{"id":6192,"date":"2025-09-21T11:41:02","date_gmt":"2025-09-21T03:41:02","guid":{"rendered":"https:\/\/nullthought.net\/?p=6192"},"modified":"2025-09-25T13:43:08","modified_gmt":"2025-09-25T05:43:08","slug":"openai%e5%b7%a5%e7%a8%8b%e5%b8%88%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8codex","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6192","title":{"rendered":"OpenAI\u5de5\u7a0b\u5e08\u5982\u4f55\u4f7f\u7528Codex"},"content":{"rendered":"\n

Codex\u7528\u4e8e\u52a0\u901f\u5404\u79cd\u5de5\u7a0b\u4efb\u52a1\uff0c\u5305\u62ec\u7406\u89e3\u590d\u6742\u7684\u7cfb\u7edf\u3001\u91cd\u6784\u5927\u578b\u4ee3\u7801\u5e93\u3001\u4ea4\u4ed8\u65b0\u529f\u80fd\u4ee5\u53ca\u5728\u7d27\u6025\u671f\u9650\u5185\u89e3\u51b3\u4e8b\u4ef6\u3002\u901a\u8fc7\u91c7\u8bbfOpenAI\u5de5\u7a0b\u5e08\u548c\u5206\u6790\u5185\u90e8\u4f7f\u7528\u6570\u636e\uff0c\u6587\u6863How OpenAI uses Codex<\/a><\/strong>\u6c47\u7f16\u4e86\u5c55\u793aCodex\u5982\u4f55\u5e2e\u52a9\u56e2\u961f\u63d0\u9ad8\u901f\u5ea6\u3001\u6539\u5584\u5de5\u4f5c\u8d28\u91cf\u548c\u7ba1\u7406\u590d\u6742\u6027\u7684\u7528\u4f8b\u548c\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n

\u4e00\u3001\u7528\u4f8b (Use Cases)<\/h5>\n\n\n\n

Codex\u7684\u4f7f\u7528\u6db5\u76d6\u4e86\u5de5\u7a0b\u5f00\u53d1\u7684\u4e03\u4e2a\u5173\u952e\u9886\u57df\uff1a<\/p>\n\n\n\n

1. \u4ee3\u7801\u7406\u89e3 (Code understanding)<\/strong><\/p>\n\n\n\n

    \u25e6 \u5e2e\u52a9\u56e2\u961f\u5728\u5165\u804c\u3001\u8c03\u8bd5\u6216\u8c03\u67e5\u4e8b\u4ef6\u65f6\u5feb\u901f\u719f\u6089\u4e0d\u719f\u6089\u7684\u4ee3\u7801\u5e93\u90e8\u5206\u3002<\/p>\n\n\n\n

    \u25e6 \u5e38\u7528\u4e8e\u5b9a\u4f4d\u6838\u5fc3\u903b\u8f91\u3001\u63cf\u7ed8\u670d\u52a1\u6216\u6a21\u5757\u95f4\u7684\u5173\u7cfb\uff0c\u4ee5\u53ca\u8ffd\u8e2a\u6570\u636e\u6d41\u3002<\/p>\n\n\n\n

    \u25e6 \u5728\u4e8b\u4ef6\u54cd\u5e94\u671f\u95f4\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u901a\u8fc7\u63ed\u793a\u7ec4\u4ef6\u95f4\u7684\u4ea4\u4e92\u6216\u8ffd\u8e2a\u6545\u969c\u72b6\u6001\u7684\u4f20\u64ad\uff0c\u5feb\u901f\u8fdb\u5165\u65b0\u9886\u57df\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u6b64\u5b58\u50a8\u5e93\u4e2d\u8eab\u4efd\u9a8c\u8bc1\u903b\u8f91\u5728\u54ea\u91cc\u5b9e\u73b0\uff1f\u201d\uff1b\u201c\u603b\u7ed3\u8bf7\u6c42\u5982\u4f55\u4ece\u5165\u53e3\u70b9\u6d41\u7ecf\u6b64\u670d\u52a1\u76f4\u81f3\u54cd\u5e94\u201d\u3002<\/p>\n\n\n\n

2. \u91cd\u6784\u548c\u8fc1\u79fb (Refactoring and migrations)<\/strong><\/p>\n\n\n\n

    \u25e6 \u5e38\u7528\u4e8e\u8de8\u591a\u4e2a\u6587\u4ef6\u6216\u5305\u7684\u66f4\u6539\uff0c\u4f8b\u5982\u66f4\u65b0 API \u6216\u8fc1\u79fb\u65b0\u4f9d\u8d56\u9879\u3002<\/p>\n\n\n\n

    \u25e6 \u5b83\u4f7f\u5f97\u8de8\u6570\u5341\u4e2a\u6587\u4ef6\u4e00\u81f4\u6027\u5730\u5e94\u7528\u66f4\u6539\u53d8\u5f97\u5bb9\u6613\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u7ed3\u6784\u548c\u4f9d\u8d56\u5173\u7cfb\u610f\u8bc6\u7684\u60c5\u51b5\u4e0b\uff08\u8fd9\u7528\u7b80\u5355\u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u96be\u4ee5\u6355\u83b7\uff09\u3002<\/p>\n\n\n\n

    \u25e6 \u7528\u4e8e\u4ee3\u7801\u6e05\u7406\uff0c\u5982\u62c6\u5206\u8d85\u5927\u6a21\u5757\u3001\u7528\u73b0\u4ee3\u6a21\u5f0f\u66ff\u6362\u65e7\u6a21\u5f0f\u6216\u51c6\u5907\u4ee3\u7801\u4ee5\u63d0\u9ad8\u53ef\u6d4b\u8bd5\u6027\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u5c06\u6b64\u6587\u4ef6\u6309\u5173\u6ce8\u70b9\u62c6\u5206\u4e3a\u5355\u72ec\u7684\u6a21\u5757\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u6a21\u5757\u751f\u6210\u6d4b\u8bd5\u201d\u3002<\/p>\n\n\n\n

3. \u6027\u80fd\u4f18\u5316 (Performance optimization)<\/strong><\/p>\n\n\n\n

    \u25e6 \u7528\u4e8e\u8bc6\u522b\u548c\u89e3\u51b3\u6027\u80fd\u74f6\u9888\u3002<\/p>\n\n\n\n

    \u25e6 \u5de5\u7a0b\u5e08\u63d0\u793aCodex\u5206\u6790\u7f13\u6162\u6216\u5185\u5b58\u5bc6\u96c6\u578b\u7684\u4ee3\u7801\u8def\u5f84\uff08\u5982\u4f4e\u6548\u5faa\u73af\u3001\u5197\u4f59\u64cd\u4f5c\u3001\u6602\u8d35\u67e5\u8be2\uff09\uff0c\u5e76\u5efa\u8bae\u4f18\u5316\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n\n\n\n

    \u25e6 \u6709\u52a9\u4e8e\u8bc6\u522b\u4ecd\u5728\u4f7f\u7528\u7684\u6709\u98ce\u9669\u6216\u5df2\u5f03\u7528\u7684\u6a21\u5f0f\uff0c\u4ee5\u51cf\u5c11\u957f\u671f\u6280\u672f\u503a\u52a1\u5e76\u4e3b\u52a8\u9632\u6b62\u56de\u5f52\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u4f18\u5316\u6b64\u5faa\u73af\u4ee5\u63d0\u9ad8\u5185\u5b58\u6548\u7387\uff0c\u5e76\u89e3\u91ca\u60a8\u7684\u7248\u672c\u4e3a\u4f55\u66f4\u5feb\u201d\uff1b\u201c\u5efa\u8bae\u4e00\u79cd\u66f4\u5feb\u7684\u65b9\u5f0f\u6765\u6279\u5904\u7406\u6b64\u51fd\u6570\u4e2d\u7684 DB \u67e5\u8be2\u201d\u3002<\/p>\n\n\n\n

4. \u63d0\u9ad8\u6d4b\u8bd5\u8986\u76d6\u7387 (Improving test coverage)<\/strong><\/p>\n\n\n\n

    \u25e6 \u5e2e\u52a9\u5de5\u7a0b\u5e08\u66f4\u5feb\u5730\u7f16\u5199\u6d4b\u8bd5\uff0c\u5c24\u5176\u662f\u5728\u8986\u76d6\u7387\u8584\u5f31\u6216\u7f3a\u5931\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n

    \u25e6 \u7528\u4e8e\u4e3a\u65b0\u4ee3\u7801\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u6216\u96c6\u6210\u6d4b\u8bd5\uff0c\u6216\u5728\u4fee\u590d\u9519\u8bef\u65f6\u5efa\u8bae\u8986\u76d6\u8fb9\u7f18\u60c5\u51b5\u548c\u53ef\u80fd\u5931\u8d25\u8def\u5f84\u7684\u6d4b\u8bd5\u3002<\/p>\n\n\n\n

    \u25e6 \u5bf9\u8bc6\u522b\u8fb9\u754c\u6761\u4ef6\uff08\u5982\u7a7a\u8f93\u5165\u3001\u6700\u5927\u957f\u5ea6\u6216\u4e0d\u5bfb\u5e38\u4f46\u6709\u6548\u7684\u72b6\u6001\uff09\u7279\u522b\u6709\u5e2e\u52a9\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u4e3a\u8be5\u51fd\u6570\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\uff0c\u5305\u62ec\u8fb9\u7f18\u60c5\u51b5\u548c\u5931\u8d25\u8def\u5f84\u201d\u3002<\/p>\n\n\n\n

5. \u63d0\u9ad8\u5f00\u53d1\u901f\u5ea6 (Increasing development velocity)<\/strong><\/p>\n\n\n\n

    \u25e6 \u52a0\u901f\u5f00\u53d1\u5468\u671f\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u3002<\/p>\n\n\n\n

    \u25e6 \u5728\u542f\u52a8\u65b0\u529f\u80fd\u65f6\uff0c\u7528\u4e8e\u642d\u5efa\u6837\u677f\u4ee3\u7801\uff08\u5982\u751f\u6210\u6587\u4ef6\u5939\u3001\u6a21\u5757\u548c API \u5b58\u6839\uff09\u3002<\/p>\n\n\n\n

    \u25e6 \u5728\u9879\u76ee\u4e34\u8fd1\u53d1\u5e03\u65f6\uff0c\u5904\u7406\u5c0f\u578b\u4f46\u5fc5\u8981\u7684\u4efb\u52a1\uff0c\u5982\u5206\u7c7b\u9519\u8bef\u3001\u586b\u8865\u6700\u540e\u7684\u5b9e\u73b0\u7a7a\u767d\uff0c\u4ee5\u53ca\u751f\u6210\u90e8\u7f72\u811a\u672c\u6216\u914d\u7f6e\u3002<\/p>\n\n\n\n

    \u25e6 \u53ef\u4ee5\u5c06\u4ea7\u54c1\u53cd\u9988\u6216\u89c4\u8303\u7c98\u8d34\u8fdb\u53bb\uff0c\u751f\u6210\u4e00\u4e2a\u7c97\u7565\u7684\u8349\u7a3f\u4ee3\u7801\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201cScaffold a new API route for POST \/events with basic validation and logging.\u201d\uff08\u4e3a POST \/events \u642d\u5efa\u4e00\u4e2a\u65b0\u7684 API \u8def\u7531\uff0c\u5305\u542b\u57fa\u672c\u9a8c\u8bc1\u548c\u65e5\u5fd7\u8bb0\u5f55\uff09\u3002<\/p>\n\n\n\n

6. \u4fdd\u6301\u4e13\u6ce8\/\u5fc3\u6d41\u72b6\u6001 (Staying in flow)<\/strong><\/p>\n\n\n\n

    \u25e6 \u5e2e\u52a9\u5de5\u7a0b\u5e08\u5728\u65e5\u7a0b\u788e\u7247\u5316\u6216\u7ecf\u5e38\u4e2d\u65ad\u65f6\u4fdd\u6301\u9ad8\u6548\u3002<\/p>\n\n\n\n

    \u25e6 \u7528\u4e8e\u6355\u83b7\u672a\u5b8c\u6210\u7684\u5de5\u4f5c\u3001\u5c06\u7b14\u8bb0\u8f6c\u5316\u4e3a\u5de5\u4f5c\u539f\u578b\uff0c\u6216\u5206\u79bb\u63a2\u7d22\u6027\u4efb\u52a1\uff0c\u4ee5\u4fbf\u540e\u7eed\u56de\u987e\u3002\u8fd9\u4f7f\u5f97\u6682\u505c\u548c\u6062\u590d\u5de5\u4f5c\u53d8\u5f97\u66f4\u5bb9\u6613\uff0c\u800c\u4e0d\u4f1a\u4e22\u5931\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u603b\u7ed3\u6b64\u6587\u4ef6\uff0c\u4ee5\u4fbf\u6211\u660e\u5929\u53ef\u4ee5\u63a5\u7740\u4e0a\u6b21\u505c\u4e0b\u7684\u5730\u65b9\u7ee7\u7eed\u201d\u3002<\/p>\n\n\n\n

7. \u63a2\u7d22\u4e0e\u6784\u601d (Exploration and ideation)<\/strong><\/p>\n\n\n\n

    \u25e6 \u9002\u7528\u4e8e\u5f00\u653e\u6027\u5de5\u4f5c\uff0c\u5982\u5bfb\u627e\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\u6216\u9a8c\u8bc1\u8bbe\u8ba1\u51b3\u7b56\u3002<\/p>\n\n\n\n

    \u25e6 \u53ef\u4ee5\u63d0\u793a\u8981\u6c42\u89e3\u51b3\u95ee\u9898\u7684\u4e0d\u540c\u65b9\u6cd5\u3001\u63a2\u7d22\u4e0d\u719f\u6089\u7684\u6a21\u5f0f\u6216\u5bf9\u5047\u8bbe\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u3002<\/p>\n\n\n\n

    \u25e6 \u6709\u52a9\u4e8e\u8bc6\u522b\u76f8\u5173\u9519\u8bef\uff1b\u7ed9\u5b9a\u5df2\u77e5\u95ee\u9898\uff0cCodex\u53ef\u4ee5\u5728\u4ee3\u7801\u5e93\u5176\u4ed6\u5730\u65b9\u8bc6\u522b\u76f8\u4f3c\u7684\u6a21\u5f0f\u3002<\/p>\n\n\n\n

    \u25e6 \u793a\u4f8b\u63d0\u793a\uff1a<\/strong> \u201c\u5982\u679c\u7cfb\u7edf\u662f\u4e8b\u4ef6\u9a71\u52a8\u800c\u4e0d\u662f\u8bf7\u6c42\/\u54cd\u5e94\u5f0f\u7684\uff0c\u5b83\u5c06\u5982\u4f55\u5de5\u4f5c\uff1f\u201d\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6700\u4f73\u5b9e\u8df5 (Best Practices)<\/h5>\n\n\n\n

OpenAI \u56e2\u961f\u603b\u7ed3\u4e86\u4ee5\u4e0b\u4e60\u60ef\uff0c\u4ee5\u4fbf\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u4ece Codex \u4e2d\u6301\u7eed\u83b7\u5f97\u4ef7\u503c\uff1a<\/p>\n\n\n\n

\u2022 \u4ece\u201c\u8be2\u95ee\u6a21\u5f0f\u201d\uff08Ask Mode\uff09\u5f00\u59cb:<\/strong><\/p>\n\n\n\n

    \u25e6 \u5bf9\u4e8e\u5927\u578b\u66f4\u6539\uff0c\u9996\u5148\u63d0\u793a Codex \u63d0\u4f9b\u5b9e\u65bd\u8ba1\u5212\uff08\u4f7f\u7528 Ask Mode\uff09\uff0c\u7136\u540e\u5c06\u8be5\u8ba1\u5212\u4f5c\u4e3a\u540e\u7eed\u201c\u4ee3\u7801\u6a21\u5f0f\u201d\uff08Code Mode\uff09\u63d0\u793a\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n

    \u25e6 \u8fd9\u79cd\u4e24\u6b65\u6d41\u7a0b\u6709\u52a9\u4e8e\u4fdd\u6301 Codex \u7684\u6267\u884c\u57fa\u7840\uff0c\u5e76\u907f\u514d\u8f93\u51fa\u9519\u8bef\u3002<\/p>\n\n\n\n

    \u25e6 Codex\u6700\u9002\u7528\u4e8e\u8303\u56f4\u660e\u786e\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u9700\u8981\u5927\u7ea6\u4e00\u5c0f\u65f6\u5b8c\u6210\uff0c\u6216\u5b9e\u73b0\u51e0\u767e\u884c\u4ee3\u7801\u3002<\/p>\n\n\n\n

\u2022 \u8fed\u4ee3\u6539\u8fdb Codex \u7684\u5f00\u53d1\u73af\u5883:<\/strong><\/p>\n\n\n\n

    \u25e6 \u8bbe\u7f6e\u542f\u52a8\u811a\u672c\u3001\u73af\u5883\u53d8\u91cf\u548c\u4e92\u8054\u7f51\u8bbf\u95ee\u53ef\u4ee5\u663e\u8457\u964d\u4f4e Codex \u7684\u9519\u8bef\u7387\u3002<\/p>\n\n\n\n

    \u25e6 \u901a\u8fc7\u8fed\u4ee3\u8c03\u6574\u73af\u5883\u914d\u7f6e\u6765\u89e3\u51b3\u6784\u5efa\u9519\u8bef\uff0c\u957f\u8fdc\u6765\u770b\u53ef\u4ee5\u83b7\u5f97\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n\n\n\n

\u2022 \u50cf\u7f16\u5199 Github Issue \u4e00\u6837\u6784\u5efa\u63d0\u793a:<\/strong><\/p>\n\n\n\n

    \u25e6 \u5f53\u63d0\u793a\u5185\u5bb9\u6a21\u62df\u5728 PR \u6216 Issue \u4e2d\u63cf\u8ff0\u66f4\u6539\u7684\u65b9\u5f0f\u65f6\uff08\u5305\u62ec\u6587\u4ef6\u8def\u5f84\u3001\u7ec4\u4ef6\u540d\u79f0\u3001\u5dee\u5f02\u548c\u6587\u6863\u7247\u6bb5\uff09\uff0cCodex \u7684\u54cd\u5e94\u4f1a\u66f4\u597d\u3002<\/p>\n\n\n\n

    \u25e6 \u4f7f\u7528\u8bf8\u5982\u201c\u4ee5 [\u6a21\u5757 X] \u4e2d\u7684\u65b9\u5f0f\u5b9e\u73b0\u6b64\u529f\u80fd\u201d\u7684\u6a21\u5f0f\u53ef\u4ee5\u6539\u5584\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u2022 \u5c06 Codex \u4efb\u52a1\u961f\u5217\u7528\u4f5c\u8f7b\u91cf\u7ea7\u5f85\u529e\u4e8b\u9879\uff08Backlog\uff09:<\/strong><\/p>\n\n\n\n

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\u2022 \u4f7f\u7528 AGENTS.md \u63d0\u4f9b\u6301\u4e45\u6027\u4e0a\u4e0b\u6587:<\/strong><\/p>\n\n\n\n

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