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\u7b2c\u4e8c\u4e2a\u662f\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n

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\u6a21\u578b\u4e0d\u9700\u8981\u5728\u8bad\u7ec3\u65f6\u5c31\u5b66\u4f1a\u6240\u6709\u77e5\u8bc6\uff0c\u5b83\u53ea\u9700\u8981\u80fd\u5feb\u901f\u5438\u6536\u65b0\u5de5\u5177\u3001\u65b0API\u3001\u65b0\u4e1a\u52a1\u89c4\u5219\u3002\u5f53\u66f4\u65b0\u5468\u671f\u8db3\u591f\u77ed\uff0c\u6a21\u578b\u5c31\u80fd\u8ddf\u4e0a\u73b0\u5b9e\u4e16\u754c\u7684\u53d8\u5316\u901f\u5ea6\u3002<\/p>\n

\u7b2c\u4e09\u4e2a\u662f\u81ea\u6211\u5224\u65ad\u3001\u81ea\u6211\u8fdb\u5316\u3002<\/p>\n

\u5510\u6770\u63a8\u6d4b\uff0cClaude\u53ef\u80fd\u5df2\u7ecf\u5b9e\u73b0\u4e86\u57fa\u7840\u7684\u81ea\u8bad\u7ec3\u80fd\u529b\u3002<\/p>\n

\u6a21\u578b\u81ea\u5df1\u5199\u4ee3\u7801\u3001\u6e05\u6d17\u6570\u636e\u3001\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u81ea\u5df1\u3002GPT-5.5\u5c31\u5728\u7528\u6a21\u578b\u751f\u6210\u7684\u4ee3\u7801\u548c\u6d4b\u8bd5\u7528\u4f8b\u6765\u6539\u8fdb\u81ea\u5df1\u7684\u7f16\u7a0b\u80fd\u529b\u3002<\/p>\n

\u5b83\u5f00\u59cb\u77e5\u9053\u81ea\u5df1\u7684\u7b54\u6848\u662f\u5426\u9760\u8c31\uff0c\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u91cd\u8bd5\u3001\u6c42\u8bc1\u6216\u56de\u6eda\u3002<\/p>\n

\u8fd9\u79cd\u80fd\u529b\u5728\u957f\u5468\u671f\u4efb\u52a1\u4e2d\u81f3\u5173\u91cd\u8981\u3002\u56e0\u4e3a\u6ca1\u6709\u4eba\u4f1a\u5728\u65c1\u8fb9\u76d1\u7763\u6bcf\u4e00\u6b65\uff0c\u6a21\u578b\u5fc5\u987b\u81ea\u5df1\u5224\u65ad\u5f53\u524d\u65b9\u6848\u662f\u5426\u53ef\u884c\uff0c\u662f\u5426\u9700\u8981\u8c03\u6574\uff0c\u662f\u5426\u5df2\u7ecf\u8fbe\u5230\u76ee\u6807\u3002<\/p>\n

\u4f46\u8fd9\u6761\u8def\u5f84\u4e5f\u5145\u6ee1\u98ce\u9669<\/a>\u3002<\/p>\n

\u81ea\u6211\u8fdb\u5316\u610f\u5473\u7740\u4eba\u7c7b\u5bf9\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u7684\u63a7\u5236\u529b\u5728\u4e0b\u964d\u3002\u5f53\u6a21\u578b\u5f00\u59cb\u81ea\u5df1\u751f\u6210\u8bad\u7ec3\u6570\u636e\u3001\u81ea\u5df1\u8bc4\u4f30\u8bad\u7ec3\u6548\u679c\u65f6\uff0c\u6211\u4eec\u5982\u4f55\u786e\u4fdd\u5b83\u4e0d\u4f1a\u504f\u79bb\u4eba\u7c7b\u7684\u4ef7\u503c\u89c2\uff1f\u6211\u4eec\u5bf9\u4e8eAI\u7684\u4ef7\u503c\u53c8\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u5510\u6770\u7684\u5224\u65ad\u662f\uff0c\u8fd9\u4e9b\u80fd\u529b\u901a\u8fc7\u7cbe\u5de7\u7684\u5de5\u7a0b“tricks”\u5b9e\u73b0\u3002\u8fd9\u610f\u5473\u7740\u8fdb\u5c55\u901f\u5ea6\u4f1a\u6bd4\u5b66\u672f\u754c\u9884\u671f\u7684\u5feb\u5f97\u591a\uff0c\u56e0\u4e3a\u5de5\u7a0b\u5316\u7684\u8fed\u4ee3\u5468\u671f\u8fdc\u77ed\u4e8e\u5b66\u672f\u548c\u6280\u672f\u4e0a\u7684\u521b\u65b0<\/a>\u5468\u671f\u3002<\/p>\n

\u4f60\u53ea\u9700\u8981\u5728\u73b0\u6709\u67b6\u6784\u4e0a\u505a\u66f4\u597d\u7684prompt\u5de5\u7a0b\u3001\u66f4\u7cbe\u7ec6\u7684\u5f3a\u5316\u5b66\u4e60\u3001\u66f4\u53ef\u9760\u7684\u5de5\u5177\u96c6\u6210\u3002<\/p>\n

\u667a\u8c31\u7684GLM-5.1\u5728SWE-Bench Pro\u4e0a\u8fbe\u523058.4%\uff0c\u8d85\u8fc7GPT-5.4\u768457.7%\u548cClaude Opus 4.6\u768457.3%\uff0c\u5c31\u662f\u8fd9\u79cd\u5de5\u7a0b\u5316\u8fed\u4ee3\u7684\u7ed3\u679c\u3002<\/p>\n

\u667a\u8c31\uff1a\u5728\u957f\u5468\u671f\u4efb\u52a1\u8d5b\u9053\u4e0a\u7684\u6218\u7565\u62bc\u6ce8<\/strong><\/h2>\n

\u4f5c\u4e3a\u667a\u8c31\u7684\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u5510\u6770\u53d1\u8fd9\u6761X\u663e\u7136\u4e0d\u53ea\u662f\u6280\u672f\u89c2\u5bdf\uff0c\u8fd8\u591a\u4e86\u4e00\u5c42\u6218\u7565\u5ba3\u8a00\u3002<\/p>\n

\u667a\u8c31\u5728\u56fd\u5185\u5927\u6a21\u578b\u9635\u8425\u4e2d\u7684\u7279\u70b9\u662f\u6280\u672f\u5e95\u5b50\u624e\u5b9e\uff0c\u4f46\u5546\u4e1a\u5316\u8282\u594f\u76f8\u5bf9\u8c28\u614e\u3002<\/p>\n

\u5b83\u4e0d\u50cfKimi\u90a3\u6837\u9760C\u7aef\u7206\u6b3e\u4ea7\u54c1\u5feb\u901f\u8d77\u91cf\uff0c\u4e5f\u4e0d\u50cf\u963f\u91cc\u3001\u767e\u5ea6<\/a>\u90a3\u6837\u6709\u5e9e\u5927\u7684\u751f\u6001\u548c\u6d41\u91cf\u5165\u53e3\u3002<\/p>\n

\u667a\u8c31\u7684\u8def\u7ebf\u4e00\u76f4\u662f“\u6a21\u578b\u80fd\u529b\u5148\u884c\uff0c\u5e94\u7528\u573a\u666f\u8ddf\u8fdb”\u3002\u5148\u628a\u57fa\u5ea7\u6a21\u578b\u505a\u5230\u8db3\u591f\u5f3a\uff0c\u518d\u901a\u8fc7API\u3001\u79c1\u6709\u5316\u90e8\u7f72\u3001\u884c\u4e1a\u89e3\u51b3\u65b9\u6848\u53d8\u73b0\u3002<\/p>\n

\u957f\u5468\u671f\u4efb\u52a1\u8fd9\u4e2a\u65b9\u5411\uff0c\u65e0\u8bba\u662f\u56fd\u5185\u8fd8\u662f\u56fd\u5916\uff0c\u53c2\u4e0e\u7684\u73a9\u5bb6\u90fd\u5f88\u5c11\uff0c\u6ca1\u6709\u660e\u786e\u7684\u9886\u8dd1\u8005\uff0c\u5927\u5bb6\u90fd\u5728\u63a2\u7d22\u9636\u6bb5\u3002<\/p>\n

OpenAI<\/a>\u7684GPT-5.5\uff0c\u5b9a\u4f4d\u5c31\u662f“\u81ea\u4e3b\u4efb\u52a1\u6267\u884c”\uff0c\u5f3a\u8c03\u7684\u662fagent\u80fd\u529b\u548c\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\uff0cOpus 4.7\u4e5f\u662f\u7c7b\u4f3c\u3002<\/p>\n

\u7136\u800c\u4e8c\u8005\u5728\u957f\u5468\u671f\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u90fd\u8fd8\u5dee\u70b9\u610f\u601d\u3002<\/p>\n

\u4e24\u5bb6\u516c\u53f8\u5e76\u6ca1\u6709\u5c55\u73b0\u51fa\u538b\u5012\u6027\u4f18\u52bf\uff0c\u5e02\u573a\u683c\u5c40\u4e5f\u8fd8\u8fdc\u672a\u5b9a\u578b\u3002<\/p>\n

\u867d\u7136\u5728\u7eaf\u6a21\u578b\u80fd\u529b\u4e0a\u8ffd\u8d76GPT\u548cClaude\u5f88\u96be\uff0c\u4e0d\u8fc7\u5728\u957f\u5468\u671f\u4efb\u52a1\u8fd9\u4e2a\u65b0\u65b9\u5411\u4e0a\uff0c\u5927\u5bb6\u90fd\u7ad9\u5728\u540c\u4e00\u6761\u8d77\u8dd1\u7ebf\u4e0a\u3002<\/p>\n

\u5510\u6770\u8fdb\u4e00\u6b65\u63d0\u5230\u4e86NPC\u8fd9\u4e2a\u6982\u5ff5\u3002\u4ed6\u8ba4\u4e3a\u957f\u5468\u671f\u80fd\u529b\u4f1a\u63a8\u8fdb\u4eceOPC\u5230NPC\u7684\u8f6c\u53d8\u3002\u4e00\u4eba\u516c\u53f8\u7684\u903b\u8f91\u662f“\u4eba\u52a0AI\u5de5\u5177”\uff0c\u65e0\u4eba\u516c\u53f8\u7684\u903b\u8f91\u5219\u662f“AI\u7cfb\u7edf\u52a0\u4eba\u7c7b\u76d1\u7763”\u3002<\/p>\n

\u524d\u8005\u662f\u589e\u5f3a\uff0c\u540e\u8005\u662f\u66ff\u4ee3\u3002<\/p>\n

\u4e0d\u8fc7\u65e0\u4eba\u516c\u53f8\u5e76\u4e0d\u662f\u771f\u7684\u6ca1\u6709\u4eba\uff0c\u800c\u662f\u4eba\u7684\u5b9a\u4f4d\u53d1\u751f\u4e86\u6539\u53d8\uff0c\u4ece\u6267\u884c\u8005\u53d8\u6210\u4e86\u76ee\u6807\u8bbe\u5b9a\u8005\u3001\u8d44\u6e90<\/a>\u914d\u7f6e\u8005\u548c\u8d23\u4efb\u627f\u62c5\u8005\u3002<\/strong><\/p>\n

\u771f\u6b63\u88ab\u66ff\u4ee3\u7684\u662f\u4e2d\u95f4\u6267\u884c\u5c42\uff0c\u6bd4\u5982\u90a3\u4e9b\u8d1f\u8d23\u63a8\u8fdb\u4efb\u52a1\u548c\u534f\u8c03\u8d44\u6e90\u7684\u5c97\u4f4d\u3002\u5728NPC\u91cc\uff0c\u4eba\u53ea\u9700\u8981\u8bbe\u5b9a\u76ee\u6807\u548c\u5ba1\u6838\u7ed3\u679c\u3002<\/p>\n

\u843d\u5230\u667a\u8c31\u8eab\u4e0a\uff0c\u5510\u6770\u7684\u89c2\u70b9\u9884\u793a\u7740\u667a\u8c31\u63a5\u4e0b\u6765\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n

\u667a\u8c31GLM-5.1\u7684\u6280\u672f\u767d\u76ae\u4e66\u4e2d\u63d0\u5230\uff0cGLM-5.1\u80fd\u6301\u7eed\u72ec\u7acb\u4f5c\u4e1a8\u4e2a\u5c0f\u65f6\uff0c\u5355\u6b21\u4efb\u52a1\u53ef\u7a33\u5b9a\u6267\u884c1200-1700\u6b65\u64cd\u4f5c\uff0c\u65e0\u9700\u4eba\u5de5\u76d1\u63a7\u4e0e\u5e72\u9884\u3002<\/p>\n

\u4e0d\u8fc7\u8fd9\u53ea\u662f\u4e00\u5f20\u6210\u7ee9\u5355\uff0c\u8981\u771f\u6b63\u8ba9\u4f01\u4e1a\u653e\u5fc3\uff0c\u8fd8\u5f97\u770b\u5b83\u6362\u5230\u66f4\u591a\u573a\u666f\u540e\u4f1a\u4e0d\u4f1a\u6389\u94fe\u5b50\uff0c\u9047\u5230\u6ca1\u89c1\u8fc7\u7684\u95ee\u9898\u65f6\u80fd\u4e0d\u80fd\u9760\u81ea\u5df1\u7684\u624b\u6bb5\u89e3\u51b3\u3002<\/p>\n

\u957f\u5468\u671f\u4efb\u52a1\u4e0d\u662f\u4e00\u4e2a\u901a\u7528\u4ea7\u54c1\uff0c\u5b83\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u573a\u666f\u505a\u6df1\u5ea6\u5b9a\u5236\u3002<\/p>\n

\u8f6f\u4ef6\u5f00\u53d1\u9700\u8981\u7684\u662f\u4ee3\u7801\u7406\u89e3\u548c\u6d4b\u8bd5\u6267\u884c\uff0c\u6cd5\u5f8b\u884c\u4e1a\u9700\u8981\u7684\u662f\u6587\u6863\u68c0\u7d22\u548c\u5408\u89c4\u68c0\u67e5\uff0c\u91d1\u878d\u884c\u4e1a\u9700\u8981\u7684\u662f\u6570\u636e\u5206\u6790\u548c\u98ce\u9669\u8bc4\u4f30\u3002<\/p>\n

\u4e0d\u662f\u8bf4\u628a\u6a21\u578b\u5356\u7ed9\u4f01\u4e1a\u5c31\u5b8c\u4e86\uff0c\u667a\u8c31\u8fd8\u8981\u628a\u6a21\u578b\u6253\u5305\u6210\u80fd\u76f4\u63a5\u4e0a\u624b\u7684agent\u5de5\u5177\u7bb1\uff0c\u5ba2\u6237\u4e0d\u5fc5\u4ece\u96f6\u5f00\u53d1\uff0c\u4e5f\u80fd\u5feb\u901f\u642d\u51fa\u81ea\u5df1\u7684\u957f\u5468\u671f\u4efb\u52a1\u7cfb\u7edf\u3002<\/p>\n

\u957f\u5468\u671f\u4efb\u52a1\u7cfb\u7edf\u4e0d\u662f\u667a\u8c31\u4e00\u5bb6\u80fd\u505a\u51fa\u6765\u7684\uff0c\u5b83\u9700\u8981\u5f00\u53d1\u8005\u8d21\u732e\u5de5\u5177\u548c\u63d2\u4ef6\uff0c\u9700\u8981\u4f01\u4e1a\u5ba2\u6237\u63d0\u4f9b\u771f\u5b9e\u573a\u666f\u548c\u53cd\u9988\uff0c\u8fd8\u9700\u8981\u76d1\u7ba1\u673a\u6784\u5236\u5b9a\u5b89\u5168\u548c\u5408\u89c4\u6807\u51c6\u3002<\/p>\n

\u667a\u8c31\u7684\u5f00\u6e90\u7b56\u7565<\/a>\u5c31\u662f\u5728\u6784\u5efa\u8fd9\u4e2a\u751f\u6001\u3002<\/p>\n

\u4ece\u5e02\u503c\u6765\u770b\uff0c\u667a\u8c31\u662f\u56fd\u4ea7AI\u7684\u4e2d\u6d41\u7825\u67f1\uff0c\u5510\u6770\u7684\u6bcf\u4e00\u4e2a\u5224\u65ad\u90fd\u4f1a\u5bf9\u56fd\u5185AI\u4ea7\u751f\u5f88\u5927\u7684\u5f71\u54cd\u3002<\/p>\n

\u5c31\u4ee5\u5510\u6770\u63d0\u5230\u7684\u81ea\u6211\u8fdb\u5316\u6765\u8bf4\uff0c\u667a\u8c31\u662f\u4f1a\u8ffd\u6c42\u81ea\u6211\u8fdb\u5316\uff1f\u8fd8\u662f\u4f1a\u9009\u62e9\u66f4\u4fdd\u5b88\u7684\u7b56\u7565\uff1f<\/p>\n

\u4eceGLM-5.1\u6765\u770b\uff0c\u667a\u8c31\u5728\u8d70\u4e00\u6761\u4e2d\u95f4\u8def\u7ebf\u3002<\/p>\n

\u4e00\u65b9\u9762\uff0cGLM-5.1\u7684\u8bad\u7ec3\u5df2\u7ecf\u5927\u91cf\u4f7f\u7528\u6a21\u578b\u751f\u6210\u7684\u5408\u6210\u6570\u636e\uff0c\u8fd9\u662f\u81ea\u6211\u8fdb\u5316\u7684\u96cf\u5f62\u3002<\/p>\n

\u53ef\u53e6\u4e00\u65b9\u9762\uff0c\u667a\u8c31\u5f3a\u8c03“\u53ef\u89e3\u91ca\u7684\u3001\u53ef\u76d1\u7ba1\u7684”\u7cfb\u7edf\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4f1a\u5b8c\u5168\u653e\u5f03\u4eba\u7c7b\u63a7\u5236\u3002<\/p>\n

\u8fd9\u79cd\u5e73\u8861\u5f88\u96be\uff0c\u4f46\u53ef\u80fd\u662f\u6700\u73b0\u5b9e\u7684\u8def\u5f84\u3002<\/p>\n

\u957f\u5468\u671f\u4efb\u52a1\u662f\u4f01\u4e1a\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5b83\u80fd\u76f4\u63a5\u66ff\u4ee3\u4eba\u529b\u6210\u672c\uff0c\u80fd\u76f4\u63a5\u63d0\u9ad8\u4e1a\u52a1\u6548\u7387\uff0c\u4f01\u4e1a\u613f\u610f\u4e3a\u6b64\u652f\u4ed8\u66f4\u9ad8\u7684\u4ef7\u683c\u3002<\/p>\n

\u5982\u679c\u667a\u8c31\u80fd\u62ff\u4e0b\u957f\u5468\u671f\u4efb\u52a1\uff0c\u90a3\u4e48\u5b83\u7684\u4e1a\u52a1\u4f1a\u8fdb\u4e00\u6b65\u589e\u957f\uff0c\u5e02\u503c\u4e5f\u4f1a\u66f4\u9ad8\u3002<\/p>\n

AI\u541e\u566c\u4e16\u754c<\/strong><\/h2>\n

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2026\u5e744\u6708\uff0cPocketOS\u5c31\u906d\u9047\u8fc7\u4e00\u6b21\u5178\u578b\u4e8b\u6545\u3002<\/p>\n

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