{"id":29706,"date":"2026-07-10T16:33:24","date_gmt":"2026-07-10T08:33:24","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29706"},"modified":"2026-07-10T16:33:24","modified_gmt":"2026-07-10T08:33:24","slug":"ai%e5%b7%a5%e7%a8%8b%e5%b8%88%e6%ad%a3%e5%9c%a8%e5%90%9e%e5%99%ac%e4%b8%96%e7%95%8c%ef%bc%81openai%ef%bc%9a%e6%88%91%e4%bb%ac%e4%b8%8d%e5%8d%b7token%e5%8d%b7%e4%bb%b7%e5%80%bc%ef%bc%8c%e8%81%8a","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/07\/10\/29706\/","title":{"rendered":"AI\u5de5\u7a0b\u5e08\u6b63\u5728\u541e\u566c\u4e16\u754c\uff01OpenAI\uff1a\u6211\u4eec\u4e0d\u5377Token\u5377\u4ef7\u503c\uff0c\u804a\u5929\u7684\u6f5c\u529b\u88ab\u4f4e\u4f30\uff1bOpenClaw\u4e4b\u7236\uff1aAI\u65b0\u74f6\u9888\u662f\u4eba\u7c7b\u6ce8\u610f\u529b"},"content":{"rendered":"
OpenClaw \u521b\u59cb\u4eba Peter Steinberger \u4e5f\u53d1\u8868\u4e86\u6f14\u8bb2\uff0c\u4ed6\u63d0\u51fa\uff1a\u74f6\u9888\u5728\u4e0d\u65ad\u53d8\u5316\uff0c\u73b0\u5728\u5f00\u59cb\u53d8\u6210\u6ce8\u610f\u529b\u3002\u53bb\u5e74\uff0c\u6211\u6700\u5927\u7684\u9650\u5236\u4e3b\u8981\u8fd8\u662f Token \u6570\u91cf\uff1b\u4e4b\u540e\uff0c\u6211\u9047\u5230\u7684\u65b0\u74f6\u9888\u53d8\u6210\u4e86\u8ba1\u7b97\u8d44\u6e90\uff1b\u5982\u4eca\uff0c\u6211\u6700\u5927\u7684\u9650\u5236\u5df2\u7ecf\u53d8\u6210\u4e86\u6ce8\u610f\u529b\u3002<\/div>\n
\n
\n

\u7f16\u8f91 | \u6797\u82af<\/p>\n

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\u4f46\u5728\u8fd9\u6b21\u7684\u00a0AI Engineer World’s Fair\u00a0\u91cc\uff0cOpenAI \u5f00\u53d1\u8005\u4f53\u9a8c\u8d1f\u8d23\u4ebaRomain Huet \u548c\u00a0Codex\u4ea7\u54c1\u8d1f\u8d23\u4eba Alexander Embiricos \u7ed9\u51fa\u4e86\u4e00\u4e2a\u5b8c\u5168\u76f8\u53cd\u7684\u5224\u65ad\uff1aAI \u5de5\u7a0b\u5e08\u6b63\u5728\u541e\u566c\u4e16\u754c\u3002<\/p>\n

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OpenAI \u4f5c\u4e3a\u95ed\u6e90\u8def\u5f84\u7684\u4ee3\u8868\uff0c\u4f46\u5728\u4f1a\u8bae\u4e2d\uff0cRomain \u548c\u00a0Alexander \u76f4\u8a00\uff1aCodex \u7edd\u4e0d\u80fd\u6210\u4e3a\u4e00\u4e2a\u53ea\u6709 OpenAI \u624d\u80fd\u6301\u7eed\u6539\u8fdb\u7684\u5c01\u95ed\u4ea7\u54c1\u3002\u201d<\/p>\n

\u56e0\u6b64\uff0c\u5728\u6574\u4e2a\u6280\u672f\u6808\u7684\u6bcf\u4e00\u5c42\uff0cOpenAI \u81ea\u5df1\u4f7f\u7528\u7684\uff0c\u5c31\u662f\u63d0\u4f9b\u7ed9\u5927\u5bb6\u4f7f\u7528\u7684\u90a3\u4e00\u5957\u80fd\u529b\u3002\u6bcf\u5f53\u4f60\u4eec Fork \u4e00\u6b21 Harness\uff0c\u6bcf\u5f53\u4f60\u4eec\u63a2\u7d22\u51fa\u6a21\u578b\u80fd\u529b\u7684\u8fb9\u754c\uff0cOpenAI\u00a0\u4e5f\u90fd\u4f1a\u56e0\u6b64\u83b7\u5f97\u65b0\u7684\u7ecf\u9a8c\uff0c\u4e0d\u65ad\u6539\u8fdb\u4ea7\u54c1\u3002<\/p>\n

OpenClaw \u521b\u59cb\u4eba Peter Steinberger \u4e5f\u53d1\u8868\u4e86\u6f14\u8bb2\uff0c\u4ed6\u63d0\u51fa\uff1a\u74f6\u9888\u5728\u4e0d\u65ad\u53d8\u5316\uff0c\u73b0\u5728\u5f00\u59cb\u53d8\u6210\u6ce8\u610f\u529b\u3002<\/p>\n

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\u5168\u6587\u5c31\u5728\u4e0b\u9762\uff01<\/p>\n

AI \u5de5\u7a0b\u5e08\u6b63\u5728\u541e\u566c\u4e16\u754c<\/h4>\n

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\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

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\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u6211\u4eec\u524d\u4e9b\u5929\u53d1\u5e03\u4e86 5.6 \u7cfb\u5217\u6a21\u578b\u7684\u9884\u89c8\u7248\uff0c\u6211\u4eec\u975e\u5e38\u671f\u5f85\u5c3d\u5feb\u628a\u5b83\u4ea4\u5230\u5927\u5bb6\u624b\u4e2d\u3002GPT5.6\u6b63\u5f0f\u53d1\u5e03\uff01Sol\u6740\u7a7f\u699c\u5355\uff0cChatGPTWork\u53d6\u4ee3Codex\uff0cClaude\u6025\u4e86\uff1f\u800c\u5efa\u7acb\u5728\u8fd9\u4e9b\u6a21\u578b\u4e4b\u4e0a\u7684\u4ea7\u54c1\uff0c\u4e5f\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u4e0d\u65ad\u8fdb\u6b65\u3002\u6211\u60f3\u8fd9\u4e00\u70b9\u4e0d\u7528\u6211\u591a\u8bf4\uff0c\u5404\u4f4d\u90fd\u80fd\u611f\u53d7\u5230\uff0c\u5982\u4eca\u505a\u5de5\u7a0b\u5df2\u7ecf\u548c\u8fc7\u53bb\u5b8c\u5168\u4e0d\u540c\u4e86\u3002<\/p>\n

\u56de\u987e\u8fc7\u53bb\u51e0\u5e74\uff0c\u6211\u7ecf\u5386\u4e86\u4e00\u8fde\u4e32\u4ee4\u4eba\u9707\u64bc\u7684\u65f6\u523b\u3002<\/p>\n

\u6700\u65e9\uff0c\u6211\u4eec\u53ea\u6709\u4ee3\u7801\u8865\u5168\uff1b\u540e\u6765\u53d1\u5c55\u5230\u4e86\u884c\u5185\u9884\u6d4b\u3002\u63a5\u7740\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 Command+K\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u544a\u8bc9\u6a21\u578b\u9700\u8981\u4fee\u6539\u4ec0\u4e48\uff0c\u4f46\u90a3\u65f6\u5019\u6a21\u578b\u8fd8\u4e0d\u4f1a\u81ea\u5df1\u9a8c\u8bc1\u4fee\u6539\u662f\u5426\u6b63\u786e\u3002\u540e\u6765\uff0c\u6a21\u578b\u5f00\u59cb\u80fd\u591f\u81ea\u5df1\u6d4b\u8bd5\u81ea\u5df1\u7684\u5de5\u4f5c\u6210\u679c\uff0c\u800c\u73b0\u5728\uff0c\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u6301\u7eed\u6267\u884c\u4e00\u4e2a\u590d\u6742\u3001\u957f\u671f\u7684\u76ee\u6807\uff0c\u76f4\u5230\u771f\u6b63\u5b8c\u6210\u5b83\u3002<\/p>\n

AI \u4e0d\u53ea\u662f\u4f1a\u5199\u4ee3\u7801\uff0c\u5b83\u5f00\u59cb\u63a5\u7ba1\u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b<\/h4>\n

Alexander\uff1a\u00a0\u5149\u662f\u4eca\u5e74\u7684\u53d1\u5c55\u5c31\u5df2\u7ecf\u4ee4\u4eba\u75af\u72c2\u3002\u6211\u4e2a\u4eba\u6700\u559c\u6b22\u7684\u662f Codex App\u3001Goal Mode\u3001Remote \u7b49\u529f\u80fd\uff0c\u8fd9\u4e9b\u4ea7\u54c1\u771f\u6b63\u6539\u53d8\u4e86\u6211\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u5f53\u7136\uff0c\u5982\u679c\u6211\u4eec\u81ea\u5df1\u4e0d\u7528 Codex \u6765\u5f00\u53d1 Codex\uff0c\u4e5f\u6839\u672c\u4e0d\u53ef\u80fd\u505a\u5230\u8fd9\u4e9b\u3002<\/p>\n

\u4f46\u5728\u6211\u770b\u6765\uff0c\u66f4\u4ee4\u4eba\u5174\u594b\u7684\u662f\uff0c\u73b0\u5728\u7684 Codex\uff0c\u4ee5\u53ca\u5404\u79cd Agent\uff0c\u5df2\u7ecf\u80fd\u591f\u5b8c\u6210\u4efb\u4f55\u4f60\u81ea\u5df1\u80fd\u591f\u5728\u7535\u8111\u4e0a\u5b8c\u6210\u7684\u4efb\u52a1\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5b83\u4eec\u5e2e\u52a9\u4f60\u7684\u4e0d\u53ea\u662f\u5199\u4ee3\u7801\u3002\u5b83\u4eec\u8fd8\u80fd\u53c2\u4e0e\u7f16\u7801\u4e4b\u524d\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u4e5f\u80fd\u53c2\u4e0e\u7f16\u7801\u4e4b\u540e\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u8fd9\u4e00\u70b9\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

\u4eca\u5929\u5927\u5bb6\u4e00\u5b9a\u4f1a\u53cd\u590d\u542c\u5230\u4e00\u4e2a\u8bcd Loop\u3002\u5982\u679c Agent \u4e0d\u53ea\u662f\u77e5\u9053\u4f60\u8981\u5b8c\u6210\u4ec0\u4e48\u5de5\u4f5c\uff0c\u8fd8\u77e5\u9053\u4e3a\u4ec0\u4e48\u8981\u5b8c\u6210\u8fd9\u9879\u5de5\u4f5c\uff0c\u90a3\u4e48\u5b83\u5c31\u80fd\u591f\u4e3b\u52a8\u627f\u62c5\u8d8a\u6765\u8d8a\u591a\u7684\u4efb\u52a1\u3002\u5982\u679c\u518d\u8fdb\u4e00\u6b65\uff0c\u8ba9\u5b83\u53c2\u4e0e\u540e\u7eed\u7684\u4ee3\u7801\u8bc4\u5ba1\u4ee5\u53ca\u90e8\u7f72\uff0c\u5b83\u5c31\u80fd\u771f\u6b63\u628a\u66f4\u591a\u5de5\u4f5c\u5b8c\u6574\u5730\u843d\u5730\u3002<\/p>\n

\u6709\u4e86\u8fd9\u4e00\u5207\uff0c\u6211\u4eec\u5f53\u7136\u80fd\u591f\u66f4\u5feb\u5730\u63a8\u8fdb\u5de5\u4f5c\u3002\u4f46\u5bf9\u6211\u8fd9\u4e2a\u505a\u4ea7\u54c1\u7684\u4eba\u6765\u8bf4\uff0c\u66f4\u4ee4\u4eba\u5174\u594b\u7684\u662f\uff0c\u6211\u4eec\u80fd\u591f\u505a\u51fa\u66f4\u597d\u7684\u4ea7\u54c1\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u73b0\u5728\u80fd\u591f\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u66f4\u591a\u521b\u610f\uff0c\u4e5f\u80fd\u591f\u6295\u5165\u66f4\u591a\u65f6\u95f4\u4e0e\u7528\u6237\u4ea4\u6d41\u3002<\/p>\n

\u804a\u5929\u88ab\u4f4e\u4f30\u4e86\uff01\u6211\u4eec\u7684\u76ee\u6807\u7edd\u4e0d\u662f\u53d6\u4ee3\u5de5\u7a0b\u5e08<\/h4>\n

Alexander\uff1a\u73b0\u5728\uff0c\u6a21\u578b\u5df2\u7ecf\u53d8\u5f97\u975e\u5e38\u5f3a\u5927\u4e86\u3002\u5982\u679c\u7ed9\u6211\u548c\u6a21\u578b\u540c\u6837\u7684\u65f6\u95f4\u53bb\u5b8c\u6210\u4e00\u4e2a\u4e2d\u7b49\u590d\u6742\u5ea6\u7684\u8ba1\u7b97\u673a\u4efb\u52a1\uff0c\u81f3\u5c11\u4ee5\u6211\u4e2a\u4eba\u7684\u60c5\u51b5\u6765\u770b\uff0c\u5bf9\u4e8e\u5927\u591a\u6570\u666e\u901a\u4efb\u52a1\uff0c\u6a21\u578b\u5f88\u53ef\u80fd\u4f1a\u6bd4\u6211\u5b8c\u6210\u5f97\u66f4\u597d\u3002<\/p>\n

\u65e2\u7136\u6a21\u578b\u5728\u67d0\u4e9b\u65b9\u9762\u5df2\u7ecf\u6bd4\u6211\u4eec\u66f4\u806a\u660e\uff0c\u51e0\u4e4e\u4ec0\u4e48\u4e8b\u60c5\u90fd\u80fd\u505a\uff0c\u90a3\u4e48\u95ee\u9898\u5c31\u6765\u4e86\uff1a\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u5851\u9020\u8fd9\u79cd\u80fd\u529b\uff1f\u6211\u4eec\u6bcf\u5929\u4f7f\u7528\u7684\u4ea7\u54c1\u7a76\u7adf\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u7684\u4f53\u9a8c\uff1f\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u56de\u5230\u4e86 OpenAI \u7684\u4f7f\u547d\u3002\u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u53e5\u8bdd\u5c31\u662f\uff1a\u8ba9 AGI \u60e0\u53ca\u5168\u4eba\u7c7b\u3002<\/p>\n

\u56f4\u7ed5\u8fd9\u4e2a\u76ee\u6807\uff0c\u6211\u73b0\u5728\u4e3b\u8981\u601d\u8003\u4e24\u4e2a\u95ee\u9898\u3002<\/p>\n

\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u5982\u4f55\u8ba9 Agent \u771f\u6b63\u80fd\u591f\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5b8c\u6210\u4efb\u52a1\uff1f\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u4eec\u7a76\u7adf\u80fd\u591f\u505a\u4e9b\u4ec0\u4e48\uff1f\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0cAgent \u6b63\u5728\u8fde\u63a5\u8d8a\u6765\u8d8a\u591a\u7684\u5de5\u5177\u548c\u7cfb\u7edf\u3002\u81f3\u4e8e\u5b83\u4eec\u8fd0\u884c\u5728\u54ea\u91cc\uff0c\u6211\u4eec\u7a0d\u540e\u518d\u8c08\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u95ee\u9898\u5219\u662f\uff1a\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b Agent\uff1f\u56f4\u7ed5\u5b83\u4eec\uff0c\u6211\u4eec\u771f\u6b63\u5e0c\u671b\u6253\u9020\u4e00\u79cd\u600e\u6837\u7684\u4ea7\u54c1\u4f53\u9a8c\uff1f<\/p>\n

\u6211\u4eec\u7684\u76ee\u6807\u7edd\u4e0d\u662f\u81ea\u52a8\u5316\u3001\u53d6\u4ee3\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5c3d\u53ef\u80fd\u653e\u5927\u5de5\u7a0b\u5e08\u7684\u80fd\u529b\u3002\u5982\u679c\u8981\u63cf\u8ff0\u8fd9\u79cd\u4ea7\u54c1\u5f62\u6001\uff0c\u5176\u5b9e\u975e\u5e38\u7b80\u5355\u3002\u6211\u8bfb\u8fc7\u5f88\u591a\u79d1\u5e7b\u5c0f\u8bf4\uff0c\u4e5f\u770b\u4e86\u4e0d\u5c11\u8d85\u7ea7\u82f1\u96c4\u7535\u5f71\u3002\u6211\u89c9\u5f97\u91cc\u9762\u5f88\u591a\u770b\u4f3c\u7b80\u5355\u7684\u8bbe\u5b9a\uff0c\u5176\u5b9e\u65b9\u5411\u5927\u81f4\u90fd\u662f\u6b63\u786e\u7684\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u672a\u6765\u4e3b\u8981\u4f1a\u6709\u4e24\u79cd\u4ea4\u4e92\u65b9\u5f0f\uff1a<\/p>\n

\u7b2c\u4e00\u79cd\u662f\u804a\u5929\u3002\u6211\u77e5\u9053\u73b0\u5728\u6709\u4e9b\u4eba\u89c9\u5f97\u804a\u5929\u5df2\u7ecf\u8fc7\u65f6\u4e86\uff0c\u4f46\u6211\u8ba4\u4e3a\uff0c\u5927\u5bb6\u5176\u5b9e\u4f4e\u4f30\u4e86\u5b83\u7684\u4ef7\u503c\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u6211\u559c\u6b22\u7528\u56e2\u961f\u534f\u4f5c\u6765\u6253\u6bd4\u65b9\u3002\u5927\u591a\u6570\u65f6\u5019\uff0c\u4f60\u53ea\u662f\u548c\u56e2\u961f\u6210\u5458\u4ea4\u6d41\uff0c\u4ed6\u4eec\u5c31\u4f1a\u53bb\u628a\u4e8b\u60c5\u505a\u597d\u3002\u4f60\u5e76\u4e0d\u5e0c\u671b\u6bcf\u5b8c\u6210\u4e00\u9879\u5de5\u4f5c\uff0c\u90fd\u8981\u7ad9\u5728\u540c\u4e8b\u80cc\u540e\u76ef\u7740\u770b\uff0c\u6216\u8005\u6bcf\u4e00\u6b65\u90fd\u8dd1\u5230\u4ed6\u7684\u5de5\u4f4d\u65c1\u8fb9\u76d1\u7763\u3002\u7edd\u5927\u591a\u6570\u65f6\u5019\uff0c\u4f60\u53ea\u9700\u8981\u544a\u8bc9\u4ed6\u4eec\u8981\u505a\u4ec0\u4e48\uff0c\u7136\u540e\u653e\u624b\u8ba9\u4ed6\u4eec\u53d1\u6325\u3002\u53ea\u6709\u5076\u5c14\uff0c\u5f53\u67d0\u4e2a\u95ee\u9898\u7279\u522b\u590d\u6742\u65f6\uff0c\u4f60\u624d\u4f1a\u771f\u6b63\u6df1\u5165\u8fdb\u53bb\uff0c\u4e0e\u4ed6\u4eec\u4e00\u8d77\u7814\u7a76\u6bcf\u4e00\u4e2a\u7ec6\u8282\u3002\u8fd9\u4e5f\u662f\u6211\u4eec\u8bbe\u8ba1\u4ea7\u54c1\u65f6\u59cb\u7ec8\u575a\u6301\u7684\u7406\u5ff5\u3002<\/p>\n

\u6211\u4eec\u5e0c\u671b\uff0c\u65e0\u8bba Agent \u5e2e\u4f60\u5b8c\u6210\u591a\u5c11\u5de5\u4f5c\uff0c\u4f60\u59cb\u7ec8\u80fd\u591f\u4fdd\u6301\u4e00\u79cd\u638c\u63a7\u611f\uff0c\u771f\u6b63\u77e5\u9053\u81ea\u5df1\u5728\u505a\u4ec0\u4e48\uff0c\u5e76\u4e14\u968f\u65f6\u80fd\u591f\u6df1\u5165\u5230\u5e95\u5c42\u7ec6\u8282\u3002<\/p>\n

\u6211\u4eec\u4e0d\u5e0c\u671b\u4ea7\u54c1\u8ba9\u4eba\u89c9\u5f97\uff0c\u4e00\u65e6\u60f3\u67e5\u770b\u5e95\u5c42\u5b9e\u73b0\u3001\u751a\u81f3\u62c6\u5f00\u6765\u770b\uff0c\u5c31\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u800c Codex App\uff0c\u5c31\u662f\u6211\u4eec\u8fc8\u51fa\u7684\u7b2c\u4e00\u6b65\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u804a\u5929\u754c\u9762\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u7f16\u7a0b\uff0c\u4e5f\u53ef\u4ee5\u5b8c\u6210\u5404\u79cd\u5176\u4ed6\u5de5\u4f5c\u3002\u4f60\u53ef\u4ee5\u5148\u548c\u5b83\u5bf9\u8bdd\uff0c\u518d\u6839\u636e\u9700\u8981\u4e0d\u65ad\u6df1\u5165\u3002<\/p>\n

CLI \u5f88\u96be\u627f\u8f7d\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u534f\u4f5c\u5f0f\u5de5\u4f5c\u4f53\u9a8c<\/h4>\n

Alexander\uff1a\u00a0\u6bd4\u5982\u8fd9\u91cc\u5c55\u793a\u7684\u662f Raman \u5bf9\u4e0b\u4e00\u573a\u4e16\u754c\u676f\u6bd4\u8d5b\u7684\u9884\u6d4b\u6bd4\u5206\u3002\u5728\u8fd9\u4e2a\u754c\u9762\u91cc\uff0c\u4f60\u65e2\u53ef\u4ee5\u76f4\u63a5\u6307\u5411\u67d0\u4e00\u6bb5\u5185\u5bb9\uff0c\u8bf4\uff1a\u201c\u5e2e\u6211\u4fee\u6539\u8fd9\u91cc\u3002\u201d\u5f53\u7136\uff0c\u4e5f\u53ef\u4ee5\u9009\u62e9\u81ea\u5df1\u52a8\u624b\u4fee\u6539\u3002<\/p>\n

\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u5c0f\u6545\u4e8b\u3002\u9879\u76ee\u521a\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u6211\u66fe\u5411\u4eca\u5929\u73b0\u573a\u7684\u4e00\u4e9b\u670b\u53cb\u4ecb\u7ecd\u8fc7\u8fd9\u4e2a\u60f3\u6cd5\u3002\u5f53\u65f6\u6709\u4eba\u975e\u5e38\u575a\u5b9a\u5730\u544a\u8bc9\u6211\uff1a\u201c\u6211\u7edd\u5bf9\u4e0d\u4f1a\u7528\u8fd9\u79cd\u5de5\u5177\u3002\u6211\u6c38\u8fdc\u4e0d\u4f1a\u79bb\u5f00 Terminal\uff0c\u4e5f\u4e0d\u4f1a\u79bb\u5f00 Vim \u6216 Emacs\u3002\u201d\u4f46\u73b0\u5728\uff0c\u4ed6\u4eec\u5df2\u7ecf\u5f00\u59cb\u4f7f\u7528\u5b83\u4e86\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5373\u4f7f\u5728\u6211\u4eec\u56e2\u961f\u5185\u90e8\uff0c\u5f53\u521d\u4e5f\u6709\u5f88\u591a\u4eba\u8d28\u7591\uff1a\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u505a\u8fd9\u6837\u4e00\u4e2a\u4ea7\u54c1\uff1f<\/p>\n

\u5927\u5bb6\u5df2\u7ecf\u5f88\u559c\u6b22 CLI\uff0c\u4e5f\u5f88\u559c\u6b22 IDE\u3002\u4f46\u6211\u4eec\u7684\u89c2\u70b9\u662f\uff1aCLI \u5f88\u96be\u627f\u8f7d\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u534f\u4f5c\u5f0f\u5de5\u4f5c\u4f53\u9a8c\u3002CLI \u66f4\u9002\u5408\u804a\u5929\u5f0f\u4ea4\u4e92\uff0c\u800c IDE \u7684\u95ee\u9898\u5219\u5728\u4e8e\uff0c\u5b83\u628a\u4ee3\u7801\u653e\u5728\u4e86\u7b2c\u4e00\u4f4d\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u4f46\u73b0\u5728\uff0c\u662f\u65f6\u5019\u8f6c\u6362\u4e00\u79cd\u5de5\u4f5c\u65b9\u5f0f\u4e86\u3002\u672a\u6765\u66f4\u50cf\u662f\u4e0e\u961f\u53cb\u5408\u4f5c\uff1a\u5148\u4ea4\u6d41\uff0c\u518d\u5728\u9700\u8981\u7684\u65f6\u5019\u6df1\u5165\u4ee3\u7801\u7ec6\u8282\u3002<\/p>\n

Codex \u7edd\u4e0d\u80fd\u6210\u4e3a\u4e00\u4e2a\u53ea\u6709 OpenAI \u624d\u80fd\u6301\u7eed\u6539\u8fdb\u7684\u5c01\u95ed\u4ea7\u54c1<\/h4>\n

Raman\uff1aCodex \u7edd\u4e0d\u80fd\u6210\u4e3a\u4e00\u4e2a\u53ea\u6709 OpenAI \u81ea\u5df1\u624d\u80fd\u6301\u7eed\u6539\u8fdb\u7684\u5c01\u95ed\u4ea7\u54c1\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4ece\u4e00\u5f00\u59cb\u5c31\u628a Codex \u8bbe\u8ba1\u6210\u4e00\u5957\u5206\u5c42\u67b6\u6784\uff0c\u8ba9\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5728\u5b83\u4e4b\u4e0a\u7ee7\u7eed\u6784\u5efa\u3002<\/p>\n

\u4eca\u5929\uff0c\u6211\u4eec\u4e5f\u60f3\u5411\u5927\u5bb6\u5c55\u793a\u8fd9\u5957\u6280\u672f\u6808\u3002\u6700\u5e95\u5c42\u5f53\u7136\u662f\u6a21\u578b\uff0c\u521a\u624d Alexander \u5df2\u7ecf\u4ecb\u7ecd\u8fc7\uff0c\u6a21\u578b\u7684\u53d1\u5c55\u901f\u5ea6\u6709\u591a\u5feb\u3002\u800c\u5927\u5bb6\u73b0\u5728\u6b63\u662f\u901a\u8fc7 Responses API \u6765\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u5f00\u53d1 Codex App \u7684\u65b9\u5f0f\u548c\u5927\u5bb6\u5b8c\u5168\u4e00\u6837\u3002\u6211\u4eec\u4e5f\u662f\u901a\u8fc7\u540c\u4e00\u5957 API\u3001\u8c03\u7528\u540c\u4e00\u6279\u6a21\u578b\u6765\u6784\u5efa\u4ea7\u54c1\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u7684\uff0c\u6b63\u662f\u63d0\u4f9b\u7ed9\u6240\u6709\u5f00\u53d1\u8005\u7684\u80fd\u529b\u3002\u6bcf\u5f53 Codex \u9700\u8981\u65b0\u7684\u80fd\u529b\u65f6\uff0c\u6211\u4eec\u90fd\u4f1a\u5c3d\u91cf\u5148\u628a\u5b83\u6c89\u6dc0\u5230 API \u4e2d\uff0c\u8ba9\u6240\u6709\u5f00\u53d1\u8005\u90fd\u80fd\u53d7\u76ca\u3002<\/p>\n

\u6700\u8fd1\u4e00\u4e2a\u4f8b\u5b50\u5c31\u662f\u00a0Context Compaction\uff08\u4e0a\u4e0b\u6587\u538b\u7f29\uff09\u3002Codex \u9700\u8981\u4e00\u79cd\u673a\u5236\uff0c\u5728\u6267\u884c\u957f\u65f6\u95f4\u8fd0\u884c\u4efb\u52a1\u65f6\uff0c\u5bf9\u8d85\u957f\u4e0a\u4e0b\u6587\u8fdb\u884c\u538b\u7f29\u6574\u7406\u3002\u4e8e\u662f\uff0c\u6211\u4eec\u5148\u628a\u8fd9\u9879\u80fd\u529b\u505a\u8fdb\u4e86 API\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4f60\u4eec\u81ea\u5df1\u7684 Agent\uff0c\u4e5f\u80fd\u591f\u76f4\u63a5\u4f7f\u7528\u6211\u4eec\u4e3a\u81ea\u5df1\u6253\u9020\u7684\u8fd9\u4e9b\u57fa\u7840\u80fd\u529b\u3002<\/p>\n

\u518d\u5f80\u4e0a\u4e00\u5c42\uff0c\u5c31\u662f\u00a0Codex Harness\u3002\u5b83\u540c\u6837\u5df2\u7ecf\u5f00\u6e90\u3002\u56e0\u6b64\uff0c\u4f60\u53ef\u4ee5\u9605\u8bfb\u6e90\u7801\u3001Fork \u9879\u76ee\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u8fdb\u884c\u4fee\u6539\u548c\u6269\u5c55\u3002<\/p>\n

\u5bf9\u4e8e\u00a0Agents.md\uff0c\u6211\u4eec\u4e5f\u91c7\u53d6\u4e86\u76f8\u540c\u7684\u601d\u8def\u3002\u6211\u4eec\u6ca1\u6709\u91cd\u65b0\u53d1\u660e\u4e00\u79cd\u53ea\u5c5e\u4e8e Codex \u7684\u6307\u4ee4\u6587\u4ef6\u683c\u5f0f\uff0c\u800c\u662f\u9009\u62e9\u4e86\u4e00\u4e2a\u5176\u4ed6 Agent \u540c\u6837\u80fd\u591f\u91c7\u7528\u7684\u6807\u51c6\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

Harness \u9ed8\u8ba4\u4f7f\u7528 OpenAI \u7684\u6a21\u578b\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5e76\u4e0d\u662f\u5199\u6b7b\u5728\u7cfb\u7edf\u91cc\u7684\u3002\u5982\u679c\u4f60\u5e0c\u671b\u66ff\u6362\u6210\u5f00\u6e90\u6a21\u578b\uff0c\u540c\u65f6\u4fdd\u7559\u540c\u6837\u7684 Agent \u5de5\u4f5c\u6d41\u7a0b\uff0c\u4e5f\u5b8c\u5168\u6ca1\u6709\u95ee\u9898\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u628a Codex Harness \u5f15\u5165\u4e86\u6a21\u578b\u540e\u8bad\u7ec3\uff08\u6d41\u7a0b\u3002<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5982\u4f55\u8c03\u7528\u5de5\u5177\u3001\u5982\u4f55\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u5b8c\u6210\u5bfc\u822a\uff0c\u800c\u8fd9\u4e00\u6574\u5957\u8bad\u7ec3\u73af\u5883\u672c\u8eab\u4e5f\u662f\u5f00\u6e90\u7684\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0cOpenCode \u56e2\u961f\u5c31\u80fd\u591f\u76f4\u63a5\u67e5\u770b\u6211\u4eec\u7684\u53c2\u8003\u5b9e\u73b0\u3002\u4ed6\u4eec\u53ef\u4ee5\u4fdd\u7559\u81ea\u5df1\u89c9\u5f97\u6709\u4ef7\u503c\u7684\u90e8\u5206\uff0c\u4e5f\u53ef\u4ee5\u5b8c\u5168\u66ff\u6362\u6389\u5176\u4ed6\u5b9e\u73b0\uff0c\u6309\u7167\u81ea\u5df1\u7684\u601d\u8def\u91cd\u65b0\u8bbe\u8ba1\u3002<\/p>\n

\u6bd4\u5982\u6211\u77e5\u9053\uff0c\u4ed6\u4eec\u5f53\u65f6\u5c31\u5728\u7814\u7a76 ChatGPT \u767b\u5f55\u8ba4\u8bc1\u76f8\u5173\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002\u4ed6\u4eec\u80fd\u591f\u76f4\u63a5\u9605\u8bfb\u6e90\u7801\uff0c\u4ece\u4e2d\u5b66\u4e60\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u5f00\u653e\u900f\u660e\u7684\u65b9\u5f0f\uff0c\u8fdc\u6bd4\u8ba9\u5f00\u53d1\u8005\u81ea\u5df1\u53bb\u9006\u5411\u5206\u6790\u6211\u4eec\u7684\u5b9e\u73b0\u548c\u53d1\u5e03\u6d41\u7a0b\u8981\u597d\u5f97\u591a\u3002<\/p>\n

OpenAI\uff1a\u6211\u4eec\u4e0d\u4f1a\u505a\u4e00\u5957\u81ea\u5df1\u7528\u3001\u4e00\u5957\u7ed9\u5f00\u53d1\u8005\u7528<\/h4>\n

Raman\uff1a\u518d\u5f80\u4e0a\u4e00\u5c42\u6765\u8bf4\uff0c\u5982\u679c\u6211\u4eec\u5e0c\u671b\u628a\u8fd9\u5957 Harness \u96c6\u6210\u5230\u5404\u79cd\u5e94\u7528\u91cc\uff0c\u53c8\u8be5\u600e\u4e48\u505a\uff1f\u6bd4\u5982\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u76f4\u63a5\u4f7f\u7528\u81ea\u5df1\u73b0\u6709\u7684 Codex \u8ba2\u9605\u767b\u5f55\u4e0d\u540c\u7684\u5e94\u7528\uff1f<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u81ea\u5df1\u4e5f\u9047\u5230\u4e86\u540c\u6837\u7684\u95ee\u9898\u3002\u5f53\u65f6\u6211\u4eec\u65e2\u8981\u5f00\u53d1 VS Code \u6269\u5c55\uff0c\u53c8\u8981\u5f00\u53d1 Codex App\uff0c\u56e0\u6b64\u9700\u8981\u4e00\u79cd\u7edf\u4e00\u7684\u65b9\u5f0f\u6765\u7ba1\u7406\u548c\u8c03\u7528\u8fd9\u5957 Harness\u3002<\/p>\n

\u4e8e\u662f\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u00a0Apps Server\uff0c\u5e76\u4e14\u540c\u6837\u5c06\u5b83\u5f00\u6e90\u3002Apps Server \u5e76\u4e0d\u662f\u4e00\u4e2a\u4e3a\u4e86\u793e\u533a\u5355\u72ec\u505a\u7684\u9002\u914d\u5c42\uff0c\u5b83\u672c\u8eab\u5c31\u662f\u6211\u4eec\u81ea\u5df1\u7684\u4ea7\u54c1\u6240\u4f7f\u7528\u7684\u6b63\u5f0f\u65b9\u6848\uff0c\u800c\u4f60\u4eec\u4e5f\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u5b83\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0cX \u4e0a\u7684\u00a0Dimilian\uff0c\u5728\u6211\u4eec\u6b63\u5f0f\u53d1\u5e03 Codex App \u4e4b\u524d\uff0c\u5c31\u5229\u7528 Apps Server \u5f00\u53d1\u4e86\u4e00\u6b3e\u81ea\u5df1\u7684\u539f\u751f\u5e94\u7528\u00a0Codex Monitor\u3002\u540e\u6765\uff0c\u4ed6\u52a0\u5165\u4e86\u6211\u4eec\u7684\u56e2\u961f\uff0c\u5e76\u4e14\u4eb2\u81ea\u5f00\u53d1\u4e86\u00a0Codex iOS\u3002\u7ee7\u7eed\u5f80\u4e0a\uff0c\u5728\u5e94\u7528\u5c42\uff0c\u6211\u4eec\u540c\u6837\u5e0c\u671b\u521b\u65b0\u4e0d\u4f1a\u53d7\u9650\u4e8e\u6211\u4eec\u7684\u60f3\u6cd5\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u53ef\u6269\u5c55\u7684\u57fa\u7840\u80fd\u529b\uff0c\u4f8b\u5982\u521a\u624d\u5c4f\u5e55\u4e0a\u5c55\u793a\u7684\u5e94\u7528\u5185\u6d4f\u89c8\u5668\u4ee5\u53ca\u63d2\u4ef6\u3002Browser Use\u00a0\u548c\u00a0Computer Use\u00a0\u90fd\u662f\u57fa\u4e8e\u540c\u6837\u7684\u63d2\u4ef6\u6269\u5c55\u63a5\u53e3\u5f00\u53d1\u51fa\u6765\u7684\uff0c\u800c\u8fd9\u4e9b\u63a5\u53e3\u4e5f\u5b8c\u5168\u5411\u6240\u6709\u5f00\u53d1\u8005\u5f00\u653e\u3002<\/p>\n

\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u6700\u8fd1\u8fd8\u9488\u5bf9\u4e0d\u540c\u804c\u4e1a\u89d2\u8272\u63a8\u51fa\u4e86\u4e00\u7cfb\u5217 Codex \u4e13\u7528\u63d2\u4ef6\uff0c\u4f8b\u5982\u65b9\u4fbf\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u8bbe\u8ba1\u5e08\u7b49\u4e0d\u540c\u4eba\u7fa4\u8fdb\u884c\u4e2a\u6027\u5316\u5b9a\u5236\u3002\u8fd9\u4e9b\u63d2\u4ef6\u540c\u6837\u5168\u90e8\u5f00\u6e90\u3002\u4f60\u53ef\u4ee5\u67e5\u770b\u5b83\u4eec\u7684\u5185\u90e8\u5b9e\u73b0\uff0c\u4ece\u4e2d\u83b7\u5f97\u7075\u611f\uff0c\u5e76\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u8fdb\u884c\u4fee\u6539\u3002\u6211\u4eec\u7684\u76ee\u6807\uff0c\u5c31\u662f\u5c3d\u53ef\u80fd\u8ba9\u6574\u4e2a\u751f\u6001\u4fdd\u6301\u5f00\u653e\u548c\u7075\u6d3b\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u73b0\u5728\u7528\u6237\u5df2\u7ecf\u80fd\u591f\u5728\u8d8a\u6765\u8d8a\u591a\u7684\u5730\u65b9\u4f7f\u7528\u81ea\u5df1\u7684 Codex \u8ba2\u9605\u3002\u65e0\u8bba\u662f\u00a0OpenCode\u3001Pi\u3001Droid\u3001OpenClaw\uff0c\u8fd8\u662f\u00a0Xcode\u3001JetBrains\u00a0\u7b49 IDE\uff0c\u90fd\u5df2\u7ecf\u5f00\u59cb\u652f\u6301\u8fd9\u4e00\u751f\u6001\u3002<\/p>\n

\u53ef\u4ee5\u770b\u5230\uff0c\u5b83\u4eec\u6b63\u5728\u9010\u6e10\u6210\u4e3a\u5927\u5bb6\u65e5\u5e38\u5de5\u4f5c\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u5982\u6b64\u91cd\u89c6\u4e0e\u5927\u5bb6\u4e00\u8d77\u5efa\u8bbe\u4e00\u4e2a\u5f00\u653e\u751f\u6001\u3002\u5982\u679c\u8fd9\u4e00\u90e8\u5206\u5185\u5bb9\u5927\u5bb6\u53ea\u9700\u8981\u8bb0\u4f4f\u4e00\u53e5\u8bdd\uff0c\u90a3\u5c31\u662f\uff1a\u6211\u4eec\u5e76\u6ca1\u6709\u4e3a OpenAI \u81ea\u5df1\u6784\u5efa\u4e00\u5957\u7cfb\u7edf\uff0c\u518d\u53e6\u5916\u4e3a\u5f00\u53d1\u8005\u505a\u4e00\u5957\u529f\u80fd\u7f29\u6c34\u7684\u7248\u672c\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u5728\u6574\u4e2a\u6280\u672f\u6808\u7684\u6bcf\u4e00\u5c42\uff0c\u6211\u4eec\u81ea\u5df1\u4f7f\u7528\u7684\uff0c\u5c31\u662f\u63d0\u4f9b\u7ed9\u5927\u5bb6\u4f7f\u7528\u7684\u90a3\u4e00\u5957\u80fd\u529b\u3002\u6bcf\u5f53\u4f60\u4eec Fork \u4e00\u6b21 Harness\uff0c\u6bcf\u5f53\u4f60\u4eec\u63a2\u7d22\u51fa\u6a21\u578b\u80fd\u529b\u7684\u8fb9\u754c\uff0c\u6211\u4eec\u4e5f\u90fd\u4f1a\u56e0\u6b64\u83b7\u5f97\u65b0\u7684\u7ecf\u9a8c\uff0c\u4e0d\u65ad\u6539\u8fdb\u4ea7\u54c1\u3002<\/p>\n

\u4eca\u5929\uff0c\u8fd9\u91cc\u805a\u96c6\u7740 7,000 \u4f4d\u6700\u4f18\u79c0\u7684 AI \u5de5\u7a0b\u5e08\u3002\u6211\u76f8\u4fe1\uff0c\u4f60\u4eec\u4e0d\u4ec5\u5c06\u5b9a\u4e49\u6211\u4eec\u672a\u6765\u5982\u4f55\u4f53\u9a8c AI\uff0c\u4e5f\u5c06\u5171\u540c\u5b9a\u4e49\u6574\u4e2a\u4e16\u754c\u672a\u6765\u5982\u4f55\u4f53\u9a8c AI\u3002<\/p>\n

\u6211\u4eec\u8ffd\u6c42\u7684\u4e0d\u662fToken \u6700\u5927\u5316\uff0c\u800c\u662f\u4ef7\u503c\u6700\u5927\u5316<\/h4>\n

Alexander\uff1a\u00a0\u5728\u5927\u5bb6\u7684\u5e2e\u52a9\u4e0b\uff0c\u6211\u4eec\u6b63\u8ba9 Agent \u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u4ef7\u503c\u3002<\/p>\n

\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u5c31\u662f\uff1a\u6211\u4eec\u5982\u4f55\u771f\u6b63\u91ca\u653e\u5b83\u4eec\u7684\u4ef7\u503c\uff1f\u8fd9\u91cc\u6211\u4eec\u8ffd\u6c42\u7684\u5e76\u4e0d\u662f\u00a0Token \u6700\u5927\u5316\u3002\u6211\u4eec\u5185\u90e8\u6709\u4e00\u4e2a\u8bcd\uff0c\u4e5f\u8bb8\u5927\u5bb6\u4e5f\u5728\u7528\u4ef7\u503c\u6700\u5927\u5316\u3002\u5f53\u6211\u4eec\u4e0e\u8bb8\u591a\u5de5\u7a0b\u56e2\u961f\u8d1f\u8d23\u4eba\u4ea4\u6d41\u65f6\uff0c\u5927\u591a\u6570\u8ba8\u8bba\u6700\u7ec8\u90fd\u4f1a\u56f4\u7ed5\u8fd9\u4e2a\u4e3b\u9898\u5c55\u5f00\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u60f3\u5206\u4eab\u51e0\u4e2a\u5927\u5bb6\u6700\u5173\u5fc3\u7684\u8bdd\u9898\u3002\u5176\u4e2d\u6709\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u5df2\u7ecf\u53d6\u5f97\u4e86\u5f88\u5927\u8fdb\u5c55\uff1b\u8fd8\u6709\u4e00\u4e9b\uff0c\u5219\u4f9d\u7136\u6709\u5f88\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n

\u9996\u5148\uff0c\u5c31\u662f\u6210\u672c\u6548\u7387\u3002\u6bcf\u4e2a\u4eba\u90fd\u5e0c\u671b\u62e5\u6709\u6700\u5148\u8fdb\u7684\u6a21\u578b\u80fd\u529b\uff0c\u65e0\u8bba\u4f60\u91c7\u7528\u54ea\u4e00\u79cd\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u5927\u5bb6\u90fd\u5e0c\u671b\u4f7f\u7528\u6700\u4f18\u79c0\u7684\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u5728\u8fd9\u91cc\u5c55\u793a\u7684 Terminal Bench \u6d4b\u8bd5\u4e2d\uff0c\u76ee\u524d\u8868\u73b0\u6700\u597d\u7684\u662f\u00a0GPT-5.6 SOL\u3002<\/p>\n

\u6b63\u5982\u521a\u624d\u6240\u8bf4\uff0c\u6211\u4eec\u5df2\u7ecf\u8feb\u4e0d\u53ca\u5f85\u5e0c\u671b\u5927\u5bb6\u80fd\u591f\u4eb2\u81ea\u4f53\u9a8c\u5b83\u3002\u5f53\u7136\uff0c\u9664\u4e86\u667a\u80fd\u6c34\u5e73\u4e4b\u5916\uff0c\u5927\u5bb6\u8fd8\u5e0c\u671b\u5728\u76f8\u540c\u9884\u7b97\u4e0b\u83b7\u5f97\u5c3d\u53ef\u80fd\u591a\u7684\u667a\u80fd\u80fd\u529b\u3002\u8fd9\u6b63\u662f\u6210\u672c\u6548\u7387\u7684\u91cd\u8981\u610f\u4e49\u3002\u957f\u671f\u4ee5\u6765\uff0c\u964d\u4f4e\u6210\u672c\u4e00\u76f4\u90fd\u662f\u6211\u4eec\u7684\u91cd\u70b9\u65b9\u5411\uff0c\u800c\u73b0\u5728\uff0c\u8fd9\u4e9b\u6295\u5165\u4e5f\u6b63\u5728\u4e0d\u65ad\u5e26\u6765\u6210\u679c\u3002<\/p>\n

\u4f8b\u5982\uff0cGPT-5.6 Terra\u00a0\u5df2\u7ecf\u80fd\u591f\u63d0\u4f9b\u63a5\u8fd1 GPT-5.5 \u7684\u667a\u80fd\u6c34\u5e73\uff0c\u4f46\u6210\u672c\u5374\u964d\u4f4e\u4e86\u4e00\u534a\u3002\u800c\u00a0Luna\u00a0\u5728\u8fd9\u9879\u8bc4\u6d4b\u4e2d\u751a\u81f3\u8d85\u8fc7\u4e86\u4e00\u4e9b\u975e\u5e38\u77e5\u540d\u7684\u6a21\u578b\uff0c\u4f46\u4ef7\u683c\u4ec5\u4e3a\uff1a\u6bcf\u767e\u4e07\u8f93\u5165 Token\u00a01 \u7f8e\u5143\uff0c\u6bcf\u767e\u4e07\u8f93\u51fa Token\u00a06 \u7f8e\u5143\u3002\u5177\u4f53\u4e0e\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\u4fbf\u5b9c\u591a\u5c11\uff0c\u5c31\u7559\u7ed9\u5927\u5bb6\u81ea\u5df1\u53bb\u6bd4\u8f83\u4e86\u3002<\/p>\n

\u4f46\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u6837\u7684\u6027\u4ef7\u6bd4\u5df2\u7ecf\u975e\u5e38\u60ca\u4eba\u3002<\/p>\n

750 Token\/\u79d2\u610f\u5473\u7740\u4ec0\u4e48\uff1f\u63a8\u7406\u901f\u5ea6\u548c\u667a\u80fd\u7ec8\u4e8e\u4e0d\u518d\u4e8c\u9009\u4e00<\/h4>\n

Raman\uff1a\u63a5\u4e0b\u6765\uff0c\u6211\u60f3\u804a\u804a\u53e6\u4e00\u4e2a\u540c\u6837\u91cd\u8981\u7684\u8bdd\u9898\uff1a\u901f\u5ea6\u3002<\/p>\n

GPT-5.3 Codex Spark \u5df2\u7ecf\u5411\u5927\u5bb6\u5c55\u793a\u4e86\uff0c\u9ad8\u901f\u5ea6\u7a76\u7adf\u80fd\u591f\u5e26\u6765\u4ec0\u4e48\u3002\u4f46\u6211\u4eec\u4e5f\u77e5\u9053\uff0c\u5927\u5bb6\u771f\u6b63\u60f3\u8981\u7684\u662f\u6700\u524d\u6cbf\u7684\u667a\u80fd\uff0c\u800c\u4e0d\u662f\u4e3a\u4e86\u901f\u5ea6\u53bb\u727a\u7272\u6a21\u578b\u80fd\u529b\u3002\u73b0\u5728\uff0c\u6211\u4eec\u5df2\u7ecf\u80fd\u591f\u8ba9\u00a0GPT-5.6 Sol\u00a0\u8fd0\u884c\u5728\u00a0Cerebras\u00a0\u5e73\u53f0\u4e0a\uff0c\u5b9e\u73b0\u6bcf\u79d2\u00a0750 Token\u00a0\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u540c\u65f6\u4f9d\u7136\u4fdd\u6301\u6700\u5148\u8fdb\u7684\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

\u4e3a\u4e86\u5e2e\u52a9\u5927\u5bb6\u5efa\u7acb\u76f4\u89c2\u611f\u53d7\uff0c\u8fd9\u6837\u7684\u901f\u5ea6\u610f\u5473\u7740\uff1a\u4e00\u4efd\u89c4\u6a21\u76f8\u5f53\u53ef\u89c2\u7684 Pull Request\uff0c\u5927\u7ea6\u00a010 \u79d2\u949f\u5c31\u80fd\u5b8c\u6210\u3002\u800c\u901f\u5ea6\u5e26\u6765\u7684\u610f\u4e49\uff0c\u8fdc\u8fdc\u4e0d\u53ea\u662f\u66f4\u5feb\u5f97\u5230\u4e00\u4e2a\u7b54\u6848\u3002\u771f\u6b63\u91cd\u8981\u7684\u662f\uff0c\u4f60\u80fd\u591f\u5229\u7528\u8fd9\u4e9b\u901f\u5ea6\u505a\u4ec0\u4e48\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a Agent \u53ef\u4ee5\u540c\u65f6\u5c1d\u8bd5\u4e94\u516d\u79cd\u4e0d\u540c\u65b9\u6848\uff0c\u5e76\u884c\u5b8c\u6210\uff0c\u518d\u4ece\u4e2d\u9009\u62e9\u6700\u4f18\u7ed3\u679c\uff0c\u800c\u5b8c\u6210\u8fd9\u4e9b\u5de5\u4f5c\u7684\u65f6\u95f4\uff0c\u751a\u81f3\u6bd4\u8fc7\u53bb\u751f\u6210\u4e00\u4e2a\u65b9\u6848\u8fd8\u8981\u77ed\u3002<\/p>\n

\u6240\u4ee5\uff0c\u5f53\u6700\u5148\u8fdb\u7684\u667a\u80fd\uff0c\u518d\u914d\u5408\u8fd9\u6837\u7684\u63a8\u7406\u901f\u5ea6\u65f6\uff0c\u6211\u4eec\u76f8\u4fe1\uff0c\u5b83\u5c06\u91ca\u653e\u51fa\u5168\u65b0\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u65f6\u5019\uff0c\u4e0e AI \u7684\u534f\u4f5c\u4f53\u9a8c\u4e5f\u4f1a\u53d1\u751f\u53d8\u5316\u3002\u5b83\u4e0d\u518d\u50cf\u662f\u5728\u7b49\u5f85 AI \u56de\u590d\u4f60\uff0c\u800c\u66f4\u50cf\u662f\u4e00\u4f4d\u771f\u6b63\u7684\u540c\u4e8b\uff0c\u4e00\u8fb9\u5de5\u4f5c\uff0c\u4e00\u8fb9\u4e0d\u65ad\u628a\u6700\u65b0\u7ed3\u679c\u5c55\u793a\u7ed9\u4f60\u3002<\/p>\n

Codex Cloud\u5c06\u8fce\u6765\u91cd\u5927\u5347\u7ea7\uff0c\u672a\u6765\u4e0d\u5e94\u5b58\u5728\u201c\u672c\u5730\u4efb\u52a1\u201d\u548c\u201c\u4e91\u7aef\u4efb\u52a1\u201d\u7684\u5212\u5206<\/h4>\n

Alexander\uff1a\u73b0\u5728\u5f88\u591a\u4eba\u90fd\u4f1a\u4e00\u76f4\u8ba9\u7b14\u8bb0\u672c\u7535\u8111\u4fdd\u6301\u5f00\u7740\uff0c\u597d\u8ba9 Agent \u80fd\u591f\u6301\u7eed\u5de5\u4f5c\u3002\u867d\u7136\u8fd9\u4ef6\u4e8b\u633a\u6709\u610f\u601d\uff0c\u4f46\u771f\u6b63\u7406\u60f3\u7684\u72b6\u6001\uff0c\u5176\u5b9e\u5e94\u8be5\u662f\uff1a\u6211\u4eec\u53ef\u4ee5\u5b89\u5fc3\u5408\u4e0a\u7535\u8111\u3002\u4e0e\u6b64\u540c\u65f6\uff0cAgent \u4f9d\u7136\u80fd\u591f\u5728\u5404\u81ea\u72ec\u7acb\u7684\u8fd0\u884c\u73af\u5883\u91cc\uff0c\u540c\u65f6\u5e76\u884c\u5b8c\u6210\u8bb8\u591a\u4efb\u52a1\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e00\u76f4\u5c31\u662f\u6211\u4eec\u7684\u76ee\u6807\u3002Codex \u6700\u65e9\u7684\u91cd\u8981\u53d1\u5e03\u4e4b\u4e00\uff0c\u5c31\u662f\u00a0Codex Cloud\uff0c\u800c\u5b83\u5f88\u5feb\u4e5f\u5c06\u8fce\u6765\u4e00\u6b21\u91cd\u5927\u5347\u7ea7\u3002\u66f4\u8fdb\u4e00\u6b65\u6765\u770b\uff0c\u6211\u4eec\u8ba4\u4e3a\uff0c\u672a\u6765\u6839\u672c\u4e0d\u5e94\u8be5\u518d\u5b58\u5728\u201c\u672c\u5730\u4efb\u52a1\u201d\u548c\u201c\u4e91\u7aef\u4efb\u52a1\u201d\u8fd9\u79cd\u751f\u786c\u7684\u5212\u5206\uff0c\u4e5f\u4e0d\u5e94\u8be5\u8ba9\u7528\u6237\u81ea\u5df1\u51b3\u5b9a\u6bcf\u9879\u5de5\u4f5c\u7a76\u7adf\u8fd0\u884c\u5728\u54ea\u91cc\u3002<\/p>\n

\u771f\u6b63\u7406\u60f3\u7684\u4f53\u9a8c\uff0c\u5176\u5b9e\u5c31\u50cf\u6211\u524d\u9762\u63d0\u5230\u7684\u90a3\u6837\uff0c\u4f60\u53ea\u9700\u8981\u62e5\u6709\u4e00\u4e2a Agent\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u65e0\u8bba\u8eab\u5904\u4f55\u5730\u3001\u4efb\u4f55\u65f6\u5019\u3001\u9762\u5bf9\u4efb\u4f55\u95ee\u9898\uff0c\u4f60\u90fd\u53ef\u4ee5\u76f4\u63a5\u4e0e\u5b83\u4ea4\u6d41\u3002\u81f3\u4e8e\u5b83\u5e94\u8be5\u5b8c\u6210\u54ea\u4e9b\u5de5\u4f5c\u3001\u5e94\u8be5\u9009\u62e9\u4ec0\u4e48\u6837\u7684\u8fd0\u884c\u73af\u5883\u3001\u54ea\u4e9b\u4efb\u52a1\u9002\u5408\u672c\u5730\u3001\u54ea\u4e9b\u9002\u5408\u4e91\u7aef\uff0c\u90fd\u5e94\u8be5\u7531\u5b83\u81ea\u5df1\u5224\u65ad\u548c\u5b89\u6392\u3002<\/p>\n

\u672a\u6765\u516d\u4e2a\u6708\uff0cAgent \u5c06\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u9009\u62e9\u8fd0\u884c\u73af\u5883<\/h4>\n

Raman\uff1aAgent \u4f1a\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u9009\u62e9\u6700\u5408\u9002\u7684\u8fd0\u884c\u73af\u5883\uff0c\u5145\u5206\u5229\u7528\u6240\u6709\u53ef\u7528\u8d44\u6e90\u3002\u5176\u5b9e\uff0cTheo \u4e0a\u5468\u672b\u5c31\u5728 X \u4e0a\u53d1\u4e86\u4e00\u6761\u5173\u4e8e\u8fd9\u4e2a\u8bdd\u9898\u7684\u63a8\u6587\uff0c\u6211\u89c9\u5f97\u4ed6\u8bf4\u5f97\u975e\u5e38\u5230\u4f4d\u3002Alex\uff0c\u4f60\u600e\u4e48\u770b\uff1f\u4f60\u89c9\u5f97\u4ed6\u8bf4\u7684\u8fd9\u4e9b\uff0c\u4f1a\u5728\u516d\u4e2a\u6708\u5185\u5b9e\u73b0\uff0c\u8fd8\u662f\u66f4\u4e45\uff1f<\/p>\n

Alexander\uff1a\u6211\u4e0d\u786e\u5b9a\u5177\u4f53\u7ec6\u8282\u662f\u5426\u5b8c\u5168\u4e00\u81f4\uff0c\u4f46\u5982\u679c\u8bf4\u7684\u662f\u6574\u4f53\u8d8b\u52bf\uff0c\u6211\u8ba4\u4e3a\u751a\u81f3\u4e0d\u7528\u516d\u4e2a\u6708\u3002<\/p>\n

Raman\uff1a\u662f\u554a\uff0c\u4ee5\u73b0\u5728\u7684\u53d1\u5c55\u901f\u5ea6\u6765\u770b\uff0c\u5982\u679c\u771f\u7684\u6bd4\u516d\u4e2a\u6708\u66f4\u5feb\uff0c\u6211\u4e00\u70b9\u4e5f\u4e0d\u4f1a\u60ca\u8bb6\u3002\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u6b22\u8fce\u00a0\u201cClaw Father\u201d\uff0cPeter Steinberger\uff01<\/p>\n

\u4ece\u4eb2\u81ea\u8c03\u5ea6 Agent\uff0c\u5230\u7ba1\u7406 Agent \u56e2\u961f<\/h4>\n

Peter Steinberger\uff1a\u00a0\u5927\u5bb6\u65e9\u4e0a\u597d\u3002\u4ec5\u4ec5\u51e0\u4e2a\u6708\u65f6\u95f4\uff0c\u4e00\u5207\u5df2\u7ecf\u53d1\u751f\u4e86\u591a\u5927\u7684\u53d8\u5316\u3002\u90a3\u65f6\u5019\uff0c\u6211\u684c\u9762\u4e0a\u540c\u65f6\u5f00\u7740\u5341\u51e0\u4e2a Terminal \u7a97\u53e3\u3002\u6211\u4e0d\u65ad\u7b49\u5f85\u5176\u4e2d\u67d0\u4e00\u4e2a\u4efb\u52a1\u5b8c\u6210\uff0c\u7136\u540e\u518d\u53bb\u8c03\u6574 Agent\u3001\u5b89\u6392\u4e0b\u4e00\u9879\u5de5\u4f5c\u3002\u5982\u679c\u662f\u5728\u4eca\u5e74\u4e00\u6708\u4efd\uff0c\u8fd9\u5df2\u7ecf\u7b97\u662f\u6548\u7387\u7684\u5dc5\u5cf0\u4e86\uff0c\u4f46\u4eca\u5929\u56de\u5934\u770b\uff0c\u8fd9\u79cd\u65b9\u5f0f\u591a\u5c11\u6709\u70b9\u50bb\u3002<\/p>\n

\u6211\u5f53\u65f6\u4ee5\u4e3a\u81ea\u5df1\u662f\u5728\u534f\u8c03\u6574\u4e2a\u7cfb\u7edf\u3002\u5176\u5b9e\uff0c\u6211\u53ea\u662f\u4e00\u76f4\u5728\u8f6e\u8be2\uff0c\u6211\u65e2\u662f\u8c03\u5ea6\u5668\uff0c\u4e5f\u662f\u8def\u7531\u5668\uff0c\u8fd8\u662f\u8bb0\u5fc6\u7cfb\u7edf\u3002\u4e00\u5f00\u59cb\uff0c\u6211\u53ea\u662f\u548c\u4e00\u4e2a Agent \u914d\u5408\uff0c\u4f46\u540c\u65f6\u6253\u5f00\u5341\u4e2a\u7ec8\u7aef\u3002\u540e\u6765\uff0c\u6211\u5df2\u7ecf\u4e0d\u518d\u662f\u5728\u201c\u7ed3\u5bf9\u7f16\u7a0b\u201d\u3002\u6211\u66f4\u50cf\u662f\u5728\u7ba1\u7406\u5341\u4f4d\u76f4\u63a5\u5411\u6211\u6c47\u62a5\u5de5\u4f5c\u7684\u5458\u5de5\u3002<\/p>\n

\u800c\u73b0\u5728\uff0c\u6211\u5927\u90e8\u5206\u65f6\u95f4\u53ea\u662f\u548c\u4e00\u4e2a\u957f\u671f\u8fd0\u884c\u7684 Manager Agent \u5bf9\u8bdd\u3002\u5b83\u518d\u628a\u4efb\u52a1\u5206\u914d\u7ed9\u81ea\u5df1\u7684\u56e2\u961f\u53bb\u5b8c\u6210\u3002\u5f53\u7136\uff0c\u9047\u5230\u7279\u522b\u590d\u6742\u7684\u95ee\u9898\u65f6\uff0c\u6211\u4f9d\u7136\u53ef\u4ee5\u6df1\u5165\u5230\u5e95\u5c42\uff0c\u4e0e\u67d0\u4e2a Worker Agent \u4e00\u8d77\u534f\u4f5c\u3002\u4f46\u8fd9\u5df2\u7ecf\u4e0d\u662f\u9ed8\u8ba4\u6a21\u5f0f\u4e86\u3002\u73b0\u5728\uff0c\u6211\u66f4\u50cf\u662f\u5728\u7ba1\u7406\u4e00\u5bb6\u7531\u591a\u4e2a Agent \u7ec4\u6210\u7684\u5c0f\u516c\u53f8\uff0c\u800c Manager \u5c31\u662f\u56e2\u961f\u8d1f\u8d23\u4eba\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

Agent \u5faa\u73af\u771f\u6b63\u53ef\u6269\u5c55\u7684\u4e09\u4e2a\u5173\u952e\u53d8\u5316<\/h4>\n

Peter Steinberger\uff1a\u00a0\u6709\u4e09\u4e2a\u53d8\u5316\uff0c\u8ba9\u8fd9\u79cd\u5de5\u4f5c\u65b9\u5f0f\u771f\u6b63\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u662f\u670d\u52a1\u7aef\u4e0a\u4e0b\u6587\u538b\u7f29\u3002\u5b83\u8ba9\u957f\u671f\u8fd0\u884c\u4efb\u52a1\u53d8\u5f97\u8db3\u591f\u53ef\u9760\uff0c\u6211\u7ec8\u4e8e\u4e0d\u7528\u518d\u9891\u7e41\u521b\u5efa\u65b0\u7684\u4f1a\u8bdd\u6765\u7ef4\u6301\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u662f\u534f\u8c03\u673a\u5236\u3002\u4e00\u4e2a\u7ebf\u7a0b\u5c31\u80fd\u591f\u521b\u5efa\u3001\u7ec4\u7ec7\u5e76\u7ba1\u7406\u591a\u4e2a\u6b63\u786e\u7684\u9879\u76ee\u548c\u4efb\u52a1\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u662f\u81ea\u52a8\u89e6\u53d1\u3002\u5f53\u67d0\u4ef6\u4e8b\u60c5\u53d1\u751f\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u5524\u9192\u540c\u4e00\u4e2a Manager Agent\u3002<\/p>\n

\u4e8e\u662f\uff0c\u6211\u4eec\u62e5\u6709\u4e86\uff1a\u6301\u7eed\u5b58\u5728\u7684\u4e0a\u4e0b\u6587\u3001\u4efb\u52a1\u59d4\u6d3e\u3001\u81ea\u52a8\u89e6\u53d1\u3002\u8fd9\u4e09\u8005\u7ec4\u5408\u8d77\u6765\uff0c\u5c31\u662f\u5b8c\u6574\u7684 Agent Loop\u3002\u4f46\u5f53\u8fd9\u4e2a\u95ed\u73af\u771f\u6b63\u8dd1\u8d77\u6765\u4e4b\u540e\uff0c\u4f60\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\u65b0\u7684\u74f6\u9888\u3002<\/p>\n

\u74f6\u9888\u4e00\u76f4\u5728\u79fb\u52a8\u3002\u53bb\u5e74\uff0c\u6211\u6700\u5927\u7684\u9650\u5236\u4e3b\u8981\u8fd8\u662f Token \u6570\u91cf\u3002\u540e\u6765\uff0c\u6211\u52a0\u5165\u4e86 OpenAI\uff0c\u8fd9\u4e2a\u95ee\u9898\u57fa\u672c\u89e3\u51b3\u4e86\u3002<\/p>\n

\u5f53\u7136\uff0c\u6211\u77e5\u9053\uff0c\u8fd9\u79cd\u89e3\u51b3\u529e\u6cd5\u663e\u7136\u6ca1\u6cd5\u89c4\u6a21\u5316\u63a8\u5e7f\u3002\u4e4b\u540e\uff0c\u6211\u9047\u5230\u7684\u65b0\u74f6\u9888\u53d8\u6210\u4e86\u8ba1\u7b97\u8d44\u6e90\u3002\u6240\u6709\u8fd9\u4e9b Agent \u540c\u65f6\u8fd0\u884c\u65f6\uff0c\u6211\u7684 MacBook \u98ce\u6247\u51e0\u4e4e\u50cf\u55b7\u6c14\u53d1\u52a8\u673a\u4e00\u6837\u72c2\u8f6c\u3002<\/p>\n

\u73b0\u5728\uff0c\u8fd9\u4e2a\u95ee\u9898\u57fa\u672c\u4e5f\u89e3\u51b3\u4e86\u3002\u6211\u4eec\u8ba9 Agent \u5728\u72ec\u7acb\u7684\u6d4b\u8bd5\u673a\u5668\u4e0a\u8fd0\u884c\u6d4b\u8bd5\uff0c\u800c\u4e0d\u662f\u5360\u7528\u672c\u5730\u7535\u8111\u3002<\/p>\n

\u74f6\u9888\u5728\u4e0d\u65ad\u53d8\u5316\uff0c\u73b0\u5728\u5f00\u59cb\u53d8\u6210\u4eba\u7c7b\u6ce8\u610f\u529b<\/h4>\n

Peter Steinberger\uff1a\u00a0\u5982\u4eca\uff0c\u6211\u6700\u5927\u7684\u9650\u5236\u5df2\u7ecf\u53d8\u6210\u4e86\u6ce8\u610f\u529b\uff0c\u548c Token\u3001\u8ba1\u7b97\u8d44\u6e90\u4e0d\u540c\uff0c\u6ce8\u610f\u529b\u4e0d\u662f\u53ef\u4ee5\u7b80\u5355\u589e\u52a0\u7684\u8d44\u6e90\u3002\u56e0\u6b64\uff0c\u73b0\u5728\u6700\u91cd\u8981\u7684\u4e00\u9879\u80fd\u529b\uff0c\u5c31\u662f\u51b3\u5b9a\u81ea\u5df1\u7684\u6ce8\u610f\u529b\u5e94\u8be5\u6295\u5165\u5728\u54ea\u91cc\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u6211\u60f3\u95ee\u5927\u5bb6\u4e00\u4e2a\u95ee\u9898\uff1a\u4f60\u4eec\u662f\u4e0d\u662f\u8fd8\u4f1a\u4e00\u76f4\u76ef\u7740 Agent \u5199\u4ee3\u7801\uff0c\u770b\u7740\u4ee3\u7801\u4e00\u884c\u4e00\u884c\u6eda\u52a8\uff1f<\/p>\n

\u6211\u77e5\u9053\uff0c\u90a3\u79cd\u611f\u89c9\u786e\u5b9e\u5f88\u9177\uff0c\u4ee5\u524d\u7684\u6a21\u578b\u4e5f\u786e\u5b9e\u9700\u8981\u8fd9\u6837\u3002\u56e0\u4e3a\u4f60\u4f1a\u770b\u5230 Agent \u5f00\u59cb\u671d\u9519\u8bef\u65b9\u5411\u8d70\uff0c\u4e8e\u662f\u8d76\u7d27\u6309\u4e0b Escape\uff0c\u628a\u5b83\u62c9\u56de\u6765\uff0c\u518d\u91cd\u65b0\u8c03\u6574\u65b9\u5411\u3002\u4f46\u6700\u65b0\u4e00\u4ee3\u6a21\u578b\u5df2\u7ecf\u975e\u5e38\u64c5\u957f\u7406\u89e3\u4f60\u7684\u771f\u5b9e\u610f\u56fe\uff0c\u6240\u4ee5\uff0c\u73b0\u5728\u4e00\u76f4\u76ef\u7740 Agent \u8f93\u51fa\u4ee3\u7801\uff0c\u5176\u5b9e\u5df2\u7ecf\u6709\u70b9\u6d6a\u8d39\u65f6\u95f4\u4e86\u3002<\/p>\n

Manager \u4e0d\u5e94\u8be5\u53ea\u662f\u4e00\u4e2a\u4f1a\u8bdd\uff0c\u5b83\u5e94\u8be5\u662f\u771f\u6b63\u7684 Agent<\/h4>\n

Peter Steinberger\uff1a\u4e3e\u4e2a\u4f8b\u5b50\u3002\u5047\u8bbe\u6709\u4eba\u5728\u6211\u7684\u67d0\u4e2a\u5f00\u6e90\u9879\u76ee\u91cc\u63d0\u4ea4\u4e86\u4e00\u4e2a Issue\u3002<\/p>\n

\u9996\u5148\uff0cManager Agent \u4f1a\u88ab\u81ea\u52a8\u5524\u9192\u3002\u5b83\u4f1a\u7ed3\u5408\u6574\u4e2a\u9879\u76ee\u7684\u76ee\u6807\u3001\u5df2\u6709\u7b14\u8bb0\u4ee5\u53ca\u6574\u4f53\u89c4\u5212\uff0c\u5224\u65ad\u8fd9\u4e2a Issue \u662f\u5426\u7b26\u5408\u9879\u76ee\u65b9\u5411\u3002\u5982\u679c\u7b26\u5408\uff0c\u5b83\u5c31\u4f1a\u521b\u5efa\u4e00\u4e2a Worker Agent\u3002Worker \u4f1a\u8d1f\u8d23\u8c03\u67e5\u95ee\u9898\u3001\u5b8c\u6210\u4ee3\u7801\u4fee\u6539\u3001\u8fd0\u884c\u6d4b\u8bd5\u3002\u968f\u540e\uff0c\u8fd8\u53ef\u4ee5\u7531\u53e6\u4e00\u4e2a Agent \u5bf9\u4fee\u6539\u7ed3\u679c\u8fdb\u884c Code Review\u3002<\/p>\n

\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u5b8c\u5168\u4e0d\u9700\u8981\u76ef\u7740\u8fd9\u4e9b Agent \u5de5\u4f5c\uff0c\u4e5f\u4e0d\u7528\u9605\u8bfb\u5b83\u4eec\u4e4b\u95f4\u7684\u6bcf\u4e00\u6761\u4e2d\u95f4\u6d88\u606f\u3002<\/p>\n

\u53ea\u6709\u5f53 Manager \u771f\u6b63\u9700\u8981\u6211\u53c2\u4e0e\u65f6\uff0c\u5b83\u624d\u4f1a\u56de\u6765\u627e\u6211\u3002\u5b83\u4f1a\u628a Pull Request\u3001\u539f\u59cb Issue\u3001\u5efa\u8bae\u4fee\u6539\u7684 Diff\uff0c\u751a\u81f3\u4e00\u6bb5\u6f14\u793a\u89c6\u9891\uff0c\u6216\u8005\u4e00\u4e2a\u5df2\u7ecf\u8fd0\u884c\u8d77\u6765\u3001\u6211\u53ef\u4ee5\u901a\u8fc7 VNC \u8fdc\u7a0b\u8fde\u63a5\u67e5\u770b\u7684\u6784\u5efa\u73af\u5883\uff0c\u4e00\u8d77\u4ea4\u7ed9\u6211\u3002<\/p>\n

\u6211\u53ea\u9700\u8981\u5ba1\u6838\u4e00\u6b21\uff0c\u7559\u4e0b\u610f\u89c1\uff0c\u5fc5\u8981\u65f6\u6279\u51c6\u3002\u968f\u540e\uff0c\u6574\u4e2a\u95ed\u73af\u7ee7\u7eed\u81ea\u52a8\u8fd0\u884c\u3002\u7b49\u6240\u6709\u68c0\u67e5\u901a\u8fc7\u4e4b\u540e\uff0c\u5b83\u5c31\u4f1a\u81ea\u52a8\u5b8c\u6210\u5408\u5e76\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0cAgent \u8d1f\u8d23\u6267\u884c\u5185\u90e8\u5faa\u73af\u3002\u800c\u6211\u8d1f\u8d23\u8bbe\u5b9a\u65b9\u5411\uff0c\u5e76\u5728\u5916\u90e8\u5faa\u73af\u4e2d\u505a\u51fa\u5173\u952e\u51b3\u7b56\u3002<\/p>\n

\u5176\u5b9e\uff0cPaul Salt\u00a0\u5df2\u7ecf\u5728\u4f7f\u7528\u7c7b\u4f3c\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u4ed6\u56fa\u5b9a\u8fd0\u884c\u7740\u4e00\u4e2a\u76f8\u5f53\u4e8e\u201cChief of Staff\u201d\u7684 Agent\u3002<\/p>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

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\u4e00\u65e6 Manager Agent \u80fd\u591f\u957f\u671f\u8fd0\u884c\uff0c\u628a\u5b83\u7ed1\u5b9a\u5728\u4e00\u53f0\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\uff0c\u5c31\u5f00\u59cb\u663e\u5f97\u5f88\u4e0d\u5408\u7406\u3002Codex \u5df2\u7ecf\u80fd\u591f\u5728\u4e0d\u540c\u4e3b\u673a\u4e4b\u95f4\u8fc1\u79fb\u4efb\u52a1\uff0cOpenClaw \u4e5f\u5df2\u7ecf\u62e5\u6709 Gateway \u548c Node \u7684\u67b6\u6784\u3002<\/p>\n

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