![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/B031689C2E1EB1083FE0ED5C9C879B53A198BB2B_size103_w1080_h514.jpg\")
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\u65b0\u667a\u5143\u62a5\u9053<\/strong><\/p>\n \u7f16\u8f91\uff1a\u597d\u56f0<\/p>\n \u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011GPT-5.4\u771f\u6b63\u7684\u6740\u62db\u7ec8\u4e8e\u843d\u5730\uff01OpenAI<\/a>\u8fde\u591c\u91cd\u5199\u57fa\u5efa<\/a>\u3001\u539f\u751f\u6536\u7f16\u4e03\u5927\u6c99\u76d2\uff0c\u5f7b\u5e95\u5c01\u6b7b\u7b2c\u4e09\u65b9\u6846\u67b6\u7684\u6d3b\u8def\u3002\u65e7\u65f6\u4ee3\u7684\u804a\u5929\u73a9\u5177\u5df2\u88ab\u629b\u5f03\uff0c\u5de5\u4e1a\u7ea7Agent\u5168\u9762\u89c9\u9192\u3002<\/strong><\/p>\n OpenAI\u4e0d\u58f0\u4e0d\u54cd\uff0c\u53c8\u4e0b\u4e86\u4e00\u624b\u72e0\u68cb\u3002<\/p>\n \u5c31\u5728\u521a\u521a\uff0cAgents SDK\u8fce\u6765\u4e00\u6b21\u5f7b\u5e95\u7684\u67b6\u6784\u91cd\u5199\u3002<\/p>\n \u539f\u751fharness\u3001\u539f\u751f\u6c99\u76d2\u3001Codex\u7ea7\u7684\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\uff0c\u5916\u52a0\u4e03\u5bb6\u5934\u90e8\u6c99\u76d2\u5382\u5546\u4e00\u952e\u63a5\u5165\u3002<\/p>\n 3\u6708\u521d\uff0cGPT-5.4\u5e26\u7740\u539f\u751fcomputer use\uff08\u8ba1\u7b97\u673a\u4f7f\u7528\uff09\u9ad8\u8c03\u767b\u573a\u65f6\uff0c\u5f00\u53d1\u8005\u5c31\u5df2\u7ecf\u5410\u69fd\u8fc7\u4e00\u4ef6\u4e8b\u3002<\/p>\n \u6a21\u578b\u80fd\u64cd\u4f5c\u7535\u8111\u4e86\uff0c\u53efAgent\u8dd1\u5728\u54ea\u53f0\u7535\u8111\u4e0a\u3001\u600e\u4e48\u4fdd\u8bc1\u8dd1\u8d77\u6765\u4e0d\u51fa\u4e8b\uff0c\u8fd8\u662f\u5f97\u81ea\u5df1\u4e1c\u62fc\u897f\u51d1\u4e00\u5957\u6846\u67b6\u3002<\/p>\n \u4eca\u665a\u8fd9\u4e2a\u7f3a\u53e3\u88abOpenAI\u81ea\u5df1\u8865\u4e0a\u4e86\u3002<\/p>\n \u4e00\u53e5\u8bdd\u7248\u672c\uff0cOpenAI\u8fd9\u6b21\u628aAgents SDK\u4ece\u300c\u804a\u5929\u673a\u5668\u4eba\u7684\u73a9\u5177\u300d\u6539\u9020\u6210\u4e86\u300c\u751f\u4ea7\u7ea7Agent\u7684\u5e95\u5ea7\u300d\u3002<\/p>\n harness\u8d1f\u8d23\u63a7\u5236\u6d41\u3001\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u8def\u7531\u3001\u6682\u505c\u6062\u590d\uff1b\u6c99\u76d2\u8d1f\u8d23\u8bfb\u5199\u6587\u4ef6\u3001\u88c5\u4f9d\u8d56\u3001\u8dd1\u4ee3\u7801\uff0c\u4e24\u5c42\u5f7b\u5e95\u89e3\u8026\u3002<\/p>\n \u66f4\u72e0\u7684\u662f\uff0c\u8fd9\u4e00\u5200\u540c\u65f6\u780d\u5728\u4e86LangChain\u3001CrewAI\u3001LangGraph\u8fd9\u4e9b\u7b2c\u4e09\u65b9Agent\u6846\u67b6\u8eab\u4e0a\u3002<\/p>\n OpenAI\u4e0b\u573a\u628a\u57fa\u5efa\u5c42\u505a\u4e86\uff0c\u7559\u7ed9\u7b2c\u4e09\u65b9\u7684\u7a7a\u95f4\uff0c\u8089\u773c\u53ef\u89c1\u5730\u5728\u6536\u7a84\u3002<\/p>\n \u4ece\u300c\u804a\u5929\u673a\u5668\u4eba\u7684\u73a9\u5177\u300d\u5230\u751f\u4ea7\u7ea7\u5e95\u5ea7<\/strong><\/p>\n \u8bb2\u8fd9\u6b21\u5347\u7ea7\u4e4b\u524d\uff0c\u5148\u5f97\u641e\u6e05\u695a\u539f\u6765\u7684Agents SDK\u957f\u5565\u6837\u3002<\/p>\n 2025\u5e743\u6708\uff0cOpenAI\u7b2c\u4e00\u6b21\u63a8\u51faAgents SDK\uff0c\u4e3b\u6253\u8f7b\u91cf\u3001\u5c11\u62bd\u8c61\u3001\u51e0\u884cPython\u5c31\u80fd\u8dd1\u8d77\u6765\u7684\u5356\u70b9\u3002<\/p>\n \u4f46\u8fd9\u4e00\u7248SDK\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u804a\u5929\u673a\u5668\u4eba\u573a\u666f\u505a\u7684\u3002<\/p>\n \u4e00\u5e74\u591a\u8fc7\u53bb\uff0c\u6a21\u578b\u5728\u80fd\u529b\u4e0a\u7684\u63d0\u5347\u53ef\u8c13\u662f\u7ffb\u5929\u8986\u5730\u2014\u2014\u4e00\u53e3\u6c14\u80fd\u8dd1\u51e0\u4e2a\u5c0f\u65f6\u3001\u51e0\u5929\uff0c\u751a\u81f3\u51e0\u5468\u3002<\/p>\n \u539f\u6765\u90a3\u5957\u4e3a\u804a\u5929\u673a\u5668\u4eba\u8bbe\u8ba1\u7684SDK\uff0c\u81ea\u7136\u4e5f\u5c31\u8ddf\u4e0d\u4e0a\u65f6\u4ee3\u4e86\u3002<\/p>\n \u8fd9\u6b21\u7684\u91cd\u5199\uff0c\u4e3b\u8981\u505a\u4e86\u4e24\u4ef6\u4e8b\u3002<\/p>\n \u7b2c\u4e00\u4ef6\uff0c\u7ed9\u6a21\u578b\u914d\u4e00\u4e2a\u5b8c\u6574\u7684\u8fd0\u884c\u6846\u67b6\u2014\u2014harness\u3002<\/p>\n \u914d\u7f6e\u5316\u8bb0\u5fc6\u3001\u611f\u77e5\u6c99\u76d2\u7684\u7f16\u6392\u3001\u7c7b\u4f3cCodex\u7684\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u3001\u901a\u8fc7MCP\u8c03\u5de5\u5177\u3001\u901a\u8fc7skills\u6e10\u8fdb\u5f0f\u62ab\u9732\u4fe1\u606f\u3001\u901a\u8fc7AGENTS.md\u81ea\u5b9a\u4e49\u6307\u4ee4\u3001\u7528shell\u5de5\u5177\u6267\u884c\u4ee3\u7801\u3001\u7528apply patch\u5de5\u5177\u7f16\u8f91\u6587\u4ef6\uff0c\u5168\u90e8\u6253\u5305\u8fdbSDK\u539f\u751f\u652f\u6301\u3002<\/p>\n \u719f\u6089Claude Code\u548cCodex\u7684\u5f00\u53d1\u8005\u770b\u5230\u8fd9\u5957\u6e05\u5355\u4f1a\u5f88\u773c\u719f\u3002<\/p>\n \u6ca1\u9519\uff0cOpenAI\u8fd9\u6b21\u662f\u628a\u81ea\u5bb6Codex\u8fc7\u53bb\u4e00\u5e74\u8e29\u8fc7\u7684\u5751\u3001\u79ef\u7d2f\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u987a\u624b\u4ea7\u54c1\u5316\u585e\u8fdb\u4e86SDK\u3002<\/p>\n \u7b2c\u4e8c\u4ef6\uff0c\u628aharness\u548ccompute\u5f7b\u5e95\u5206\u79bb\u3002<\/p>\n harness\u8dd1\u5728\u4f60\u7684\u53ef\u4fe1\u57fa\u5efa\u91cc\uff0c\u7ba1\u6a21\u578b\u8c03\u7528\u3001\u5ba1\u6279\u3001\u8ffd\u8e2a\u3001\u8fd0\u884c\u72b6\u6001\u3002compute\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u6c99\u76d2\uff0c\u4e13\u95e8\u8d1f\u8d23\u8bfb\u5199\u6587\u4ef6\u3001\u8dd1\u547d\u4ee4\u3001\u88c5\u5305\u3001\u5410\u4ea7\u7269\u3002<\/p>\n \u4e24\u5c42\u4e4b\u95f4\u7684\u63a5\u53e3\u6807\u51c6\u5316\uff0cAPI key\u548c\u654f\u611f\u51ed\u8bc1\u538b\u6839\u513f\u4e0d\u4f1a\u8fdb\u5165\u6a21\u578b\u751f\u6210\u4ee3\u7801\u5b9e\u9645\u6267\u884c\u7684\u90a3\u4e2a\u73af\u5883\u3002<\/p>\n \u7ed3\u679c\u5c31\u662f\uff0c\u6c99\u76d2\u91cc\u65e2\u6ca1\u6709API\u5bc6\u94a5\uff0c\u4e5f\u6ca1\u6709\u4efb\u4f55\u654f\u611f\u51ed\u8bc1\u3002\u6c99\u76d2\u672c\u8eab\u5b8c\u5168\u9694\u79bb\uff0c\u751a\u81f3\u53ef\u4ee5\u548c\u7f51\u7edc\u65ad\u5f00\uff0c\u6ca1\u6709\u4efb\u4f55\u5bf9\u5916\u6d41\u91cf\u3002<\/p>\n \u8fd9\u4e0d\u662f\u5b89\u5168\u6027\u80fd\u7684\u5c0f\u4fee\u5c0f\u8865\u3002\u8fd9\u662f\u6574\u4e2aAgent\u67b6\u6784\u7684\u8303\u5f0f\u8f6c\u79fb\u3002<\/p>\n 900\u9875\u4fdd\u9669\u5355100%\u63d0\u53d6<\/strong><\/p>\n \u4e00\u534aPR\u51fa\u81eaAgent<\/strong><\/p>\n harness\/compute\u5206\u79bb\u7684\u7b2c\u4e00\u4e2a\u7ed3\u679c\uff0c\u662f\u6c99\u76d2\u4f9b\u5e94\u5546\u7684\u751f\u6001\u56fe\u4e00\u591c\u94fa\u5f00\u3002<\/p>\n \u8fd9\u6b21\u53d1\u5e03\uff0cBlaxel\u3001Cloudflare\u3001Daytona\u3001E2B\u3001Modal\u3001Runloop\u3001Vercel\u4e03\u5bb6\u6c99\u76d2\u5382\u5546\u540c\u65f6\u88ab\u5199\u8fdb\u5b98\u65b9\u652f\u6301\u5217\u8868\u3002<\/p>\n \u4e03\u5bb6\u80fd\u540c\u65f6\u63a5\u5165\uff0c\u5173\u952e\u5728OpenAI\u7ed9\u4e86\u4e00\u4e2a\u53ebManifest\u7684\u62bd\u8c61\u5c42\u2014\u2014\u4e00\u4efd\u63cf\u8ff0Agent\u5de5\u4f5c\u533a\u7684\u914d\u7f6e\u6e05\u5355\u3002<\/p>\n \u8981\u6302\u8f7d\u54ea\u4e9b\u672c\u5730\u6587\u4ef6\u3001\u4ece\u54ea\u4e2a\u4e91\u5b58\u50a8\u62c9\u6570\u636e\u3001\u4ea7\u7269\u5199\u5230\u54ea\u91cc\uff0c\u5168\u5199\u5728\u8fd9\u4efdManifest\u91cc\u3002AWS S3\u3001Google Cloud Storage\u3001Azure Blob Storage\u3001Cloudflare R2\u5168\u8986\u76d6\u3002<\/p>\n \u6700\u5173\u952e\u7684\u662f\u8fd9\u4efdManifest\u548c\u5177\u4f53\u6c99\u76d2\u4f9b\u5e94\u5546\u89e3\u8026\u3002<\/p>\n \u4eca\u5929\u7528E2B\u5199\u7684Agent\uff0c\u660e\u5929\u60f3\u6362\u6210Modal\u8dd1\uff0c\u4e0d\u7528\u91cd\u5199\u4ee3\u7801\uff0c\u6539\u4e00\u884c\u914d\u7f6e\u3002\u54ea\u5bb6\u6c99\u76d2\u4fbf\u5b9c\u3001\u54ea\u5bb6\u79bb\u6570\u636e\u8fd1\uff0c\u5c31\u5207\u5230\u54ea\u5bb6\u3002<\/p>\n \u5b98\u65b9\u7ed9\u4e86\u4e00\u4e2a\u6700\u5c0f\u793a\u4f8b\u3002\u8ba9\u4e00\u4e2aAgent\u8dd1\u8fdb\u672c\u5730\u6c99\u76d2\uff0c\u6302\u4e0a\u4e00\u4e2a\u8d22\u62a5\u76ee\u5f55\uff0c\u5bf9\u6bd4FY2025\u548cFY2024\u7684\u4e09\u9879\u8d22\u52a1\u6307\u6807\uff0c\u6838\u5fc3\u4ee3\u7801\u4e0d\u523020\u884c\u3002<\/p>\n \u53e6\u5916\u4e24\u4e2a\u5bf9\u957f\u8dd1\u4efb\u52a1\u683c\u5916\u5173\u952e\u7684\u65b0\u80fd\u529b\u662f\uff0c\u8ba9\u6c99\u76d2\u5bb9\u5668\u6302\u4e86\u4e5f\u80fd\u4ece\u68c0\u67e5\u70b9\u7eed\u547d\u7684\u5feb\u7167\u548c\u72b6\u6001\u6062\u590d\uff1b\u4ee5\u53ca\u89e3\u51b3\u6269\u5c55\u6027\u95ee\u9898\u7684\u591a\u6c99\u76d2\u5e76\u884c+\u5b50Agent\u9694\u79bb\u73af\u5883\u3002<\/p>\n \u7531\u6b64\uff0cAgent\u7b2c\u4e00\u6b21\u6709\u4e86\u300c\u6389\u7ebf\u7eed\u547d\u300d\u548c\u300c\u5206\u8eab\u4f5c\u6218\u300d\u7684\u539f\u751f\u80fd\u529b\u3002<\/p>\n \u5728\u4e00\u7bc7\u6280\u672f\u957f\u6587\u4e2d\uff0cModal\u6280\u672f\u56e2\u961f\u6210\u5458Erik Dunteman\u987a\u624b\u900f\u9732\u4e86\u4e00\u4e2a\u7ec6\u8282\u2014\u2014<\/p>\n Ramp\u5df2\u7ecf\u7528Modal\u8dd1\u4e86\u4e00\u652f\u540e\u53f0\u7f16\u7801Agent\u5927\u519b\uff0c\u516c\u53f8\u8d85\u8fc7\u4e00\u534a\u7684PR\u90fd\u662f\u8fd9\u4e9bAgent\u81ea\u5df1\u521b\u5efa\u7684\u3002<\/p>\n \u4e0d\u4ec5\u5982\u6b64\uff0cStripe\u4e5f\u5728\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\u62ab\u9732\uff0c\u5185\u90e8\u7684AI Agent\u6bcf\u5468\u4ea7\u51fa\u8d85\u8fc71000\u4e2aPR\u3002<\/p>\n \u4e24\u5bb6\u516c\u53f8\u7684\u5171\u540c\u70b9\u662f\uff0c\u5728\u62ff\u5230\u6210\u719fAgent\u57fa\u5efa\u4e4b\u540e\uff0c\u4e1a\u52a1\u56e2\u961f\u7684\u751f\u4ea7\u529b\u51fa\u73b0\u4e86\u65ad\u5c42\u5f0f\u8dc3\u8fc1\u3002<\/p>\n \u5982\u4eca\uff0cOpenAI\u628a\u8fd9\u4e9b\u66fe\u7ecf\u53ea\u6709\u5934\u90e8\u516c\u53f8\u624d\u80fd\u6512\u51fa\u6765\u7684\u57fa\u5efa\uff0c\u53d8\u6210\u4e86SDK\u91cc\u5f00\u7bb1\u5373\u7528\u7684\u9ed8\u8ba4\u914d\u7f6e\u3002<\/p>\n https:\/\/modal.com\/blog\/building-with-modal-and-the-openai-agent-sdk<\/p>\n \u5bf9\u6b64\uff0cFurtherAI CTO Sashank Gondala\u62ab\u9732\uff0c\u4ed6\u4eec\u7684Agent\u5543\u4e0b\u4e86\u4e00\u4efd900\u591a\u9875\u7684\u4fdd\u9669\u7406\u8d54\u8bb0\u5f55\uff0c\u63d0\u53d6\u6210\u529f\u7387100%\u3002<\/p>\n 900\u591a\u9875\u3001100%\u3001\u4fdd\u9669\u7406\u8d54\u8bb0\u5f55\uff0c\u8fd9\u4e09\u4e2a\u8bcd\u51d1\u5728\u4e00\u8d77\u7684\u542b\u91d1\u91cf\u8001\u4fdd\u9669\u4ece\u4e1a\u8005\u4e00\u770b\u5c31\u61c2\uff0c\u4e1a\u5185\u6700\u96be\u5543\u7684\u6587\u6863\u4e4b\u4e00\uff0c\u4ee5\u524d\u8dd1\u5230\u67d0\u4e00\u9875\u5d29\u6389\u662f\u5e38\u6001\u3002<\/p>\n Tomoro AI\u7814\u53d1\u5de5\u7a0b\u5e08Douglas Adams\u7ed9\u51fa\u4e86\u53e6\u4e00\u7ec4\u786c\u6570\u5b57\uff0c\u76f8\u540c\u80fd\u529b\u7684Agent\uff0c\u8fd9\u6b21\u9700\u8981\u7684\u4ee3\u7801\u91cf\u6bd4\u4ee5\u524d\u5c11\u4e866\u500d\u3002<\/p>\n Box\u5f00\u53d1\u8005\u5173\u7cfb\u8d1f\u8d23\u4ebaCarter Rabasa\uff0c\u5219\u4f20\u4e86\u4e00\u4efd\u4e1a\u52a1\u6570\u636e\u5e76\u914d\u4e0abash\/python\u4f5c\u4e3a\u5de5\u5177\uff0c\u8ba9agent\u5728\u6c99\u76d2\u91cc\u8dd1\u4e86\u4e00\u6574\u5957\u53d1\u7968\u5bf9\u8d26\u4e1a\u52a1\u6d41\u7a0b\u3002<\/p>\n \u6ca1\u60f3\u5230\uff0c\u7b2c\u4e00\u8f6e\u8bd5\u6c34\u5c31\u8dd1\u901a\u4e86\u3002<\/p>\n \u6c99\u76d2\u5bf9\u8dd1agent\u751f\u6210\u7684\u4ee3\u7801\u6765\u8bf4\u975e\u5e38\u5b8c\u7f8e\u3002<\/p>\n OpenAI\u4e0b\u573a\u505a\u57fa\u5efa<\/strong><\/p>\n LangChain\u4eec\u65e0\u5904\u8eb2<\/strong><\/p>\n \u5230\u8fd9\u4e00\u5c42\uff0c\u8fd9\u6b21\u53d1\u5e03\u5bf9\u884c\u4e1a\u7684\u51b2\u51fb\u624d\u771f\u6b63\u663e\u9732\u3002<\/p>\n LangChain\u3001LangGraph\u3001CrewAI\u3001AutoGen\u8fd9\u4e9b\u7b2c\u4e09\u65b9Agent\u6846\u67b6\uff0c\u8fc7\u53bb\u4e00\u5e74\u9760\u4ec0\u4e48\u6d3b\u7740\uff1f\u7b54\u6848\u662f\u9760\u8865\u9f50OpenAI\u539f\u751fSDK\u4e0d\u591f\u300c\u751f\u4ea7\u53ef\u7528\u300d\u7684\u90a3\u5757\u7a7a\u767d\u3002<\/p>\n \u7f16\u6392\u3001\u8bb0\u5fc6\u7ba1\u7406\u3001\u62a4\u680f\u3001\u8ffd\u8e2a\u3001\u591aAgent\u534f\u4f5c\uff0c\u8fd9\u4e9b\u90fd\u662f\u7b2c\u4e09\u65b9\u6846\u67b6\u7684\u4e3b\u6218\u573a\u3002<\/p>\n \u73b0\u5728\uff0cOpenAI\u4e00\u6b21\u6027\u628a\u8fd9\u4e9b\u4e3b\u6218\u573a\u5168\u63a5\u7ba1\u4e86\u3002<\/p>\n \u4ed6\u4eec\u8981\u505a\u7684\u5c31\u662fAgent\u4e16\u754c\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u7b2c\u4e09\u65b9\u6846\u67b6\u4ece\u6b64\u8981\u4e48\u5f80\u66f4\u9ad8\u5c42\u8d70\uff08\u7f16\u6392\u3001\u5782\u76f4\u573a\u666f\uff09\uff0c\u8981\u4e48\u5f80\u66f4\u4f4e\u5c42\u8d70\uff08\u4e13\u7528\u6c99\u76d2\u3001\u4e13\u7528\u5de5\u5177\uff09\uff0c\u5939\u5728\u4e2d\u95f4\u7684\u90a3\u5757\u5730\u677f\uff0c\u5df2\u7ecf\u88abOpenAI\u81ea\u5df1\u8e29\u5b9e\u4e86\u3002<\/p>\n \u800c\u4e14\uff0cOpenAI\u53e3\u4e2d\u7684\u300c\u517c\u5bb9\u6240\u6709\u6c99\u76d2\u670d\u52a1\u5546\u300d\uff0c\u672c\u8eab\u5c31\u662f\u5728\u628a\u6c99\u76d2\u4f9b\u5e94\u5546\u7eb3\u5165OpenAI\u7684\u751f\u6001\u4f4d\u3002<\/p>\n \u4eca\u5929\u53ef\u80fd\u8fd8\u662fOpenAI\u7684\u5408\u4f5c\u4f19\u4f34\uff0c\u660e\u5929\u7684\u8eab\u4efd\u5f88\u53ef\u80fd\u5c31\u53ea\u662fOpenAI\u751f\u6001\u4e0b\u7684\u300c\u7ec4\u4ef6\u4f9b\u5e94\u5546\u300d\u4e86\u3002<\/p>\n <\/strong><\/p>\n Python\u5148\u884c\uff0cTypeScript\u8fd8\u5728\u6392\u961f<\/strong><\/p>\n \u867d\u7136\u8fd9\u4e00\u5207\u76ee\u524d\u8fd8\u4e0d\u5b8c\u7f8e\u3002<\/p>\n harness\u548csandbox\u7684\u65b0\u80fd\u529b\u9996\u53d1\u53ea\u4e0a\u4e86Python\uff0cTypeScript\u7248\u672c\u6392\u5728\u540e\u7eed\u66f4\u65b0\u8ba1\u5212\u91cc\uff1bSDK\u81f3\u4eca\u4ecd\u7136\u505c\u7559\u57280.Y.Z\u7248\u672c\u53f7\u3002<\/p>\n \u4f46\u65b9\u5411\u5df2\u7ecf\u975e\u5e38\u6e05\u6670\u4e86\u3002<\/p>\n GPT-5.4\u5e26\u7740\u539f\u751fcomputer use\u767b\u53f0\uff0cAgents SDK\u7ed9\u5b83\u914d\u9f50\u4e86\u771f\u6b63\u7684\u8fd0\u884c\u73af\u5883\u3002<\/p>\n \u4e0b\u4e00\u6b65\u7f3a\u7684\uff0c\u53ea\u662f\u66f4\u591a\u5f00\u53d1\u8005\u628a\u4e1a\u52a1\u903b\u8f91\u642d\u5728\u8fd9\u4e2a\u57fa\u5efa\u4e4b\u4e0a\u3002<\/p>\n![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/295940D64DAD45B839A5E06309C3A9F50728FBC7_size103_w729_h498.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/98961247EB663AF2A26A65543AAA8CA0F920DF3F_size76_w651_h656.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/45581C7DE1865116318842866E111926CB03E1E0_size122_w674_h764.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/9D33A1BB54E947E0285FC892E10F8B57BFA3EB0B_size104_w660_h769.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/D8A04ED7F459EFD116FB701B5790073A1F1BA3AA_size125_w660_h724.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/BBDD28C4ED44ED859D435F8F0B093F353F658B75_size52_w719_h311.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/13B8CD7E1361ACA5C9D1B64D083A4C5AEC25E68D_size45_w718_h237.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/EF757E834C5F881422576BDED42396C787BF8C26_size13_w870_h186.png\")
# pip install "openai-agents>=0.14.0"<\/code>import asyncio<\/code>import tempfile<\/code>from pathlib import Path<\/code>from agents import Runner<\/code>from agents.run import RunConfig<\/code>from agents.sandbox import Manifest, SandboxAgent, SandboxRunConfig<\/code>from agents.sandbox.entries import LocalDir<\/code>from agents.sandbox.sandboxes import UnixLocalSandboxClient<\/code>async def main() -> None:<\/code>with tempfile.TemporaryDirectory() as tmp:<\/code>dataroom = Path(tmp) \/ "dataroom"<\/code>dataroom.mkdir()<\/code>(dataroom \/ "metrics.md").write_text(<\/code>"""# Annual metrics<\/code>| Year | Revenue | Operating income | Operating cash flow |<\/code>| --- | ---: | ---: | ---: |<\/code>| FY2025 | $124.3M | $18.6M | $24.1M |<\/code>| FY2024 | $98.7M | $12.4M | $17.9M |<\/code>""",<\/code>encoding="utf-8",<\/code>)<\/code>agent = SandboxAgent(<\/code>name="Dataroom Analyst",<\/code>model="gpt-5.4",<\/code>instructions="Answer using only files in data\/. Cite source filenames.",<\/code>default_manifest=Manifest(entries={"data": LocalDir(src=dataroom)}),<\/code>)<\/code>result = await Runner.run(<\/code>agent,<\/code>"Compare FY2025 revenue, operating income, and operating cash flow with FY2024.",<\/code>run_config=RunConfig(<\/code>sandbox=SandboxRunConfig(client=UnixLocalSandboxClient()),<\/code>),<\/code>)<\/code>print(result.final_output)<\/code>if __name__ == "__main__":<\/code>asyncio.run(main())<\/code><\/code><\/p>\n![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/CD9376523083C436A9FB8CEDA1F4D48B3D5FCEDB_size218_w1009_h977.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/C9FE2E10997E876A10ADB3E45A4A37C959B03C9F_size290_w1080_h513.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/4AE377AE5D9FA2768620FC1474AAE45099055E2E_size369_w1080_h651.png\")
![\"OpenAI\u796d\u51faGPT-5.4\u795e\u88c5\uff01Codex\u540c\u6b3eHarness\u5168\u9762\u5f00\u653e\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/06F4A0E866171D489EA30D9819F9DFBA34064E42_size69_w728_h321.png\")