\u4e4b\u7236\u7ed9\u51fa\u4e86\u63a8\u8350"},"content":{"rendered":"
\"\u9f99\u867e\u6700\u4f73\u9002\u914d\u6a21\u578b\uff0cOpenClaw\u4e4b\u7236\u7ed9\u51fa\u4e86\u63a8\u8350\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u4f73\u9002\u914d\u6a21\u578b\uff0cOpenClaw\u4e4b\u7236\u7ed9\u51fa\u4e86\u63a8\u8350\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u4f73\u9002\u914d\u6a21\u578b\uff0cOpenClaw\u4e4b\u7236\u7ed9\u51fa\u4e86\u63a8\u8350\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u4f73\u9002\u914d\u6a21\u578b\uff0cOpenClaw\u4e4b\u7236\u7ed9\u51fa\u4e86\u63a8\u8350\"\/<\/div><\/figure>\n

\u9f99\u867e\u592a\u706b\uff0c\u6240\u6709\u4eba\u90fd\u60f3\u4e00\u8bd5\u3002\u4f46\u771f\u5230\u4e86\u4e0a\u624b\u73af\u8282\u5c31\u4f1a\u8fce\u6765\u7b2c\u4e00\u9053\u201c\u62e6\u8def\u864e\u201d\u2014\u2014<\/p>\n

\u6025\u6025\u6025\uff0c\u7a76\u7adf\u54ea\u4e2a\u6a21\u578b\u6700\u9002\u5408OpenClaw\u554a\uff1f\uff1f<\/p>\n

\u77e5\u9053\u4f60\u6025\uff0c\u9f99\u867e\u4e4b\u7236\u4eb2\u81ea\u8d76\u6765\u652f\u62db\u4e86\uff1a\u53ef\u4ee5\u5173\u6ce8\u8fd9\u4e2a\u56e0\u5439\u65af\u6c40\u7684\u699c\u5355\u3002<\/p>\n

\u699c\u5355\u540d\u4e3aPinchBench\uff0c\u4e13\u4e3a\u9f99\u867e\u800c\u751f\uff0c\u4ece\u6210\u529f\u7387\u3001\u901f\u5ea6\u3001\u4ef7\u683c\u7b49\u7ef4\u5ea6\u8bc4\u4f30\u5168\u7403\u5927\u6a21\u578b\u5bf9OpenClaw\u7684\u9002\u914d\u7a0b\u5ea6\u3002\uff08\u5212\u91cd\u70b9\uff0c\u8fd8\u662f\u5b9e\u65f6\u66f4\u65b0\u90a3\u79cd\uff09<\/p>\n

\u8fd9\u4e2a\u699c\u5355\u5176\u5b9e\u4eca\u5e742\u6708\u5e95\u5c31\u51fa\u73b0\u4e86\uff0c\u4f46\u73b0\u5728\u5374\u66f4\u706b\u4e86\u2014\u2014<\/p>\n

\u8fd9\u91cc\u9762\u4e0d\u6b62\u6709\u9f99\u867e\u4e4b\u7236\u63a8\u8350\u7684\u529f\u52b3\uff0c\u66f4\u91cd\u8981\u7684\u539f\u56e0\u662f\u54b1\u4e2d\u56fd\u6a21\u578b\u7684\u8868\u73b0\u786e\u5b9e\u51fa\u8272\u3002\uff08\u8001\u5916\u4e00\u770b\uff0c\u55ef\uff1f\uff1f\uff09<\/p>\n

\u719f\u6089\u9f99\u867e\u7684\u670b\u53cb\u90fd\u77e5\u9053\uff0c\u8fd9\u9009\u6a21\u578b\u53ef\u662f\u4e00\u4ef6\u5927\u4e8b\u3002<\/p>\n

\u6bd5\u7adf\u9f99\u867e\u8fd9\u73a9\u610f\u513f\u4e00\u5403token\u8017\u94b1\uff0c\u4e8c\u53c8\u4e0d\u80fd\u592a\u6162\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

\u6362\u8a00\u4e4b\uff0c\u4eba\u4eba\u90fd\u5728\u4ef7\u683c\u548c\u901f\u5ea6\u4e4b\u95f4\u8270\u96be\u8d70\u94a2\u4e1d\u3002<\/p>\n

\u800cPinchBench\u8981\u505a\u7684\uff0c\u5c31\u662f\u76f4\u63a5\u544a\u8bc9\u4f60\u7b54\u6848\u2014\u2014\u5b83\u6309\u7167\u6210\u529f\u7387\u3001\u901f\u5ea6\u3001\u4ef7\u683c\u8fd9\u4e09\u4e2a\u57fa\u672c\u7ef4\u5ea6\u5bf9\u5168\u7403\u6a21\u578b\u8fdb\u884c\u6392\u540d\uff0c\u6240\u4ee5\u54ea\u4e2a\u6a21\u578b\u66f4\u64c5\u957f\u4ec0\u4e48\u57fa\u672c\u90fd\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n

\u622a\u81f3\u672c\u6587\u53d1\u7a3f\u524d\uff0c\u699c\u5355\u5177\u4f53\u60c5\u51b5\u5982\u4e0b\u2014\u2014<\/p>\n

\u6574\u4f53\u800c\u8a00\uff0c\u4e2d\u56fd\u6a21\u578b\u5728\u6210\u529f\u7387\u548c\u901f\u5ea6\u65b9\u9762\u90fd\u6709\u4e0d\u4fd7\u8868\u73b0\uff0c\u4ef7\u683c\u65b9\u9762\u5219\u7a0d\u900a\u3002<\/p>\n

\u6bd4\u6210\u529f\u7387\uff0c\u9664\u4e86\u7b2c\u4e00\u540d\u8c37\u6b4cGemini 3 Flash\uff0c\u7b2c\u4e8c\u3001\u7b2c\u4e09\u540d\u90fd\u51fa\u81ea\u56fd\u5185\u3002<\/p>\n

\u800c\u4e14\u6ce8\u610f\u6ca1\uff0cMiniMax\u7528\u7684\u8fd8\u4e0d\u662f\u5b83\u5bb6\u6700\u65b0\u6a21\u578bMiniMax M2.5\u3002<\/p>\n

\uff08\u6ce8\uff1aMiniMax M2.5\u4e8e\u6625\u8282\u671f\u95f4\u4e0a\u7ebf\uff0c\u5b98\u65b9\u4e3b\u6253\u201c\u8ba9\u65e0\u9650\u8fd0\u884c\u590d\u6742Agent\u5728\u7ecf\u6d4e\u4e0a\u53ef\u884c\u201d\u3002\uff09<\/p>\n

\u6bd4\u901f\u5ea6\uff0c\u56fd\u4ea7\u6a21\u578bMiniMax M2.5\u66f4\u662f\u4e00\u4e3e\u8d85\u8d8aGemini\u3001Llama\u7b49\u6a21\u578b\uff0c\u767b\u4e0a\u699c\u9996\u3002<\/p>\n

\u5f53\u65f6\u53d1\u5e03\u65f6\uff0cMiniMax M2.5\u5c31\u5728SWE-Bench Verified\u6d4b\u8bd5\u4e2d\uff0c\u5b8c\u6210\u4efb\u52a1\u7684\u901f\u5ea6\u8f83\u4e0a\u4e00\u4ee3M2.1\u63d0\u5347\u4e8637%\uff0c\u7aef\u5230\u7aef\u8fd0\u884c\u65f6\u95f4\u7f29\u77ed\u81f322.8\u5206\u949f\uff0c\u4e0eClaude Opus 4.6\u6301\u5e73\u3002<\/p>\n

\u800cClaude Opus 4.6\u7684\u6700\u65b0\u6392\u540d\u662f30\uff08M2.1\u662f\u7b2c22\uff09\u3002<\/p>\n

\u4e0d\u8fc7\u5728\u4ef7\u683c\u65b9\u9762\uff0c\u56fd\u4ea7\u6a21\u578b\u548cOpenAI\u3001\u8c37\u6b4c\u6a21\u578b\u76f8\u6bd4\u5219\u7f3a\u4e4f\u4f18\u52bf\u3002<\/p>\n

\u6392\u7b2c\u4e00\u7684GPT-5-nano\uff08\u4e13\u4e3a\u8f7b\u91cf\u7ea7\u3001\u9ad8\u6027\u4ef7\u6bd4\u573a\u666f\u8bbe\u8ba1\uff09\uff0c\u8f93\u5165\u4ef7\u683c\u4f4e\u81f30.05\u7f8e\u5143\/\u767e\u4e07tokens\uff0c\u8f93\u51fa\u4ef7\u683c\u4f4e\u81f30.40\u7f8e\u5143\/\u767e\u4e07tokens\u3002<\/p>\n

\u800c\u56fd\u4ea7\u6a21\u578b\u4e2d\u6700\u4fbf\u5b9c\u7684MiniMax M2.1\uff0c\u8f93\u5165\u4ef7\u683c\u4e3a2.1\u5143\/\u767e\u4e07tokens\uff08\u7ea60.3\u7f8e\u5143\/\u767e\u4e07tokens\uff09\uff0c\u8f93\u51fa\u4ef7\u683c\u4e3a8.4\u5143\/\u767e\u4e07tokens\uff08\u7ea61.2\u7f8e\u5143\/\u767e\u4e07tokens\uff09\u3002<\/p>\n

\u5e73\u5747\u4e0b\u6765\uff0c\u540e\u8005\u7684\u4ef7\u683c\u51e0\u4e4e\u662f\u524d\u8005\u76843\u500d\u3002<\/p>\n

\u7efc\u5408\u6765\u770b\uff0c\u5982\u679c\u8981\u5728\u6210\u529f\u7387\u548c\u4ef7\u683c\u4e4b\u95f4\u53d6\u5f97\u6700\u4f73\u5e73\u8861\uff0c\u4e0b\u9762\u8fd9\u5f20\u56fe\u53ef\u4ee5\u4f5c\u4e3a\u53c2\u8003\u3002<\/p>\n

\u5de6\u4e0a\u89d2\u7684\u65b9\u6846\u5df2\u7ecf\u5708\u9009\u51fa\u4e86\u8fd8\u4e0d\u9519\u7684\u6a21\u578b\u2014\u2014\u4e00\u51718\u4e2a\uff0c\u5176\u4e2d\u67094\u4e2a\u8fd8\u90fd\u662f\u4e2d\u56fd\u6a21\u578b\u3002<\/p>\n

Anyway\uff0c\u5728\u8fd9\u4efd\u4e13\u4e3a\u9f99\u867e\u800c\u751f\u7684Benchmark\u4e2d\uff0c\u56fd\u4ea7\u6a21\u578b\u7684\u542b\u91cf\u786e\u5b9e\u5f88\u9ad8\uff0c\u800c\u4e14\u5728\u67d0\u4e9b\u5355\u9879\u4e0a\u8868\u73b0\u51fa\u8272\u3002<\/p>\n

\u90a3\u4e48\u95ee\u9898\u6765\u4e86\uff0c\u8fd9\u699c\u5355\u9760\u8c31\u5417\uff1f\u80cc\u540e\u7684\u7b5b\u9009\u673a\u5236\u53c8\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u6765\u770bPinchBench\u7684\u4ecb\u7ecd\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0cPinchBench\u5e76\u4e0d\u662f\u67d0\u5bb6\u5927\u5382\u63a8\u51fa\u7684\u6807\u51c6Benchmark\uff0c\u800c\u662f\u6765\u81ea\u4e00\u652f\u505aAgent\u57fa\u7840\u8bbe\u65bd\u7684\u521b\u4e1a\u56e2\u961f\u3002<\/p>\n

\u56e2\u961f\u540d\u4e3aKilo AI\uff0c\u7531GitLab\u524d\u8054\u5408\u521b\u59cb\u4eba\u517cCEO Sid Sijbrandij\u6295\u8d44\u5e76\u53c2\u4e0e\u521b\u7acb\uff0c\u66fe\u63a8\u51fa\u7206\u706b\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u5de5\u5177Kilo Code\u3002<\/p>\n

\u5e74\u521d\u9f99\u867e\u7206\u706b\u540e\uff0c\u4ed6\u4eec\u53c8\u987a\u52bf\u63a8\u51fa\u4e86\u57fa\u4e8eOpenClaw\u6784\u5efa\u7684\u5168\u6258\u7ba1\u667a\u80fd\u4f53\u5e73\u53f0KiloClaw\u3002<\/p>\n

\u800c\u968f\u7740KiloClaw\u4e00\u8d77\u53d1\u5e03\u7684\uff0c\u5c31\u6709PinchBench\u8fd9\u4e2a\u667a\u80fd\u4f53\u6846\u67b6\u8bc4\u6d4b\u5de5\u5177\u3002<\/p>\n

PinchBench\u4e3b\u8981\u88ab\u7528\u6765\u6d4b\u8bd5\u4e0d\u540c\u5927\u6a21\u578b\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u7684\u6267\u884c\u80fd\u529b\uff0c\u548c\u4f20\u7edf\u5927\u6a21\u578bBenchmark\uff08\u6bd4\u5982\u77e5\u8bc6\u95ee\u7b54\u3001\u6570\u5b66\u63a8\u7406\uff09\u4e0d\u540c\uff0c\u5176\u5b9a\u4f4d\u66f4\u63a5\u8fd1\u201cAgent\u80fd\u529b\u6d4b\u8bd5\u201d\u2014\u2014<\/p>\n

\u4e0d\u53ea\u770b\u6a21\u578b\u4f1a\u4e0d\u4f1a\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u770b\u6a21\u578b\u80fd\u4e0d\u80fd\u5b8c\u6210\u4e00\u6574\u4ef6\u4e8b\u3002<\/p>\n

\u76ee\u524d\u5b83\u5927\u7ea6\u5305\u542b23\u4e2a\u771f\u5b9e\u4efb\u52a1\u7684\u6d4b\u8bd5\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p>\n

\u5728\u8bc4\u5206\u673a\u5236\u4e0a\uff0cPinchBench\u91c7\u7528\u7684\u662f\u81ea\u52a8\u5316\u68c0\u67e5+LLM\u8bc4\u5ba1\u7684\u7ec4\u5408\u65b9\u5f0f\uff1a<\/p>\n

\u4e00\u90e8\u5206\u4efb\u52a1\u6709\u660e\u786e\u7684\u81ea\u52a8\u68c0\u67e5\u811a\u672c\uff0c\u4f8b\u5982\u662f\u5426\u751f\u6210\u6b63\u786e\u6587\u4ef6\u3001\u662f\u5426\u5b8c\u6210\u6307\u5b9a\u64cd\u4f5c\u7b49\uff1b\u53e6\u4e00\u90e8\u5206\u4efb\u52a1\u5219\u4f1a\u7531LLM Judge\u6765\u5224\u65ad\u7ed3\u679c\u8d28\u91cf\u3002<\/p>\n

\u6700\u7ec8\u7edf\u8ba1\u7684\u6838\u5fc3\u6307\u6807\u5c31\u662f\u6211\u4eec\u4e0a\u9762\u63d0\u5230\u7684Success Rate\uff08\u4efb\u52a1\u5b8c\u6210\u7387\uff09\u3001Speed\uff08\u5b8c\u6210\u901f\u5ea6\uff09\u3001Cost\uff08\u63a8\u7406\u6210\u672c\uff09\u3002<\/p>\n

\u7531\u4e8e\u8bc4\u6d4b\u65b9\u5f0f\u504f\u5411\u771f\u5b9e\u4efb\u52a1\u6d41\u7a0b\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728PinchBench\u7684\u6392\u884c\u699c\u4e0a\uff0c\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u6709\u610f\u601d\u7684\u73b0\u8c61\u2014\u2014<\/p>\n

\u66f4\u5927\u7684\u6a21\u578b\u5e76\u975e\u603b\u662f\u5236\u80dc\u4e4b\u9053\u3002<\/p>\n

\u6362\u8a00\u4e4b\uff0c\u90a3\u4e9b\u504fAgent\u4f18\u5316\u6216\u63a8\u7406\u6548\u7387\u66f4\u9ad8\u7684\u6a21\u578b\uff0c\u6392\u540d\u53cd\u800c\u6bd4\u4f20\u7edf\u4e3b\u6d41\u5927\u6a21\u578b\u66f4\u9760\u524d\u3002<\/p>\n

\u8fd9\u4e00\u70b9\u4e5f\u662fPinchBench\u6700\u8fd1\u5728\u5708\u5b50\u91cc\u88ab\u9891\u7e41\u8ba8\u8bba\u7684\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n

BTW\uff0cPinchBench\u76ee\u524d\u8fd8\u662f\u5b8c\u5168\u5f00\u6e90\u7684\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u5728\u5e73\u53f0\u4e0a\u81ea\u884c\u8fd0\u884c\u6216\u6dfb\u52a0\u65b0\u4efb\u52a1\u3002<\/p>\n

\u5982\u679c\u4ee5\u540e\u4e0d\u77e5\u9053\u600e\u4e48\u9009\u6a21\u578b\uff0c\u4e0d\u59a8\u81ea\u5df1\u52a8\u624b\u4e00\u8bd5\u3002<\/p>\n

PinchBench\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/pinchbench\/skill<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

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