{"id":539,"date":"2026-01-31T19:22:48","date_gmt":"2026-01-31T11:22:48","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/future-proof-coding-agents-%e6%89%93%e9%80%a0%e4%b8%8d%e6%80%95%e6%a8%a1%e5%9e%8b%e6%9b%b4%e6%96%b0%e7%9a%84%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86\/"},"modified":"2026-01-31T19:22:48","modified_gmt":"2026-01-31T11:22:48","slug":"future-proof-coding-agents-%e6%89%93%e9%80%a0%e4%b8%8d%e6%80%95%e6%a8%a1%e5%9e%8b%e6%9b%b4%e6%96%b0%e7%9a%84%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/future-proof-coding-agents-%e6%89%93%e9%80%a0%e4%b8%8d%e6%80%95%e6%a8%a1%e5%9e%8b%e6%9b%b4%e6%96%b0%e7%9a%84%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86\/","title":{"rendered":"Future-Proof Coding Agents \u2014 \u6253\u9020\u4e0d\u6015\u6a21\u578b\u66f4\u65b0\u7684\u7a0b\u5f0f\u4ee3\u7406"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">OpenAI \u7684 Bill Chen \u8207 Brian Fioca \u5728 AI Engineer Code Summit \u5206\u4eab\u4e86\u5982\u4f55\u6253\u9020\u7d93\u5f97\u8d77\u6a21\u578b\u8fed\u4ee3\u8003\u9a57\u7684 Coding Agent\u3002\u4ed6\u5011\u6df1\u5165\u89e3\u6790\u4e86 Coding Agent \u7684\u4e09\u5927\u7d44\u6210\u8981\u7d20\u2014\u2014\u4f7f\u7528\u8005\u4ecb\u9762\u3001\u6a21\u578b\u8207 Harness\uff08\u57f7\u884c\u6846\u67b6\uff09\uff0c\u4e26\u4ee5\u81ea\u5bb6\u7684 Codex \u70ba\u4f8b\uff0c\u8aaa\u660e\u6a21\u578b\u7684\u300c\u667a\u6167\u300d\u8207\u300c\u7fd2\u6163\u300d\u5982\u4f55\u5f71\u97ff Agent \u7684\u8868\u73fe\u3002\u6f14\u8b1b\u4e5f\u4ecb\u7d39\u4e86 Codex \u4f5c\u70ba SDK \u7684\u591a\u7a2e\u6574\u5408\u6a21\u5f0f\uff0c\u4ee5\u53ca\u672a\u4f86 AI \u7a0b\u5f0f\u4ee3\u7406\u7684\u767c\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.youtube.com\/watch?v=wVl6ZjELpBk<\/p><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u7247\u91cd\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coding Agent \u7531\u4e09\u500b\u90e8\u5206\u7d44\u6210\uff1a\u4f7f\u7528\u8005\u4ecb\u9762\uff08UI\uff09\u3001\u6a21\u578b\uff08Model\uff09\u548c Harness\uff08\u57f7\u884c\u6846\u67b6\uff09<\/li>\n<li>Harness \u662f Coding Agent \u4e2d\u6700\u95dc\u9375\u4e14\u6700\u8907\u96dc\u7684\u90e8\u5206\uff0c\u8ca0\u8cac\u8207\u6a21\u578b\u7684\u4e92\u52d5\u4ecb\u9762<\/li>\n<li>\u6a21\u578b\u5177\u6709\u300c\u667a\u6167\uff08Intelligence\uff09\u300d\u548c\u300c\u7fd2\u6163\uff08Habit\uff09\u300d\u5169\u500b\u9762\u5411\uff0c\u7406\u89e3\u7fd2\u6163\u662f\u6210\u70ba\u597d\u7684 Prompt \u5de5\u7a0b\u5e2b\u7684\u95dc\u9375<\/li>\n<li>\u4e0d\u8981\u904e\u5ea6\u63d0\u793a\uff08overprompt\uff09\u6a21\u578b\uff0c\u8b93\u6a21\u578b\u4f7f\u7528\u5b83\u719f\u6089\u7684\u884c\u70ba\u6a21\u5f0f\u53cd\u800c\u8868\u73fe\u66f4\u597d<\/li>\n<li>Codex \u4e0d\u53ea\u662f Coding Agent\uff0c\u672c\u8cea\u4e0a\u662f\u4e00\u500b\u7d42\u7aef\u6a5f\u7684\u96fb\u8166\u4f7f\u7528\u4ee3\u7406\uff08Computer Use Agent\uff09<\/li>\n<li>Harness \u6b63\u5728\u6210\u70ba\u65b0\u7684\u62bd\u8c61\u5c64\uff0c\u8b93\u958b\u767c\u8005\u53ef\u4ee5\u5c08\u6ce8\u65bc\u7522\u54c1\u5dee\u7570\u5316<\/li>\n<li>Codex SDK \u652f\u63f4 TypeScript\u3001Python\u3001GitHub Action \u7b49\u591a\u7a2e\u6574\u5408\u65b9\u5f0f<\/li>\n<li>\u672a\u4f86\u6a21\u578b\u5c07\u80fd\u8655\u7406\u66f4\u9577\u671f\u7684\u7121\u4eba\u76e3\u7763\u4efb\u52d9\uff0c\u4fe1\u4efb\u4e0a\u9650\u5c07\u6301\u7e8c\u63d0\u9ad8<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">[00:21] \u958b\u5834\uff1a\u70ba\u4ec0\u9ebc\u8981\u8ac7 Coding Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Bill Chen \u548c Brian Fioca \u4f86\u81ea OpenAI \u7684 Applied AI Startups \u5718\u968a\uff0c\u5c08\u9580\u5354\u52a9\u65b0\u5275\u516c\u53f8\u6253\u9020 Coding Agent\u3002\u4ed6\u5011\u6307\u51fa Coding Agent \u5728\u904e\u53bb\u4e00\u5e74\u7206\u767c\u5f0f\u6210\u9577\uff0c\u9019\u500b\u8da8\u52e2\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u70ba\u5b83\u53cd\u6620\u4e86\u6211\u5011\u8ddd\u96e2 AGI \u6709\u591a\u8fd1\u2014\u2014\u8edf\u9ad4\u5de5\u7a0b\u53ef\u4ee5\u88ab\u8996\u70ba\u4e00\u7a2e\u901a\u7528\u7684\u554f\u984c\u89e3\u6c7a\u5a92\u4ecb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u7531\u65bc\u5e95\u5c64\u6a21\u578b\u4e0d\u65b7\u66f4\u65b0\uff0c\u958b\u767c\u8005\u5fc5\u9808\u6301\u7e8c\u5728\u65b0\u6a21\u578b\u4e0a\u91cd\u5efa Agent\uff0c\u9019\u662f\u4e00\u500b\u5f88\u5927\u7684\u75db\u9ede\u3002\u9019\u6b21\u6f14\u8b1b\u7684\u76ee\u6a19\u5c31\u662f\u5206\u4eab\u5982\u4f55\u89e3\u6c7a\u9019\u500b\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:44] Coding Agent \u7684\u4e09\u5927\u7d44\u6210\u8981\u7d20<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u500b Coding Agent \u7684\u67b6\u69cb\u5176\u5be6\u5f88\u7c21\u55ae\uff0c\u7531\u4e09\u500b\u90e8\u5206\u7d44\u6210\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528\u8005\u4ecb\u9762\uff08User Interface\uff09<\/strong>\uff1a\u53ef\u4ee5\u662f CLI \u5de5\u5177\u3001IDE \u6574\u5408\uff0c\u6216\u662f\u96f2\u7aef\u80cc\u666f Agent<\/li>\n<li><strong>\u6a21\u578b\uff08Model\uff09<\/strong>\uff1a\u5982 GPT-5.1\u3001Codex Max \u7b49\u6700\u65b0\u6a21\u578b<\/li>\n<li><strong>Harness\uff08\u57f7\u884c\u6846\u67b6\uff09<\/strong>\uff1a\u9019\u662f\u6700\u6838\u5fc3\u7684\u90e8\u5206\uff0c\u76f4\u63a5\u8207\u6a21\u578b\u4e92\u52d5\u3002\u53ef\u4ee5\u7c21\u5316\u7406\u89e3\u70ba\u4e00\u7d44 Prompt \u548c\u5de5\u5177\u7684\u96c6\u5408\uff0c\u7d44\u6210\u4e00\u500b\u6838\u5fc3\u7684 Agent \u8ff4\u5708\uff0c\u8ca0\u8cac\u8655\u7406\u6a21\u578b\u7684\u8f38\u5165\u548c\u8f38\u51fa<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d Harness \u662f\u4eca\u5929\u7684\u91cd\u9ede\u3002\u7531\u65bc\u6a21\u578b\u6301\u7e8c\u66f4\u65b0\uff0c\u958b\u767c\u8005\u5fc5\u9808\u4e0d\u65b7\u8abf\u6574 Agent \u4ee5\u9069\u61c9\u65b0\u6a21\u578b\uff0cHarness \u7684\u8a2d\u8a08\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:22] Harness \u7684\u6311\u6230<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u9020\u4e00\u500b\u597d\u7684 Harness \u9762\u81e8\u591a\u91cd\u6311\u6230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u5177\u9069\u914d\uff08Tool Adaptation\uff09<\/strong>\uff1a\u81ea\u8a02\u5de5\u5177\u53ef\u80fd\u4e0d\u5728\u6a21\u578b\u7684\u8a13\u7df4\u5206\u4f48\u5167\uff0c\u6a21\u578b\u53ef\u80fd\u5f9e\u672a\u898b\u904e\u4f60\u8a2d\u8a08\u7684\u5de5\u5177<\/li>\n<li><strong>Prompt \u8abf\u6821<\/strong>\uff1a\u6bcf\u500b\u6a21\u578b\u90fd\u6709\u4e0d\u540c\u7684\u504f\u597d\uff0c\u9700\u8981\u82b1\u6642\u9593\u8abf\u6821 Prompt<\/li>\n<li><strong>\u5ef6\u9072\u7ba1\u7406\uff08Latency\uff09<\/strong>\uff1a\u601d\u8003\u578b\u6a21\u578b\u7684\u7b49\u5f85\u6642\u9593\u5982\u4f55\u8655\u7406\uff1f\u662f\u5426\u8b93\u6a21\u578b\u5728\u601d\u8003\u6642\u8207\u4f7f\u7528\u8005\u6e9d\u901a\uff1f<\/li>\n<li><strong>Context Window \u7ba1\u7406\u8207\u58d3\u7e2e\uff08Compaction\uff09<\/strong>\uff1a\u9019\u662f\u4e00\u500b\u6975\u5176\u56f0\u96e3\u7684\u5de5\u7a0b\u554f\u984c<\/li>\n<li><strong>API \u8b8a\u66f4<\/strong>\uff1a\u5f9e Completions \u5230 Responses API\uff0c\u4ecb\u9762\u4e0d\u65b7\u6f14\u9032<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">[05:44] \u6a21\u578b\u7684\u667a\u6167\u8207\u7fd2\u6163<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Brian \u63d0\u51fa\u4e86\u4e00\u500b\u91cd\u8981\u89c0\u9ede\uff1a\u6a21\u578b\u8a13\u7df4\u6703\u7522\u751f\u526f\u4f5c\u7528\uff0c\u53ef\u4ee5\u7528\u300c\u667a\u6167 + \u7fd2\u6163\uff08Intelligence + Habit\uff09\u300d\u4f86\u7406\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u667a\u6167\uff08Intelligence\uff09<\/strong>\u662f\u6307\u6a21\u578b\u64c5\u9577\u4ec0\u9ebc\u8a9e\u8a00\u3001\u4ec0\u9ebc\u6846\u67b6\u3002<strong>\u7fd2\u6163\uff08Habit\uff09<\/strong>\u662f\u6307\u6a21\u578b\u88ab\u8a13\u7df4\u51fa\u7684\u89e3\u984c\u65b9\u5f0f\u2014\u2014\u4f8b\u5982\u5148\u898f\u5283\u65b9\u6848\u3001\u74b0\u9867\u4e0a\u4e0b\u6587\u3001\u8490\u96c6\u8cc7\u8a0a\uff0c\u7136\u5f8c\u624d\u52d5\u624b\u5beb\u7a0b\u5f0f\u78bc\uff0c\u6700\u5f8c\u6e2c\u8a66\u6210\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57f9\u990a\u5c0d\u6a21\u578b\u7fd2\u6163\u7684\u76f4\u89ba\uff0c\u5c31\u662f\u6210\u70ba\u597d\u7684 Prompt \u5de5\u7a0b\u5e2b\u7684\u65b9\u6cd5\u3002\u5982\u679c\u4f60\u7528\u6a21\u578b\u4e0d\u719f\u6089\u7684\u65b9\u5f0f\u53bb\u6307\u793a\u5b83\uff0c\u5c31\u6703\u51fa\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[07:02] GPT-5 \u7684\u5be6\u969b\u6559\u8a13\uff1a\u4e0d\u8981\u904e\u5ea6\u63d0\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Brian \u5206\u4eab\u4e86 GPT-5 \u767c\u5e03\u6642\u7684\u4e00\u500b\u6709\u8da3\u6545\u4e8b\uff1a\u8a31\u591a\u5f9e\u5176\u4ed6\u6a21\u578b\u9077\u79fb\u904e\u4f86\u7684\u4f7f\u7528\u8005\uff0c\u628a\u539f\u672c\u70ba\u5176\u4ed6\u6a21\u578b\u8a2d\u8a08\u7684 Prompt \u5957\u7528\u5230 GPT-5 \u4e0a\uff0c\u8981\u6c42\u6a21\u578b\u5728\u6bcf\u6b21\u4fee\u6539\u524d\u4ed4\u7d30\u6aa2\u67e5\u6240\u6709\u6a94\u6848\u3002\u4f46 OpenAI \u5df2\u7d93\u8a13\u7df4\u6a21\u578b\u5177\u5099\u9019\u7a2e\u80fd\u529b\uff0c\u6240\u4ee5\u6a21\u578b\u6703\u975e\u5e38\u5fb9\u5e95\u5730\u57f7\u884c\u9019\u4e9b\u6307\u4ee4\uff0c\u5c0e\u81f4\u901f\u5ea6\u6975\u6162\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Brian \u76f4\u63a5\u554f\u6a21\u578b\uff1a\u300c\u6211\u559c\u6b61\u4f60\u7684\u89e3\u6cd5\uff0c\u4f46\u82b1\u4e86\u592a\u9577\u6642\u9593\uff0c\u6211\u7684\u6307\u4ee4\u8981\u600e\u9ebc\u6539\u624d\u80fd\u8b93\u4f60\u66f4\u5feb\uff1f\u300d\u6a21\u578b\u56de\u7b54\uff1a\u300c\u4f60\u8981\u6211\u53bb\u770b\u6240\u6709\u6771\u897f\uff0c\u4f46\u6211\u5176\u5be6\u4e0d\u9700\u8981\u9019\u6a23\u505a\uff0c\u9019\u624d\u662f\u82b1\u6642\u9593\u7684\u539f\u56e0\u3002\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u6545\u4e8b\u8aaa\u660e\u4e86\u540c\u6642\u6253\u9020\u6a21\u578b\u548c Harness \u7684\u512a\u52e2\u2014\u2014\u4f60\u5c0d\u6a21\u578b\u7684\u7fd2\u6163\u77ad\u82e5\u6307\u638c\uff0c\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc Codex \u540c\u6642\u5305\u542b\u6a21\u578b\u548c Harness\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[08:28] Codex \u7684\u529f\u80fd\u6982\u89bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Codex \u88ab\u8a2d\u8a08\u70ba\u4e00\u500b\u7121\u8655\u4e0d\u5728\u7684\u7a0b\u5f0f\u4ee3\u7406\uff1aVS Code \u5916\u639b\u3001CLI \u5de5\u5177\u3001\u96f2\u7aef\u670d\u52d9\uff08\u53ef\u5f9e VS Code \u6216\u624b\u6a5f\u4e0a\u7684 ChatGPT \u547c\u53eb\uff09\u3002\u5b83\u80fd\u5c07\u898f\u683c\u8f49\u70ba\u53ef\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u5c0e\u89bd\u7a0b\u5f0f\u78bc\u5eab\u7de8\u8f2f\u6a94\u6848\u3001\u57f7\u884c\u547d\u4ee4\u548c\u4efb\u52d9\u3001\u5f9e Slack \u547c\u53eb\u3001\u4ee5\u53ca\u5728 GitHub \u4e0a\u5be9\u67e5 PR\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Codex \u7684 Harness \u9700\u8981\u8655\u7406\u975e\u5e38\u8907\u96dc\u7684\u5de5\u4f5c\uff1a\u5e73\u884c\u5de5\u5177\u547c\u53eb\u8207\u57f7\u884c\u7dd2\u5408\u4f75\u3001\u6c99\u7bb1\u5b89\u5168\u6027\u3001Prompt \u8f49\u767c\u8207\u6b0a\u9650\u7ba1\u7406\u3001Compaction \u89f8\u767c\u6642\u6a5f\u8207\u5feb\u53d6\u6700\u4f73\u5316\u3001MCP \u652f\u63f4\uff0c\u4ee5\u53ca\u5716\u7247\u58d3\u7e2e\u89e3\u6790\u5ea6\u7b49\u3002\u9019\u4e9b\u90fd\u662f\u5f9e\u96f6\u6253\u9020\u4e26\u6301\u7e8c\u7dad\u8b77\u7684\u9f90\u5927\u5de5\u7a0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:22] Codex \u4e0d\u53ea\u662f Coding Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Bill \u63d0\u51fa\u4e00\u500b\u6709\u8da3\u7684\u89c0\u9ede\uff1aCodex \u672c\u8cea\u4e0a\u662f\u4e00\u500b\u7d42\u7aef\u6a5f\u7684\u96fb\u8166\u4f7f\u7528\u4ee3\u7406\uff08Computer Use Agent for the Terminal\uff09\u3002\u5728\u700f\u89bd\u5668\u548c\u5716\u5f62\u4ecb\u9762\u51fa\u73fe\u4e4b\u524d\uff0c\u4eba\u985e\u5c31\u662f\u900f\u904e\u5beb\u7a0b\u5f0f\u548c\u4e32\u63a5\u547d\u4ee4\u5217\u4f86\u64cd\u4f5c\u96fb\u8166\u7684\u3002\u56e0\u6b64\uff0c\u53ea\u8981\u4f60\u7684\u4efb\u52d9\u53ef\u4ee5\u7528\u547d\u4ee4\u5217\u548c\u6a94\u6848\u4f86\u8868\u9054\uff0cCodex \u90fd\u80fd\u8655\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0cBill \u7528 Codex \u6574\u7406\u684c\u9762\u4e0a\u7684\u7167\u7247\u5230\u8cc7\u6599\u593e\uff0c\u4e5f\u53ef\u4ee5\u5206\u6790\u5927\u91cf CSV \u6a94\u6848\u505a\u8cc7\u6599\u5206\u6790\u2014\u2014\u9019\u4e9b\u4e26\u4e0d\u662f\u50b3\u7d71\u610f\u7fa9\u4e0a\u7684\u300c\u7a0b\u5f0f\u958b\u767c\u300d\u4efb\u52d9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[11:27] \u7528 Codex \u6253\u9020\u4f60\u81ea\u5df1\u7684 Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e00\u6bb5\u4ecb\u7d39\u4e86\u5982\u4f55\u5c07 Codex \u4f5c\u70ba Agent \u5d4c\u5165\u4f60\u81ea\u5df1\u7684 Agent \u4e2d\u3002Brian \u5206\u4eab\u4e86\u8207 Cursor\u3001VS Code \u7b49\u9802\u7d1a\u5ba2\u6236\u5408\u4f5c\u7684\u7d93\u9a57\uff0c\u6b78\u7d0d\u51fa\u4e00\u500b\u95dc\u9375\u6a21\u5f0f\uff1a<strong>Harness \u6b63\u5728\u6210\u70ba\u65b0\u7684\u62bd\u8c61\u5c64<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u6a21\u5f0f\u7684\u597d\u8655\u662f\uff0c\u4f60\u4e0d\u518d\u9700\u8981\u6bcf\u6b21\u6a21\u578b\u5347\u7d1a\u6642\u90fd\u91cd\u65b0\u6700\u4f73\u5316 Prompt \u548c\u5de5\u5177\u3002\u6709\u4eba\u53ef\u80fd\u6703\u8aaa\u9019\u53ea\u662f\u5728\u505a\u300cWrapper\u300d\uff0c\u4f46 Brian \u4e0d\u540c\u610f\u2014\u2014\u5c07\u7cbe\u529b\u96c6\u4e2d\u5728\u7522\u54c1\u5dee\u7570\u5316\u4e0a\u624d\u662f\u771f\u6b63\u7684\u50f9\u503c\u6240\u5728\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[12:52] Codex SDK \u7684\u6574\u5408\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Codex \u63d0\u4f9b\u4e86\u591a\u7a2e SDK \u6574\u5408\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TypeScript Library<\/strong>\uff1a\u7a0b\u5f0f\u5316\u547c\u53eb<\/li>\n<li><strong>Python exec<\/strong>\uff1a\u7a0b\u5f0f\u5316\u57f7\u884c<\/li>\n<li><strong>GitHub Action<\/strong>\uff1a\u81ea\u52d5\u8655\u7406 PR \u5408\u4f75\u885d\u7a81<\/li>\n<li><strong>Agents SDK + MCP<\/strong>\uff1a\u5c07 Codex \u4f5c\u70ba\u5de5\u5177\u5d4c\u5165\u5176\u4ed6 Agent<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Brian \u63cf\u8ff0\u4e86 Agent \u7684\u6f14\u9032\u6b77\u7a0b\uff1a\u5f9e\u804a\u5929\u6a5f\u5668\u4eba \u2192 \u7d66\u804a\u5929\u6a5f\u5668\u4eba\u5de5\u5177 \u2192 \u7d66\u5de5\u5177\u4e00\u500b\u80fd\u88fd\u9020\u65b0\u5de5\u5177\u7684\u80fd\u529b\u3002\u73fe\u5728\u4f60\u53ef\u4ee5\u6253\u9020\u4f01\u696d\u8edf\u9ad4\uff0c\u8b93\u5b83\u70ba\u6bcf\u500b\u5ba2\u6236\u5373\u6642\u5beb\u51fa API \u9023\u63a5\u5668\u2014\u2014\u9019\u539f\u672c\u9700\u8981\u5c08\u696d\u670d\u52d9\u5718\u968a\u624d\u80fd\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u969b\u6848\u4f8b\u5305\u62ec\uff1aZed \u7de8\u8f2f\u5668\u5c07 Codex \u5305\u88dd\u6210 IDE \u5167\u7684\u4ee3\u7406\u4ecb\u9762\uff0c\u8b93\u4ed6\u5011\u5c08\u6ce8\u65bc\u6253\u9020\u6700\u597d\u7684\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668\uff1bGitHub \u4e5f\u76f4\u63a5\u900f\u904e SDK \u6574\u5408\u4e86 Codex\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[14:56] Cursor \u7684\u5ba2\u88fd\u5316\u6848\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u60f3\u8981\u5b8c\u5168\u5ba2\u88fd\u5316 Agent \u5c64\u7684\u5718\u968a\uff0cCursor \u662f\u4e00\u500b\u5f88\u597d\u7684\u7bc4\u4f8b\u3002\u4ed6\u5011\u8207 OpenAI \u5bc6\u5207\u5408\u4f5c\uff0c\u5c07\u5de5\u5177\u5c0d\u9f4a\u5230\u6a21\u578b\u8a13\u7df4\u6642\u7684\u5206\u4f48\uff08in-distribution\uff09\uff0c\u4e26\u53c3\u8003 Codex CLI \u7684\u958b\u6e90\u5be6\u4f5c\u4f86\u8abf\u6574\u81ea\u5df1\u7684 Harness\u3002\u6240\u6709\u539f\u59cb\u78bc\u90fd\u662f\u516c\u958b\u7684\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5 fork \u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[15:34] Codex \u7684\u672a\u4f86\u5c55\u671b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Codex \u63a8\u51fa\u4e0d\u5230\u4e00\u5e74\uff0c\u767c\u5c55\u975e\u5e38\u8fc5\u901f\u3002\u96a8\u8457 Codex Max \u7684\u63a8\u51fa\uff0c\u5b83\u5df2\u6210\u70ba\u7528\u91cf\u6210\u9577\u6700\u5feb\u7684\u6a21\u578b\uff0c\u6bcf\u9031\u8655\u7406\u6578\u5341\u5146\u7684 Token\uff0c\u81ea Dev Day \u4ee5\u4f86\u5df2\u7ffb\u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bill \u7684\u5efa\u8b70\u662f\uff1a<strong>\u671d\u8457\u6a21\u578b\u767c\u5c55\u7684\u65b9\u5411\u53bb\u5efa\u69cb\uff08Build where the models are going\uff09<\/strong>\u3002\u53ef\u4ee5\u5b89\u5168\u5730\u5047\u8a2d\u6a21\u578b\u6703\u6301\u7e8c\u8b8a\u597d\uff0c\u672a\u4f86\u5c07\u80fd\u8655\u7406\u66f4\u9577\u671f\u7684\u7121\u4eba\u76e3\u7763\u4efb\u52d9\u3002\u65b0\u6a21\u578b\u6703\u63d0\u9ad8\u4fe1\u4efb\u4e0a\u9650\u2014\u2014\u73fe\u5728\u4ed6\u80fd\u4fe1\u4efb\u6a21\u578b\u5b8c\u6210\u6bd4\u516d\u500b\u6708\u524d\u56f0\u96e3\u5f97\u591a\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u4f86\u7684\u91cd\u9ede\u65b9\u5411\u5305\u62ec\uff1a\u8655\u7406\u5927\u578b\u7a0b\u5f0f\u78bc\u5eab\u3001\u975e\u6a19\u6e96\u51fd\u5f0f\u5eab\u3001\u9589\u6e90\u74b0\u5883\u3001\u4ee5\u53ca\u5339\u914d\u73fe\u6709\u7684\u6a21\u677f\u548c\u5be6\u8e10\u3002SDK \u6703\u6301\u7e8c\u6f14\u9032\uff0c\u8b93\u6a21\u578b\u5728\u5de5\u4f5c\u4e2d\u5b78\u7fd2\u3001\u4e0d\u91cd\u8907\u72af\u932f\uff0c\u4e26\u63d0\u4f9b\u66f4\u591a\u4ecb\u9762\u8b93 Agent \u900f\u904e\u5beb\u7a0b\u5f0f\u548c\u4f7f\u7528\u7d42\u7aef\u6a5f\u4f86\u89e3\u6c7a\u5404\u7a2e\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[16:56] \u7e3d\u7d50<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Harness \u975e\u5e38\u8907\u96dc\u4e14\u9700\u8981\u5927\u91cf\u7dad\u8b77\u5de5\u4f5c\uff0c\u5c24\u5176\u662f\u9762\u5c0d\u4e0d\u65b7\u63a8\u51fa\u7684\u65b0\u6a21\u578b\u3002OpenAI \u5df2\u7d93\u5728 Codex \u4e2d\u70ba\u958b\u767c\u8005\u6253\u9020\u597d\u4e86\u9019\u4e00\u5207\u2014\u2014\u4f60\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\uff0c\u4e5f\u53ef\u4ee5\u67e5\u770b\u539f\u59cb\u78bc\u3002\u4f60\u53ef\u4ee5\u7528\u5b83\u4f86\u6253\u9020\u7a0b\u5f0f\u958b\u767c\u4ee5\u5916\u7684\u65b0\u61c9\u7528\uff0c\u8b93 OpenAI \u8ca0\u8cac\u78ba\u4fdd\u4f60\u64c1\u6709\u6700\u5f37\u5927\u7684\u96fb\u8166\u4ee3\u7406\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u60f3\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5834\u6f14\u8b1b\u6700\u6709\u555f\u767c\u6027\u7684\u89c0\u9ede\u662f\u300c\u4e0d\u8981\u904e\u5ea6\u63d0\u793a\uff08Don&#8217;t Overprompt\uff09\u300d\u3002\u5f88\u591a\u958b\u767c\u8005\uff08\u5305\u62ec\u6211\u81ea\u5df1\uff09\u5728\u4f7f\u7528\u65b0\u6a21\u578b\u6642\uff0c\u5f80\u5f80\u7fd2\u6163\u6027\u5730\u5728 Prompt \u4e2d\u52a0\u5165\u5927\u91cf\u6307\u4ee4\uff0c\u8981\u6c42\u6a21\u578b\u505a\u5404\u7a2e\u6aa2\u67e5\u548c\u9a57\u8b49\u3002\u4f46 Brian \u7684\u7d93\u9a57\u544a\u8a34\u6211\u5011\uff0c\u65b0\u4e00\u4ee3\u6a21\u578b\u5df2\u7d93\u5167\u5efa\u4e86\u5f88\u591a\u597d\u7684\u300c\u7fd2\u6163\u300d\u2014\u2014\u904e\u591a\u7684\u6307\u4ee4\u53cd\u800c\u6703\u62d6\u6162\u901f\u5ea6\uff0c\u751a\u81f3\u5f71\u97ff\u54c1\u8cea\u3002\u9019\u5f88\u50cf\u662f\u7ba1\u7406\u4e00\u500b\u6709\u7d93\u9a57\u7684\u5de5\u7a0b\u5e2b\uff1a\u4f60\u4e0d\u9700\u8981\u544a\u8a34\u4ed6\u5011\u6bcf\u4e00\u6b65\u8a72\u600e\u9ebc\u505a\uff0c\u53ea\u9700\u8981\u8aaa\u6e05\u695a\u76ee\u6a19\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Harness \u4f5c\u70ba\u65b0\u62bd\u8c61\u5c64\u7684\u6982\u5ff5\u4e5f\u5f88\u503c\u5f97\u95dc\u6ce8\u3002\u9019\u57fa\u672c\u4e0a\u662f\u5728\u8aaa\uff1a\u672a\u4f86\u7684 AI \u958b\u767c\u5de5\u5177\u7af6\u722d\u4e0d\u6703\u53ea\u662f\u5728\u6a21\u578b\u5c64\u9762\uff0c\u800c\u662f\u5728\u8ab0\u80fd\u63d0\u4f9b\u6700\u597d\u7684\u300cAgent \u57fa\u790e\u8a2d\u65bd\u300d\u3002Codex SDK \u7684\u5b9a\u4f4d\u5c31\u50cf\u662f\u7d66 Coding Agent \u7684 AWS\u2014\u2014\u4f60\u4e0d\u9700\u8981\u81ea\u5df1\u7ba1\u7406\u5e95\u5c64\u7684\u8907\u96dc\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\u8981\u6ce8\u610f\u7684\u662f\uff0c\u9019\u7562\u7adf\u662f OpenAI \u54e1\u5de5\u5728 AI Engineer Code Summit \u7684\u6f14\u8b1b\uff0c\u6574\u9ad4\u8ad6\u8ff0\u5e36\u6709\u660e\u986f\u7684\u7522\u54c1\u63a8\u5ee3\u7acb\u5834\u3002\u5c07 Harness \u5b8c\u5168\u4ea4\u7d66\u5e73\u53f0\u65b9\u4e5f\u610f\u5473\u8457\u5c0d\u5176\u7522\u751f\u4f9d\u8cf4\u3002\u5c0d\u65bc\u9700\u8981\u6df1\u5ea6\u5ba2\u88fd\u5316\u7684\u5834\u666f\uff0c\u7406\u89e3 Harness \u7684\u5167\u90e8\u904b\u4f5c\u4ecd\u7136\u5f88\u91cd\u8981\uff0cCodex CLI \u7684\u958b\u6e90\u78bc\u662f\u5f88\u597d\u7684\u5b78\u7fd2\u8cc7\u6e90\u3002<\/p>\n\n    \n\n<div id=\"quiz-4863f6ee\">\n<style>\n#quiz-4863f6ee .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-4863f6ee .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-4863f6ee .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-4863f6ee .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-4863f6ee .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-4863f6ee .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-4863f6ee .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-4863f6ee .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-4863f6ee .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-4863f6ee .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-4863f6ee .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-4863f6ee .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-4863f6ee .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-4863f6ee .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-4863f6ee .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-4863f6ee .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-4863f6ee .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aFuture-Proof Coding Agents<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528 Coding Agent \u7684\u67b6\u69cb\u8a2d\u8a08\u539f\u5247\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u6b63\u5728\u5c07 Coding Agent \u5f9e\u820a\u6a21\u578b\u9077\u79fb\u5230 GPT-5 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5718\u968a\u4e00\u76f4\u4f7f\u7528\u53e6\u4e00\u5bb6\u7684 LLM \u4f86\u9a45\u52d5\u4f60\u5011\u7684 Coding Agent\u3002\n\u73fe\u5728\u8981\u5207\u63db\u5230 GPT-5\uff0c\u4f60\u767c\u73fe\u73fe\u6709\u7684 System Prompt \u4e2d\u5305\u542b\u4e86\u5927\u91cf\n\u300c\u5728\u4fee\u6539\u524d\uff0c\u8acb\u9010\u4e00\u6aa2\u67e5\u6240\u6709\u76f8\u95dc\u6a94\u6848\u300d\u4e4b\u985e\u7684\u8a73\u7d30\u6307\u4ee4\u3002\n\u5207\u63db\u5f8c\uff0cAgent \u7684\u56de\u61c9\u54c1\u8cea\u4e0d\u932f\uff0c\u4f46\u901f\u5ea6\u6bd4\u9810\u671f\u6162\u4e86\u4e09\u500d\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u589e\u52a0\u66f4\u591a\u8a73\u7d30\u6307\u4ee4\uff0c\u8b93\u6a21\u578b\u66f4\u6e05\u695a\u6bcf\u4e00\u6b65\u8a72\u505a\u4ec0\u9ebc<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u79fb\u9664\u904e\u5ea6\u8a73\u7d30\u7684\u6b65\u9a5f\u6307\u4ee4\uff0c\u8b93\u6a21\u578b\u4f7f\u7528\u5b83\u81ea\u8eab\u88ab\u8a13\u7df4\u51fa\u7684\u7fd2\u6163<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u964d\u4f4e\u6a21\u578b\u7684 temperature \u53c3\u6578\u4f86\u52a0\u5feb\u56de\u61c9\u901f\u5ea6<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u5c07\u4efb\u52d9\u62c6\u5206\u6210\u66f4\u5c0f\u7684\u5b50\u4efb\u52d9\uff0c\u5206\u591a\u6b21\u547c\u53eb\u6a21\u578b<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u4f60\u7684\u65b0\u5275\u516c\u53f8\u60f3\u6253\u9020\u4e00\u500b IDE \u5167\u5efa\u7684 AI \u7a0b\u5f0f\u52a9\u624b <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5718\u968a\u6b63\u5728\u6253\u9020\u4e00\u500b\u985e\u4f3c Cursor \u7684\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668\uff0c\u9700\u8981\u6574\u5408\nAI Coding Agent \u529f\u80fd\u3002\u4f60\u5011\u7684\u6838\u5fc3\u7af6\u722d\u529b\u5728\u65bc\u7368\u7279\u7684 UI\/UX \u8a2d\u8a08\n\u548c\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u9ad4\u9a57\uff0c\u4f46\u4f60\u5011\u6c92\u6709\u592a\u591a\u8cc7\u6e90\u53bb\u7dad\u8b77 Harness \u5c64\u7684\n\u8907\u96dc\u5de5\u7a0b\uff08\u5982 Compaction\u3001\u5e73\u884c\u5de5\u5177\u547c\u53eb\u3001\u6c99\u7bb1\u5b89\u5168\u6027\u7b49\uff09\u3002\n\n\u4f60\u61c9\u8a72\u63a1\u53d6\u4ec0\u9ebc\u7b56\u7565\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u5f9e\u96f6\u958b\u59cb\u81ea\u5efa\u5b8c\u6574\u7684 Harness\uff0c\u9019\u6a23\u624d\u80fd\u5b8c\u5168\u638c\u63a7\u6240\u6709\u7d30\u7bc0<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u76f4\u63a5\u4f7f\u7528 Chat Completions API\uff0c\u81ea\u5df1\u8655\u7406\u6240\u6709\u7684\u5de5\u5177\u547c\u53eb\u908f\u8f2f<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u50cf Zed \u4e00\u6a23\uff0c\u5c07 Codex \u4f5c\u70ba Harness \u5c64\u6574\u5408\u9032\u4f86\uff0c\u5c08\u6ce8\u65bc\u6253\u9020\u6700\u4f73\u7de8\u8f2f\u5668\u9ad4\u9a57<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u653e\u68c4 AI \u529f\u80fd\uff0c\u5c08\u6ce8\u65bc\u50b3\u7d71\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668\u7684\u529f\u80fd\u958b\u767c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u4f60\u60f3\u8b93\u4f01\u696d\u8edf\u9ad4\u81ea\u52d5\u70ba\u6bcf\u500b\u5ba2\u6236\u5efa\u7acb API \u9023\u63a5\u5668 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684 SaaS \u7522\u54c1\u9700\u8981\u8207\u6bcf\u500b\u4f01\u696d\u5ba2\u6236\u7684\u5167\u90e8\u7cfb\u7d71\u6574\u5408\u3002\n\u4ee5\u524d\u9019\u9700\u8981\u5c08\u696d\u670d\u52d9\u5718\u968a\u70ba\u6bcf\u500b\u5ba2\u6236\u624b\u52d5\u958b\u767c API \u9023\u63a5\u5668\uff0c\n\u8017\u6642\u6578\u9031\u3002\u4f60\u60f3\u7528 AI Agent \u81ea\u52d5\u5316\u9019\u500b\u6d41\u7a0b\u3002\n\n\u6839\u64da\u5f71\u7247\u4e2d\u4ecb\u7d39\u7684 Codex SDK \u6574\u5408\u6a21\u5f0f\uff0c\u6700\u4f73\u505a\u6cd5\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'B')\">A. \u8a13\u7df4\u4e00\u500b\u5c08\u9580\u7684\u6a21\u578b\u4f86\u751f\u6210 API \u9023\u63a5\u5668\u7a0b\u5f0f\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'B')\">B. \u900f\u904e Agents SDK \u6574\u5408 Codex \u4e26\u642d\u914d MCP\uff0c\u8b93 Agent \u80fd\u5beb\u51fa\u81ea\u5df1\u4e0d\u5177\u5099\u7684\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'B')\">C. \u4f7f\u7528 GitHub Action \u5728\u6bcf\u6b21\u6709\u65b0\u5ba2\u6236\u6642\u81ea\u52d5\u89f8\u767c\u9023\u63a5\u5668\u751f\u6210<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'B')\">D. \u76f4\u63a5\u7528 Chat Completions API \u8b93\u6a21\u578b\u751f\u6210\u7a0b\u5f0f\u78bc\u7247\u6bb5\uff0c\u518d\u7531\u5de5\u7a0b\u5e2b\u624b\u52d5\u6574\u5408<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u70ba\u4ec0\u9ebc\u9019\u500b Coding Agent \u7684\u8868\u73fe\u4e0d\u5982\u9810\u671f\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u738b\u6253\u9020\u4e86\u4e00\u500b Coding Agent\uff0c\u4f7f\u7528 OpenAI \u6700\u65b0\u6a21\u578b\u3002\n\u4ed6\u7684 System Prompt \u5982\u4e0b\uff1a\n\n&#8220;&#8221;&#8221;\n\u4f60\u662f\u4e00\u500b\u7a0b\u5f0f\u78bc\u52a9\u624b\u3002\u5728\u9032\u884c\u4efb\u4f55\u4fee\u6539\u524d\uff0c\u4f60\u5fc5\u9808\uff1a\n1. \u5217\u51fa\u5c08\u6848\u4e2d\u6240\u6709\u6a94\u6848\n2. \u9010\u4e00\u8b80\u53d6\u6bcf\u500b\u6a94\u6848\u7684\u5b8c\u6574\u5167\u5bb9\n3. \u5206\u6790\u6bcf\u500b\u6a94\u6848\u4e4b\u9593\u7684\u4f9d\u8cf4\u95dc\u4fc2\n4. \u756b\u51fa\u5b8c\u6574\u7684\u4f9d\u8cf4\u95dc\u4fc2\u5716\n5. \u78ba\u8a8d\u6240\u6709\u53ef\u80fd\u53d7\u5f71\u97ff\u7684\u6a94\u6848\n6. \u624d\u80fd\u958b\u59cb\u4fee\u6539\u7a0b\u5f0f\u78bc\n&#8220;&#8221;&#8221;\n\n\u7d50\u679c\uff1aAgent \u80fd\u6b63\u78ba\u5b8c\u6210\u4efb\u52d9\uff0c\u4f46\u6bcf\u6b21\u90fd\u9700\u8981 5-10 \u5206\u9418\uff0c\n\u4f7f\u7528\u8005\u62b1\u6028\u901f\u5ea6\u592a\u6162\u3002\n\n\u6700\u53ef\u80fd\u7684\u554f\u984c\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'C')\">A. \u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u4e0d\u8db3\uff0c\u9700\u8981\u5207\u63db\u5230\u66f4\u5f37\u7684\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'C')\">B. Context Window \u592a\u5c0f\uff0c\u6a21\u578b\u7121\u6cd5\u4e00\u6b21\u8655\u7406\u6240\u6709\u6a94\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'C')\">C. \u904e\u5ea6\u63d0\u793a\uff08Overprompt\uff09\u2014\u2014\u6a21\u578b\u672c\u8eab\u5df2\u88ab\u8a13\u7df4\u6703\u4e3b\u52d5\u8490\u96c6\u4e0a\u4e0b\u6587\uff0c\u5f37\u5236\u8981\u6c42\u9010\u4e00\u6aa2\u67e5\u6240\u6709\u6a94\u6848\u662f\u591a\u9918\u7684<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'C')\">D. \u6c92\u6709\u555f\u7528\u5e73\u884c\u5de5\u5177\u547c\u53eb\uff0c\u5c0e\u81f4\u6a94\u6848\u53ea\u80fd\u9010\u4e00\u8b80\u53d6<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u9019\u500b Agent \u67b6\u69cb\u8a2d\u8a08\u6709\u4ec0\u9ebc\u6839\u672c\u554f\u984c\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u67d0\u5718\u968a\u81ea\u5efa\u4e86\u4e00\u5957 Coding Agent \u67b6\u69cb\uff1a\n&#8211; \u81ea\u5df1\u5be6\u4f5c\u4e86 Context Window \u58d3\u7e2e\uff08Compaction\uff09\u908f\u8f2f\n&#8211; \u81ea\u5df1\u8655\u7406\u5e73\u884c\u5de5\u5177\u547c\u53eb\u8207\u57f7\u884c\u7dd2\u5408\u4f75\n&#8211; \u81ea\u5df1\u6253\u9020\u4e86\u6c99\u7bb1\u5b89\u5168\u6a5f\u5236\n&#8211; \u70ba\u7279\u5b9a\u6a21\u578b\u6df1\u5ea6\u6700\u4f73\u5316\u4e86\u6240\u6709 Prompt\n\n\u6bcf\u7576\u65b0\u6a21\u578b\u767c\u5e03\u6642\uff0c\u4ed6\u5011\u9700\u8981\u82b1 2-3 \u9031\u91cd\u65b0\u8abf\u6821\u6574\u500b\u7cfb\u7d71\u3002\n\u5718\u968a\u6210\u54e1\u62b1\u6028\uff1a\u300c\u6211\u5011\u628a 80% \u7684\u6642\u9593\u82b1\u5728\u7dad\u8b77 Harness\uff0c\n\u53ea\u6709 20% \u5728\u505a\u7522\u54c1\u529f\u80fd\u3002\u300d\n\n\u6839\u64da\u5f71\u7247\u7684\u89c0\u9ede\uff0c\u9019\u500b\u67b6\u69cb\u7684\u6839\u672c\u554f\u984c\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'B')\">A. \u5718\u968a\u4eba\u529b\u4e0d\u8db3\uff0c\u61c9\u8a72\u62db\u8058\u66f4\u591a\u5de5\u7a0b\u5e2b\u4f86\u7dad\u8b77 Harness<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'B')\">B. \u6c92\u6709\u63a1\u7528 Harness \u4f5c\u70ba\u62bd\u8c61\u5c64\u7684\u6a21\u5f0f\uff0c\u61c9\u8a72\u4f7f\u7528\u50cf Codex \u9019\u6a23\u7684\u73fe\u6210 Harness\uff0c\u5c07\u7cbe\u529b\u5c08\u6ce8\u65bc\u7522\u54c1\u5dee\u7570\u5316<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'B')\">C. Prompt \u6700\u4f73\u5316\u505a\u5f97\u4e0d\u5920\u6df1\u5165\uff0c\u61c9\u8a72\u6295\u5165\u66f4\u591a\u6642\u9593\u5728 Prompt Engineering \u4e0a<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'B')\">D. \u61c9\u8a72\u6e1b\u5c11\u5de5\u5177\u6578\u91cf\uff0c\u7c21\u5316 Agent \u7684\u529f\u80fd\u4f86\u964d\u4f4e\u7dad\u8b77\u6210\u672c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u5f71\u7247\u4e2d Brian \u5206\u4eab\u4e86 GPT-5 \u767c\u5e03\u6642\u7684\u7d93\u9a57\uff1a\u4f7f\u7528\u8005\u5f9e\u5176\u4ed6\u6a21\u578b\u9077\u79fb\u904e\u4f86\u6642\uff0c\u5e36\u8457\u5927\u91cf\u8a73\u7d30\u7684\u6b65\u9a5f\u6307\u4ee4\uff0c\u7d50\u679c\u8b93 GPT-5 \u904e\u5ea6\u57f7\u884c\u9019\u4e9b\u6307\u4ee4\u5c0e\u81f4\u901f\u5ea6\u8b8a\u6162\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u79fb\u9664\u904e\u5ea6\u8a73\u7d30\u7684\u6307\u4ee4\uff0c\u56e0\u70ba\u65b0\u6a21\u578b\u5df2\u7d93\u88ab\u8a13\u7df4\u5177\u5099\u4e3b\u52d5\u8490\u96c6\u4e0a\u4e0b\u6587\u3001\u898f\u5283\u65b9\u6848\u7b49\u300c\u7fd2\u6163\u300d\u3002\u964d\u4f4e temperature \u4e0d\u6703\u89e3\u6c7a\u6839\u672c\u554f\u984c\uff0c\u62c6\u5206\u4efb\u52d9\u4e5f\u4e0d\u662f\u95dc\u9375\u2014\u2014\u554f\u984c\u5728\u65bc\u6a21\u578b\u88ab\u8981\u6c42\u505a\u5b83\u672c\u4f86\u5c31\u6703\u505a\u7684\u4e8b\u60c5\u3002\",\n        2: \"\u5f71\u7247\u4e2d\u7279\u5225\u63d0\u5230 Zed \u7de8\u8f2f\u5668\u7684\u6848\u4f8b\uff1a\u4ed6\u5011\u5c07 Codex \u5305\u88dd\u9032\u81ea\u5df1\u7684\u7522\u54c1\u4e2d\uff0c\u8b93 Codex \u8655\u7406 Harness \u5c64\u7684\u8907\u96dc\u5de5\u7a0b\uff08Compaction\u3001\u5e73\u884c\u5de5\u5177\u547c\u53eb\u3001\u5b89\u5168\u6027\u7b49\uff09\uff0c\u81ea\u5df1\u5247\u5c08\u6ce8\u65bc\u6253\u9020\u6700\u597d\u7684\u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668\u3002\u9019\u5c31\u662f\u300cHarness \u4f5c\u70ba\u65b0\u62bd\u8c61\u5c64\u300d\u7684\u6a21\u5f0f\u2014\u2014\u5c07\u57fa\u790e\u8a2d\u65bd\u4ea4\u7d66\u5c08\u9580\u7684\u5e73\u53f0\uff0c\u628a\u7cbe\u529b\u82b1\u5728\u7522\u54c1\u5dee\u7570\u5316\u4e0a\u3002\u5f9e\u96f6\u81ea\u5efa Harness \u6703\u6d88\u8017\u5927\u91cf\u8cc7\u6e90\u5728\u975e\u6838\u5fc3\u7af6\u722d\u529b\u4e0a\u3002\",\n        3: \"\u5f71\u7247\u4e2d\u63cf\u8ff0\u4e86 Agent \u80fd\u529b\u7684\u6f14\u9032\uff1a\u804a\u5929\u6a5f\u5668\u4eba \u2192 \u6709\u5de5\u5177\u7684\u804a\u5929\u6a5f\u5668\u4eba \u2192 \u80fd\u88fd\u9020\u65b0\u5de5\u5177\u7684\u5de5\u5177\u3002\u900f\u904e Agents SDK \u6574\u5408 Codex \u4e26\u642d\u914d MCP \u9023\u63a5\u5668\uff0c\u4f60\u53ef\u4ee5\u8b93 Agent \u70ba\u6bcf\u500b\u5ba2\u6236\u5373\u6642\u5beb\u51fa API \u9023\u63a5\u5668\u2014\u2014\u9019\u6b63\u662f\u5f71\u7247\u4e2d\u63d0\u5230\u7684\u300c\u53d6\u4ee3\u5c08\u696d\u670d\u52d9\u5718\u968a\u300d\u7684\u5834\u666f\u3002\u55ae\u7d14\u7684 GitHub Action \u6216\u624b\u52d5\u6574\u5408\u90fd\u7121\u6cd5\u5be6\u73fe\u9019\u7a2e\u52d5\u614b\u3001\u81ea\u52d5\u5316\u7684\u9023\u63a5\u5668\u751f\u6210\u80fd\u529b\u3002\",\n        4: \"\u9019\u6b63\u662f\u5f71\u7247\u4e2d Brian \u5206\u4eab\u7684\u771f\u5be6\u6848\u4f8b\u3002\u4ed6\u76f4\u63a5\u554f\u6a21\u578b\u70ba\u4ec0\u9ebc\u9019\u9ebc\u6162\uff0c\u6a21\u578b\u56de\u7b54\uff1a\u300c\u4f60\u8981\u6211\u53bb\u770b\u6240\u6709\u6771\u897f\uff0c\u4f46\u6211\u5176\u5be6\u4e0d\u9700\u8981\u9019\u6a23\u505a\uff0c\u9019\u624d\u662f\u82b1\u6642\u9593\u7684\u539f\u56e0\u3002\u300d\u65b0\u4e00\u4ee3\u6a21\u578b\u5df2\u7d93\u88ab\u8a13\u7df4\u5177\u5099\u4e3b\u52d5\u8490\u96c6\u4e0a\u4e0b\u6587\u7684\u7fd2\u6163\uff0c\u904e\u5ea6\u63d0\u793a\uff08Overprompt\uff09\u53cd\u800c\u6703\u8b93\u6a21\u578b\u6d6a\u8cbb\u6642\u9593\u57f7\u884c\u4e0d\u5fc5\u8981\u7684\u6b65\u9a5f\u3002\u89e3\u6c7a\u65b9\u6cd5\u662f\u4fe1\u4efb\u6a21\u578b\u7684\u5167\u5efa\u884c\u70ba\uff0c\u79fb\u9664\u591a\u9918\u7684\u6b65\u9a5f\u6307\u4ee4\u3002\",\n        5: \"\u5f71\u7247\u7684\u6838\u5fc3\u89c0\u9ede\u4e4b\u4e00\u662f\uff1aHarness \u975e\u5e38\u8907\u96dc\u4e14\u9700\u8981\u5927\u91cf\u7dad\u8b77\u5de5\u4f5c\uff0c\u5c24\u5176\u9762\u5c0d\u4e0d\u65b7\u63a8\u51fa\u7684\u65b0\u6a21\u578b\u3002Brian \u63d0\u51fa\u300cHarness \u4f5c\u70ba\u65b0\u62bd\u8c61\u5c64\u300d\u7684\u6a21\u5f0f\uff0c\u5efa\u8b70\u958b\u767c\u8005\u4f7f\u7528\u50cf Codex \u9019\u6a23\u7684\u73fe\u6210 Harness\uff0c\u800c\u4e0d\u662f\u5f9e\u96f6\u81ea\u5efa\u3002\u9019\u4e0d\u662f\u505a\u300cWrapper\u300d\u2014\u2014\u800c\u662f\u8b93\u958b\u767c\u8005\u5c07 80% \u7684\u7cbe\u529b\u6295\u5165\u7522\u54c1\u5dee\u7570\u5316\uff0c\u800c\u4e0d\u662f\u7dad\u8b77\u5e95\u5c64\u57fa\u790e\u8a2d\u65bd\u3002\u5f71\u7247\u4e2d Cursor\u3001Zed\u3001GitHub \u90fd\u662f\u63a1\u7528\u9019\u7a2e\u6a21\u5f0f\u7684\u6210\u529f\u6848\u4f8b\u3002\"\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n<div class=\"wp-like-post__wrapper\" style=\"\"><button type=\"button\" class=\"wp-like-post__button \" style=\"height: 30px; color: #000000;\" data-post-id=\"539\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" width=\"30\" height=\"30\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M6.633 10.5c.806 0 1.533-.446 2.031-1.08a9.041 9.041 0 012.861-2.4c.723-.384 1.35-.956 1.653-1.715a4.498 4.498 0 00.322-1.672V3a.75.75 0 01.75-.75A2.25 2.25 0 0116.5 4.5c0 1.152-.26 2.243-.723 3.218-.266.558.107 1.282.725 1.282h3.126c1.026 0 1.945.694 2.054 1.715.045.422.068.85.068 1.285a11.95 11.95 0 01-2.649 7.521c-.388.482-.987.729-1.605.729H13.48c-.483 0-.964-.078-1.423-.23l-3.114-1.04a4.501 4.501 0 00-1.423-.23H5.904M14.25 9h2.25M5.904 18.75c.083.205.173.405.27.602.197.4-.078.898-.523.898h-.908c-.889 0-1.713-.518-1.972-1.368a12 12 0 01-.521-3.507c0-1.553.295-3.036.831-4.398C3.387 10.203 4.167 9.75 5 9.75h1.053c.472 0 .745.556.5.96a8.958 8.958 0 00-1.302 4.665c0 1.194.232 2.333.654 3.375z\" \/><\/svg><\/button><div class=\"wp-like-post__count\"\">0<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>OpenAI \u7684 Bill Chen \u8207 Brian Fioca \u5728 AI Engineer Code Sum [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":538,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[452],"tags":[492,491,493,447,494],"class_list":["post-539","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-coding","tag-codex","tag-coding-agent","tag-harness","tag-openai","tag-sdk"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/539","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/comments?post=539"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/539\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media\/538"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}