{"id":786723,"date":"2026-05-26T12:43:42","date_gmt":"2026-05-26T04:43:42","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=786723"},"modified":"2026-05-26T12:43:42","modified_gmt":"2026-05-26T04:43:42","slug":"%e8%81%8a%e8%81%8aharness%e6%97%b6%e4%bb%a3ai-first%e7%9a%84%e7%bb%84%e7%bb%87%e6%9e%b6%e6%9e%84%ef%bc%9a%e4%bb%8e%e4%bf%a1%e4%bb%bb%e4%ba%ba%e5%88%b0%e4%bf%a1%e4%bb%bbai","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=786723","title":{"rendered":"\u804a\u804aHarness\u65f6\u4ee3AI-First\u7684\u7ec4\u7ec7\u67b6\u6784\uff1a\u4ece\u4fe1\u4efb\u4eba\u5230\u4fe1\u4efbAI"},"content":{"rendered":"<blockquote>\n<p>\u6587 | <a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>101<\/p>\n<\/blockquote>\n<p>&ldquo;Harness Engineering&rdquo;\uff08\u633d\u5177\u5de5\u7a0b\uff09\u6b63\u5728\u6210\u4e3a\u7845\u8c37\u7684\u65b0\u5171\u8bc6\uff0cAnthropic\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u7b49\u516c\u53f8\u90fd\u5728\u63a2\u7d22\u8fd9\u4e00\u5de5\u7a0b\u8303\u5f0f\u3002\u4f46\u771f\u6b63\u7406\u89e3Harness\u7684\u4eba\u8fd8\u4e0d\u591a\u3002\u524d\u4e0d\u4e45\uff0c\u4e00\u7bc7\u9898\u4e3a\u300aWhy Your &ldquo;AI-First&rdquo; Strategy Is Probably Wrong\u300b\u7684\u6587\u7ae0\u5728X\u4e0a\u83b7\u5f97\u767e\u4e07\u7ea7\u9605\u8bfb\u548c\u70ed\u8bae\uff0c\u4f5c\u8005\u662f\u6765\u81ea\u7845\u8c37CreaoAI\u7684Peter Pang\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u91cc\uff0cPeter\u5c55\u793a\u4e86Harness Agent\u7cfb\u7edf\u6fc0\u53d1\u51fa\u7684\u6781\u81f4\u6548\u7387\uff1a99%\u7684\u4ee3\u7801\u7531AI\u5b8c\u6210\uff0c\u6bcf\u5929\u5e73\u57473\u52308\u6b21\u751f\u4ea7\u90e8\u7f72\uff0c\u8fc7\u53bb\u516d\u5468\u7684\u4ea7\u54c1\u6d41\u7a0b\uff0c\u73b0\u5728\u4e00\u5929\u5c31\u80fd\u8dd1\u5b8c\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/f320b48d89181be1f40babc5596bb123_1779769389.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x810\/gravity\/center\/crop\/!1440x810&ext=.jpg\" alt=\"\u804a\u804aHarness\u65f6\u4ee3AI-First\u7684\u7ec4\u7ec7\u67b6\u6784\uff1a\u4ece\u4fe1\u4efb\u4eba\u5230\u4fe1\u4efbAI\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u672c\u671f\u300a\u7845\u8c37101\u300b\u64ad\u5ba2\uff0c\u4e3b\u64ad\u6cd3\u541b\u9080\u8bf7\u5230Creao\u7684\u4e09\u4f4d\u521b\u59cb\u4eba\uff0c\u804a\u804a\u8fd9\u5bb6\u516c\u53f8\u5bf9Harness\u7684\u5b9e\u8df5\uff0c\u4ee5\u53ca\u5728\u7ec4\u7ec7AI-First\u8f6c\u578b\u4e0a\u7684\u6df1\u5ea6\u601d\u8003\u3002\u5609\u5bbe\u4eec\u6307\u51fa\uff0cAI-First\u4e0d\u7b49\u4e8e&ldquo;\u4f7f\u7528AI&rdquo;\uff0c\u60f3\u8981\u628a\u6548\u7387\u63d0\u5347100\u500d\u30011000\u500d\uff0c\u5c31\u4e0d\u80fd\u53ea\u628aAI\u5f53\u6210\u5de5\u5177\uff0c\u800c\u8981\u8ba9AI\u6210\u4e3a\u6240\u6709\u751f\u4ea7\u529b\u7684\u4e3b\u5bfc\u3002\u7ec4\u7ec7\u8f6c\u578b\u6700\u96be\u8de8\u51fa\u7684\u4e00\u6b65\u5728\u4e8e&mdash;&mdash;\u662f\u5426\u80fd\u8ba9\u6240\u6709\u5458\u5de5\u90fd\u80fd\u505a\u5230\u4fe1\u4efbAI\u3002<\/p>\n<p>\u8fd9\u573a\u5bf9\u8bdd\u4e2d\u6709\u4e00\u4e9b\u6709\u8da3\u7684\u89c2\u5bdf\uff0c\u6bd4\u5982\u5728Creao\uff0c\u5e02\u573a\u4e0d\u7528\u518d\u8ffd\u7740\u5f00\u53d1\u63d0\u9700\u6c42\uff0c\u56e0\u4e3a\u5f00\u53d1\u901f\u5ea6\u5df2\u7ecf\u8fdc\u8d85\u5e02\u573a\u6d88\u5316\u80fd\u529b\uff1b\u5f53\u5927\u91cf\u5bf9\u9f50\u5de5\u4f5c\u88abAI\u63a5\u7ba1\u4e4b\u540e\uff0c\u62ff\u6389\u4ea7\u54c1\u7ecf\u7406\uff0c\u53cd\u800c\u8ba9\u56e2\u961f\u6548\u7387\u5927\u5e45\u63d0\u5347\uff1b\u521d\u7ea7\u5de5\u7a0b\u5e08\u6bd4\u8d44\u6df1\u5de5\u7a0b\u5e08\u66f4\u9002\u5e94AI\u65f6\u4ee3\u7684\u8f6c\u578b\uff1b\u5c3d\u7ba1\u8fc7\u53bb\u5341\u5e74\u79ef\u7d2f\u7684\u4e13\u957f\u6b63\u5728\u5feb\u901f<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b4%ac%e5%80%bc\" title=\"View all posts in \u8d2c\u503c\" target=\"_blank\" class=\"tag_link\">\u8d2c\u503c<\/a>\uff0c\u4f46\u8d44\u6df1\u5de5\u7a0b\u5e08\u4ecd\u7136\u6709\u7ade\u4e89\u529b\uff0c\u56e0\u4e3a\u672a\u6765\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u4e0d\u518d\u662f\u5199\u4ee3\u7801\uff0c\u800c\u662f&ldquo;\u627e\u5230AI Planning\u7684\u7f3a\u9677&rdquo;\u548c&ldquo;\u5224\u65ad\u4ec0\u4e48\u662f\u6709\u4ef7\u503c\u7684&rdquo;\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u662f\u8fd9\u6b21\u5bf9\u8bdd\u5185\u5bb9\u7684\u7cbe\u9009\uff1a<\/strong><\/p>\n<h2><strong>01 <\/strong><strong>Harness\u5de5\u7a0b\u8be6\u89e3\uff1a<\/strong><strong>\u5982\u4f55\u628a\u5927\u6a21\u578b&ldquo;\u69a8&rdquo;\u51fa\u6781\u9650<\/strong><\/h2>\n<p>\u6cd3\u541b\uff1a\u5148\u8bf7Peter\u4ecb\u7ecd\u4e00\u4e0b\uff0c\u4ec0\u4e48\u662fHarness engineering\uff08\u633d\u5177\u5de5\u7a0b\uff09\uff1f<\/p>\n<p>Peter\uff1aHarness\u7684\u6982\u5ff5\u53ef\u4ee5\u8ffd\u6eaf\u5230\u5927\u6a21\u578b\u521a\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u5f88\u591a\u4eba\u5728\u804aprompt engineering\uff08\u63d0\u793a\u8bcd\u5de5\u7a0b\uff09\uff0c\u4e4b\u540e\u6f14\u53d8\u5230context engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09\uff0c\u8fd9\u65f6\u5019\u66f4\u591a\u7684\u662f\u805a\u7126\u5728\u600e\u4e48\u548c\u5927\u6a21\u578b\u672c\u8eab\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<p>\u4f46\u662f\u5bf9\u4e8eHarness\u6765\u8bb2\uff0c\u6211\u4eec\u662f\u5728&ldquo;\u9a6f\u5316&rdquo;\u4e00\u4e2a\u901a\u7528\u7684\u7cfb\u7edf\uff0c\u6240\u4ee5\u4ece\u8303\u56f4\u4e0a\u6765\u8bb2\uff0c\u5b83\u6bd4prompt &amp; context engineering\u8981\u5927\u5f88\u591a\uff0c\u6d89\u53ca\u5230tooling\uff08\u5de5\u5177\u94fe\uff09\u7684\u4f7f\u7528\uff0c\u6d89\u53ca\u5230\u4f60\u7684sandbox\uff08\u6c99\u7bb1\uff09\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4f60\u7684host service\uff08\u5bbf\u4e3b\u670d\u52a1\uff09\u4e4b\u95f4\u662f\u600e\u4e48\u8fdb\u884c\u4ea4\u4e92\u7684\uff1f\u600e\u4e48\u6837\u7684\u4ea4\u4e92\u80fd\u591f\u5b89\u5168\uff1f\u4f60\u7684sandbox\u5728\u542f\u52a8\u7684\u65f6\u95f4\u662f\u591a\u5c11\uff1f\u4f60\u7684\u5ef6\u8fdf\u662f\u591a\u5c11\uff1f&hellip;&hellip;\u8fd9\u4e9b\u90fd\u662fharness\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u53ef\u4e0d\u53ef\u4ee5\u7406\u89e3\u6210\uff0cHarness\u7684\u5de5\u7a0b\u80fd\u529b\u51b3\u5b9a\u4e86\u600e\u4e48\u628a\u4e00\u4e2a\u5927\u6a21\u578b&ldquo;\u69a8\u51fa&rdquo;\u6700\u4f73\u4f7f\u7528\u4e0a\u9650\uff1f\u6211\u8bb0\u5f97Kai\u6709\u63d0\u5230\uff0c\u4e00\u4e2aAgent\u53ef\u4ee5\u4e00\u591c\u4e4b\u95f4\u5e72\u6389\u4e09\u4e2a\u4eba\u505aSEO\uff08\u641c\u7d22\u5f15\u64ce\u4f18\u5316\uff09\u7684\u5de5\u4f5c\u6d41\uff1b\u540c\u65f6\u8fd8\u6709\u4e00\u4e2a\u5185\u5bb9\u6d41\u6c34\u7ebf\uff0c\u5b83\u8dd1\u4e86\u4e24\u5929\uff0c\u624d\u6709\u4eba\u53d1\u73b0\u5168\u662f\u5783\u573e\u3002\u8fd9\u4e24\u8005\u4e4b\u95f4\u6709\u5de8\u5927\u533a\u522b&mdash;&mdash;\u4e00\u4e2a\u662fHarness\u7684\u80dc\u5229\uff0c\u4e00\u4e2a\u662fHarness\u7684\u5931\u8d25\u3002<\/p>\n<p>Peter\uff1a\u6211\u89c9\u5f97\u8fd9\u4e2a\u5b8c\u5168\u5c31\u5370\u8bc1\u4e86\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981Harness\u3002<strong>Harness\u7684\u672c\u8d28\u5c31\u662f\u5728\u4e8e\uff0c\u6211\u4eec\u600e\u4e48\u80fd\u591f\u6301\u7eed\u63d0\u5347\u4e00\u4e2a\u7cfb\u7edf\u3002<\/strong>\u5f53\u4f60\u8fd9\u4e2a\u7cfb\u7edf\u4ea7\u751f\u7684\u6548\u679c\u4e0d\u597d\u7684\u65f6\u5019\uff0c\u4f60\u8fd9\u4e2a\u7cfb\u7edf\u662f\u9700\u8981\u4eba\u7684feedback\uff08\u53cd\u9988\uff09\u53bb\u63d0\u5347\uff0c\u8fd8\u662f\u8fd9\u4e2a\u7cfb\u7edf\u672c\u8eab\u81ea\u5df1\u80fd\u591fself healing\uff08\u81ea\u6211\u4fee\u590d\uff09\u3001self improvement\uff08\u81ea\u6211\u4f18\u5316\uff09\uff0c\u8fd9\u4e2a\u6b63\u597d\u5c31\u662fHarness\u7684\u6838\u5fc3\u3002<\/p>\n<p>Harness\u5f88\u91cd\u8981\u7684\u4e00\u4ef6\u4e8b\u60c5\uff0c\u5c31\u662f\u600e\u4e48\u80fd\u591f\u8ba9Agent\u5728\u63a8\u7406\u9636\u6bb5scaling\uff08\u6269\u5c55\uff09\uff0c\u5305\u62ec\u4f60\u600e\u4e48\u80fd\u591f\u628a\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u94fe\u63d0\u4f9b\u7ed9\u5b83\uff0c\u8ba9\u5b83\u601d\u8003\u66f4\u957f\u7684\u65f6\u95f4\uff0c\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\uff0c\u7528\u4e00\u4e2a\u66f4\u957f\u7684\u65f6\u95f4\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\u5982\u679c\u4f60\u7684Harness\u505a\u5f97\u4e0d\u597d\uff0c\u5c31\u5f88\u5bb9\u6613\u4ea7\u751fhallucination\uff08\u5e7b\u89c9\uff09\u6216\u8005context overflow\uff08\u4e0a\u4e0b\u6587\u6ea2\u51fa\uff09\uff0c\u4f60\u7684\u6a21\u578b\u80fd\u529b\u4f1a\u964d\u7ea7\u3002\u6240\u4ee5Harness\u662f\u4e00\u4ef6\u975e\u5e38\u590d\u6742\u800c\u4e14\u9700\u8981\u4e00\u4e9b\u7ecf\u9a8c\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u90a3\u4eca\u5929\u5e02\u573a\u4e0a\u5bf9Harness\u6709\u54ea\u4e9b\u5171\u8bc6\u548c\u975e\u5171\u8bc6\uff1f<\/p>\n<p>Peter\uff1a<strong>\u5f88\u591a\u4eba\u8ba4\u4e3aHarness\u662f\u9759\u6001\u7684\uff0c\u5c31\u662f\u5f00\u53d1\u914d\u5957\u7cfb\u7edf\u53d1\u6325LLM\u4f18\u52bf\u3002\u4f46\u6211\u4eec\u8ba4\u4e3a\u5b83\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u8fc7\u7a0b<\/strong>&mdash;&mdash;\u4f60\u8fd9\u4e2a\u7cfb\u7edf\u600e\u4e48\u80fd\u591f\u4ece\u4e00\u4e2a\u9759\u6001\u7684\u72b6\u6001\u771f\u7684\u6d3b\u8d77\u6765\uff0c\u80fd\u591fself-improve\uff08\u81ea\u6211\u4f18\u5316\uff09\uff0c\u80fd\u591f\u4e0d\u505c\u5730\u9002\u914d\u6765\u81ea\u5e02\u573a\u3001\u4ea7\u54c1\u3001\u7528\u6237\u7684\u5404\u79cdsignal\uff0c\u80fd\u591f\u8ba9\u5b83\u4e0d\u505c\u5730\u3001\u8fc5\u901f\u5730\u8fed\u4ee3\u3002\u6211\u89c9\u5f97\u8fd9\u4e2a\u662f\u53ef\u80fd\u5f88\u591a\u4eba\u8fd8\u6ca1\u6709\u610f\u8bc6\u5230\u7684\u4e00\u70b9\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u8fd9\u4e2a\u8fed\u4ee3\u4e5f\u662f\u4ee5AI\u4e3a\u4e3b\u5bfc\u7684\uff0c\u800c\u4e0d\u662f\u4eba\u4e3a\u4e3b\u5bfc\u7684\uff1f<\/p>\n<p>Peter\uff1a\u5bf9\uff0c\u662f\u4ee5AI\u4e3a\u4e3b\u5bfc\u7684\u8fed\u4ee3\u3002\u4eba\u6240\u9700\u8981\u505a\u7684\u4e8b\u60c5\uff0c\u5c31\u662f\u600e\u4e48\u628a\u5404\u79cd\u5404\u6837\u7684\u4fe1\u53f7feed\u7ed9AI\u3002<\/p>\n<h2><strong>02 <\/strong>\u516d\u5468\u53d8\u4e00\u5929\uff1aAI\u9a71\u52a8\u7684\u5f00\u53d1\u6d41\u7a0b\u6709\u591a\u5feb\uff1f<\/h2>\n<p>\u6cd3\u541b\uff1a\u4f60\u6709\u4e00\u7bc7\u5f88\u706b\u7684\u63a8\u7279\u5e16\u5b50\uff0c\u8bb2\u4f60\u4eec25\u4eba\u7684\u516c\u53f8\uff0c99%\u7684\u4ee3\u7801\u7531AI\u5199\uff0c\u65e9\u4e0a10\u70b9\u5199\u4e86\u4e00\u4e2a\u529f\u80fd\uff0c\u4e2d\u5348\u5c31\u8fdb\u884c\u4e86A\/B test\uff0c\u4e0b\u53483\u70b9\u5c31\u6839\u636e\u6570\u636e\u7684\u53cd\u9988\u628a\u5b83\u780d\u6389\u4e86\u4e00\u90e8\u5206\u529f\u80fd\uff0c5\u70b9\u53c8\u91cd\u5199\u4e86\u66f4\u597d\u7684\u4e00\u4e2a\u7248\u672c\u3002\u8fd9\u662f\u4e00\u5929\u7684\u5de5\u4f5c\u8282\u594f\uff0c\u5728\u4f20\u7edf\u7684\u5f00\u53d1\u4ea7\u54c1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u662f\u9700\u89816\u5468\u7684\u3002\u8fd9\u662f\u4f60\u4eec\u7528Harness\u63a2\u7d22\u51fa\u6765\u7684\u65b9\u5f0f\u3002<\/p>\n<p>Peter\uff1a\u5728\u6211\u4eec\u770b\u6765\uff0cHarness\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u4e00\u662f\u5bf9Creao\u81ea\u8eabAgent\u7cfb\u7edf\u7684Harness\uff0c\u4e8c\u662f\u7528\u6237\u7528Creao\u6784\u5efa\u81ea\u5df1Agent\u65f6\uff0c\u600e\u4e48\u5e2e\u4ed6Harness\u81ea\u5df1\u7684Agent\u3002\u4f20\u7edf\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u8981\u7528\u4e24\u4e09\u4e2a\u6708\u8fed\u4ee3\u4e00\u4e2a\u529f\u80fd\uff0c\u73b0\u5728AI\u8f85\u52a9coding\u53ea\u9700\u4e00\u4e24\u5c0f\u65f6\u5b9e\u73b0\uff0c\u5982\u679c\u8fd8\u7528\u5f88\u957f\u65f6\u95f4\u53bb\u8bbe\u8ba1\u548c\u6d4b\u8bd5\uff0c\u5c31\u4e0d\u662f\u5f88\u6709\u610f\u4e49\u3002\u6240\u4ee5\u600e\u4e48\u628a\u8bbe\u8ba1\u3001\u89c4\u5212\u3001\u6d4b\u8bd5\u90fd\u5305\u542b\u5230\u6574\u4e2aHarness\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u516c\u53f8\u80fd\u4e0d\u80fd\u8f6c\u578b\u4e3aAI-First\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>Clark\uff1a\u6211\u60f3\u5148\u8ddf\u5927\u5bb6\u8868\u8fbe\u4e00\u4e2a\u89c2\u70b9\uff1a<strong>\u5982\u679c\u60f3\u505a\u5230\u6240\u8c13\u7684AI-First\u6216\u8005AI native\uff08AI\u539f\u751f\uff09\u8fd9\u6837\u4e00\u4e2a\u72b6\u6001\uff0c\u5b83\u4e0d\u662f\u5728\u73b0\u6709\u6d41\u7a0b\u4e0a\u53bb\u4f7f\u7528AI\u5de5\u5177\uff0c\u800c\u662f\u8981\u56f4\u7ed5AI\u80fd\u529b\u91cd\u65b0\u6784\u5efa\u5de5\u4f5c\u6d41\u7a0b\u548c\u7ec4\u7ec7\u5f62\u6001\u3002<\/strong><\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/6e035d32e6e9569cdfbe20f141b39589_1779769389.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x810\/gravity\/center\/crop\/!1440x810&ext=.jpg\" alt=\"\u804a\u804aHarness\u65f6\u4ee3AI-First\u7684\u7ec4\u7ec7\u67b6\u6784\uff1a\u4ece\u4fe1\u4efb\u4eba\u5230\u4fe1\u4efbAI\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p><span><span>\u56fe\u7247\u6765\u6e90\uff1aPeter Pang@intuitiveml<\/span><\/span><\/p>\n<p>\u6211\u4eec\u5728\u4e4b\u524d\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c\u6bcf\u4e00\u4e2a\u5de5\u7a0b\u5e08\u90fd\u5728\u7528AI\u5199\u4ee3\u7801\uff0c\u6bcf\u4e00\u4e2a\u4ea7\u54c1\u7ecf\u7406\u90fd\u5728\u7528AI\u5199PRD\uff08\u4ea7\u54c1\u9700\u6c42\u6587\u6863\uff09\uff0c\u6bcf\u4e00\u4e2a\u8bbe\u8ba1\u5e08\u90fd\u5728\u7528AI\u505a\u56fe\u3002\u4f46\u5176\u5b9e\u8fd9\u6837\u5e76\u6ca1\u6709\u589e\u52a0\u6211\u4eec\u7684\u6548\u7387\uff0c\u53cd\u800c\u5bfc\u81f4\u6bcf\u4e00\u4e2a\u4eba\u7684\u5de5\u4f5c\u8fdb\u5ea6\u548c\u8282\u594f\u4e0d\u4e00\u6837\u4e4b\u540e\uff0c\u6211\u4eec\u7684alignment\uff08\u5bf9\u9f50\uff09\u6210\u672c\u53d8\u5f97\u975e\u5e38\u9ad8\uff0c\u6211\u4eec\u8fd8\u662f\u5168\u90e8\u8fdc\u7a0b\u529e\u516c\u7684\u72b6\u6001\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u4eec\u8981\u53bb\u91cd\u65b0\u60f3\uff0c\u6211\u4eec\u5230\u5e95\u600e\u4e48\u6837\u624d\u80fd\u8ba9AI\u5728\u516c\u53f8\u8fd0\u8425\u8fc7\u7a0b\u4e2d\u771f\u6b63\u5730\u81ea\u52a8\u5316\u8dd1\u8d77\u6765\uff0c\u624d\u6709\u4e86Peter\u8bbe\u8ba1\u7684\u4e00\u5957\u65b0\u7684\u5f00\u53d1\u6d41\u7a0b\u548c\u67b6\u6784\u548c\u65b0\u7684\u4ea7\u54c1\u7684\u67b6\u6784\u91cd\u6784\uff0c\u624d\u6709\u4e86\u8fd9\u7bc7\u6587\u7ae0\u91cc\u9762\u8bb2\u7684self-healing\uff08\u81ea\u6211\u4fee\u590d\uff09\u7684Agent Harness\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u53ef\u4e0d\u53ef\u4ee5\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4f60\u4eec\u91cd\u5851\u7ec4\u7ec7\u67b6\u6784\u65f6\uff0c\u54ea\u4e9b\u65b9\u5411\u53d1\u751f\u4e86\u53d8\u5316\uff1f\u74f6\u9888\u5728\u54ea\u91cc\uff1f<\/p>\n<p>Peter\uff1a<strong>\u9996\u5148\u9700\u8981\u89e3\u51b3\u4eba\u7684\u95ee\u9898&mdash;&mdash;\u5927\u5bb6\u80fd\u5426\u63a5\u53d7\u65b0\u5de5\u4f5c\u65b9\u5f0f\u3002\u6211\u4eec\u82b1\u5f88\u591a\u65f6\u95f4\u5bf9\u9f50mindset\uff08\u601d\u7ef4\u6a21\u5f0f\uff09\u3002<\/strong>\u4ee5\u524d\u505a\u8fd9\u6837\u4e00\u4e2a\u8f6c\u578b\uff0c\u901a\u5e38\u9700\u8981\u4e00\u4e2a\u67b6\u6784\u5e08\u6216\u5de5\u7a0b\u5e08\u82b1\u8d39\u597d\u51e0\u4e2a\u6708\u6765demonstrate\uff08\u5c55\u793a\uff09\u65b0\u7684\u5de5\u4f5c\u65b9\u5f0f\u66f4\u4f18\uff0c\u4f46\u8fd9\u4e2a\u8f6c\u578b\u6210\u672c\u5c31\u5f88\u5927\u3002<\/p>\n<p>\u73b0\u5728\u5728AI\u8f85\u52a9\u4e0b\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u4f1a\u5feb\u5f88\u591a\uff0c\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u4e24\u5468\u628a\u6574\u4e2a\u7cfb\u7edf\uff0c\u5305\u62ec\u524d\u7aef\u3001\u540e\u7aef\u3001\u67b6\u6784\u3001\u57fa\u7840\u8bbe\u65bd\uff0c\u90fd\u8fdb\u884c\u91cd\u6784\uff0c\u7136\u540e\u7ed9\u5927\u5bb6\u5c55\u793a\u5b83\u5de5\u4f5c\u8d77\u6765\u66f4\u9ad8\u6548\u3002\u4e0d\u7ba1\u662f\u90e8\u7f72\u7684\u9891\u7387\u3001\u90e8\u7f72\u7684\u53ef\u9760\u6027\u548c\u6700\u540e\u7684\u6548\u679c\u4e0a\uff0c\u90fd\u6bd4\u4e4b\u524d\u7684\u5de5\u4f5c\u65b9\u5f0f\u6709\u5f88\u5927\u63d0\u5347\u3002\u8fd9\u6837\u80fd\u5728\u5f88\u77ed\u65f6\u95f4\u5185\u5bf9\u9f50\u601d\u7ef4\u6a21\u5f0f\uff0c\u8ba9\u5927\u5bb6\u5feb\u901f\u878d\u5165\u5230\u6574\u4e2a\u5f00\u53d1\u8fc7\u7a0b\u3002<\/p>\n<p>Kai\uff1a\u5176\u5b9eHarness\u672c\u8eab\u5b83\u66f4\u591a\u662f\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u7cfb\u7edf\uff0c\u771f\u7684\u80fd\u8ba9\u6240\u8c13\u7684AI-First\u7684\u7ec4\u7ec7\u9ad8\u6548\u8fd0\u8f6c\u3002\u5f88\u591a\u7ec4\u7ec7\u4e0a\u7684\u4eba\uff0c\u601d\u7ef4\u96be\u4ee5\u6539\u53d8\uff0c\u4ed6\u89c9\u5f97\u7528AI\u63d0\u5347\u6548\u7387\u5c31\u591f\u4e86\u3002<strong>\u4f46\u662fAI-First\u8981\u6c42\u7684\u662f\uff0c\u4f60\u8ba9AI\u6765driven\uff08\u9a71\u52a8\uff09\u4f60\u6574\u4e2a\u516c\u53f8\u7684\u65b9\u5411<\/strong>\uff0c\u53ef\u80fd\u4f60\u6bcf\u5929\u5de5\u4f5c\u7684\u65b9\u5f0f\u90fd\u662f\u7531AI\u6765\u9a71\u52a8\u7684\uff0c\u8fd9\u662f\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u6982\u5ff5\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u662fAI\u7ed9\u4f60\u4eec\u5e03\u7f6e\u4efb\u52a1\u5417\uff1f<\/p>\n<p>Kai\uff1a\u5bf9\u3002\u5982\u679c\u8fd8\u628aAI\u5f53\u6210\u4e00\u4e2a\u63d0\u5347\u6548\u7387\u7684\u5de5\u5177\uff0c\u90a3\u4f7f\u7528\u8005\u7684\u6548\u7387\u63d0\u5347\u53ef\u80fd\u6700\u591a\u5c31\u662f10\u500d\uff0c\u56e0\u4e3a\u4eba\u6700\u591a\u6bcf\u5929\u53ef\u80fd\u5c31\u5de5\u4f5c24\u5c0f\u65f6\u3002\u5982\u679c\u5e0c\u671b\u6548\u7387\u63d0\u5347100\u500d\u30011000\u500d\uff0c\u4f60\u4e0d\u80fd\u8bf4\u4f60\u662f\u90a3\u4e2a\u5de5\u5177\u7684\u4f7f\u7528\u8005\uff0c\u800c\u662fAI\u5e94\u8be5\u662f\u6240\u6709\u751f\u4ea7\u529b\u7684\u4e3b\u5bfc\u3002<strong>\u4eba\u7684\u89d2\u8272\u53d1\u751f\u53d8\u5316\uff0c\u66f4\u591a\u662f\u5728\u4e8e\u600e\u4e48\u53bb\u590d\u76d8\u7ed3\u679c\u7684\u597d\u574f\u3002<\/strong>\u8fd8\u6709\u5728\u8fd9\u4e2a\u7cfb\u7edf\u91cc\uff0c\u6211\u5e76\u4e0d\u662f\u90a3\u4e2a\u5b9e\u9645\u7684\u5de5\u4f5c\u8005\uff0c\u6211\u5e94\u8be5\u4ee5\u600e\u6837\u7684\u4e00\u4e2a\u65b9\u5f0f\u53bb\u8ddf\u8fd9\u4e2a\u7cfb\u7edf\u914d\u5408\u8d77\u6765\uff1f\u8fd9\u662f\u5f88\u591a\u4f01\u4e1a\u5728\u505a\u8f6c\u578b\u65f6\uff0c\u6ca1\u610f\u8bc6\u5230\u6216\u5f88\u96be\u53bb\u505a\u5230\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4f60\u4eec\u7684\u7cfb\u7edf\u600e\u4e48\u548c\u4eba\u53bb\u914d\u5408\u5de5\u4f5c\uff1f\u6211\u89c9\u5f97\u4f20\u7edf\u7684\u56e2\u961f\u5f00\u53d1\u4ea7\u54c1\u7684\u65f6\u5019\uff0c\u53ef\u80fd\u5f88\u5927\u7684\u4e00\u4e2a\u75db\u70b9\u5c31\u662f\u8bf4\uff0c\u6211\u56e2\u961f\u4e4b\u95f4\u8981\u5bf9\u9f50\uff0c\u7136\u540e\u6211\u8981\u628a\u4fe1\u606f\u540c\u6b65\u5230\u6bcf\u4e00\u4e2a\u4eba\uff0c\u4efb\u4f55\u4e00\u4e2a\u4eba\u4ed6\u53ef\u80fdmiss\u6389\u4e86\u4e00\u4e2a\u4fe1\u606f\u70b9\uff0c\u90a3\u4ed6\u5728\u4ea7\u54c1\u505a\u5f00\u53d1\u7684\u65f6\u5019\uff0c\u53ef\u80fd\u5c31\u4e0d\u77e5\u9053\u6211\u4eec\u4e0a\u4e00\u7248\u7684\u66f4\u65b0\u662f\u4ec0\u4e48\u3002\u73b0\u5728\u662f\u4e0d\u662f\u6240\u6709\u7684\u8fd9\u4e9b\u5de5\u4f5c\u90fd\u53ef\u4ee5\u4ea4\u7ed9AI\uff0c\u6216\u8005\u5728\u8fd9\u4e2a\u6d41\u7a0b\u4e2d\u5b83\u5c31\u53ef\u4ee5\u81ea\u52a8\u53bb\u505a\u4e86\uff1f<\/p>\n<p>Kai\uff1a\u6211\u89c9\u5f97\u8fd9\u91cc\u9762\u6838\u5fc3\u8fd8\u662f\u4fe1\u4efb\u7684\u95ee\u9898\u3002\u5f88\u591a\u4eba\u5bf9\u7cfb\u7edf\u4e0d\u4fe1\u4efb\uff0c\u6240\u4ee5\u5bf9\u9f50\u6210\u672c\u5c31\u975e\u5e38\u9ad8\u3002\u73b0\u5728AI-First\u4e0b\uff0c\u5bf9\u9f50\u7531AI\u4e3b\u5bfc\uff0c\u6bd4\u5982AI\u544a\u8bc9\u5e02\u573a\u56e2\u961f\u4eca\u5929\u5de5\u7a0b\u5e08\u8981\u53d1\u5e03\u54ea\u4e9b\u529f\u80fd\uff0c\u5e02\u573a\u56e2\u961f\u4e0d\u7528\u518d\u53cd\u590d\u95ee\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u6cd3\u541b\uff1aAI\u600e\u4e48\u77e5\u9053\u5de5\u7a0b\u5e08\u56e2\u961f\u660e\u5929\u80fd\u628a\u6240\u6709\u7684\u5de5\u4f5c\u505a\u5b8c\uff1f<\/p>\n<p>Peter\uff1a\u5728AI\u7684\u601d\u7ef4\u6a21\u5f0f\u4e4b\u4e0b\uff0c\u8fed\u4ee3\u4e00\u4e2a\u4ea7\u54c1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u66f4\u4fa7\u91cd\u7684\u662f\uff0c\u8fd9\u4e2a\u65b0\u7684\u529f\u80fd\u80fd\u4e0d\u80fd\u591f\u5e26\u6765\u4ea7\u54c1\u7684top line metrics\uff08\u9876\u5c42\u6307\u6807\uff09\u7684\u63d0\u5347\uff0c\u6216\u8005\u65b0\u7684\u8fd9\u4e2a\u529f\u80fd\u80fd\u4e0d\u80fd\u6709\u771f\u7684\u7528\u6237\u4f7f\u7528\u7684\u6570\u636e\u3002\u6240\u4ee5\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u66f4\u6838\u5fc3\u805a\u7126\u600e\u4e48\u628a\u6574\u4e2a\u6570\u636e\u94fe\u642d\u5efa\u8d77\u6765\u3002\u6211\u4eec\u628a\u8fd9\u4e2a\u94fe\u6761\u642d\u5efa\u8d77\u6765\u4e4b\u540e\uff0c\u90fd\u662fAgent\u901a\u8fc7\u8fd9\u4e9b\u6570\u636e\u6765\u51b3\u5b9a\uff0c\u597d\uff0c\u8fd9\u4e2a\u529f\u80fd\u5230\u5e95\u662f\u4e0d\u662f\u6709\u7528\u7684\uff0c\u6211\u4eec\u5230\u5e95\u8981\u4e0d\u8981roll out\uff08\u4e0a\u7ebf\uff09\u8fd9\u4e2a\u529f\u80fd\uff0c\u6216\u8005fall back\uff08\u56de\u9000\uff09\u8fd9\u4e2a\u529f\u80fd\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u4e5f\u5c31\u662f\u8bf4\u5de5\u7a0b\u5e08\u5199\u5b8c\u4ee3\u7801\u4ee5\u540e\uff0c\u4e0d\u9700\u8981\u624b\u52a8\u5730\u8ddfAI\u8bf4&ldquo;\u6211\u5199\u5b8c\u4e86&rdquo;\uff0c\u73b0\u5728AI\u5b83\u5c31\u53ef\u4ee5\u81ea\u52a8\u5730\u6839\u636e\u4f60\u7684\u6574\u4e2a\u4ee3\u7801\u8d28\u91cf\uff0c\u4f60\u7684\u8fdb\u7a0b\uff0c\u53bb\u505a\u51fa\u5b83\u7684\u5224\u65ad\u3002<\/p>\n<p>Peter\uff1a\u5bf9\uff0c\u8fd9\u4e2a\u5728\u4f20\u7edf\u7684\u5de5\u7a0b\u4e2d\u4e5f\u6709\uff0c\u6211\u4eec\u53ebCI\/CD process\uff08\u6301\u7eed\u96c6\u6210\/\u6301\u7eed\u90e8\u7f72\u6d41\u7a0b\uff09\u3002\u53ea\u4e0d\u8fc7\u5728\u4f20\u7edf\u7684CI\/CD process\u4e2d\uff0c\u5f88\u591a\u90fd\u662frule-based\uff08\u57fa\u4e8e\u89c4\u5219\uff09\u6216\u8005\u4e00\u4e9bunit testing\uff08\u5355\u5143\u6d4b\u8bd5\uff09\u9a71\u52a8\u7684\u3002\u4f46\u662f\u5728AI\u8fd9\u4e2a\u60c5\u51b5\u4e4b\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u6709\u5f88\u591aAI\u9a71\u52a8\u7684\u6d4b\u8bd5\u3002\u6bd4\u5982\u73b0\u5728\u5927\u5bb6\u6bd4\u8f83\u5e38\u7528\u7684\u50cfPlaywright\uff0c\u662f\u53ef\u4ee5\u505aAI\u9a71\u52a8\u7684\u5b8c\u6574\u7684end-to-end testing\uff08\u7aef\u5230\u7aef\u6d4b\u8bd5\uff09\uff0c\u8fd9\u6837\u53ef\u4ee5\u4fdd\u8bc1\u6211\u4eec\u53d1\u5e03\u7684\u4ee3\u7801\u4e2d\u6ca1\u6709\u660e\u663e\u7684\u53ef\u4ee5\u7834\u574f\u8fd9\u4e2a\u4ea7\u54c1\u7684bug\u3002\u6240\u4ee5\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5f88\u591aAI\u9a71\u52a8\u7684\u6d4b\u8bd5\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u5305\u62ec\u4f60\u4ee3\u7801\u53d1\u5e03\u4e4b\u540e\uff0c\u5728\u8fd9\u4e2a\u65e5\u5fd7\u4e2d\u6709\u6ca1\u6709error\uff0c\u6709\u6ca1\u6709incident\uff0c\u90fd\u662f\u901a\u8fc7\u8fd9\u4e9b\u4fe1\u53f7\u80fd\u591f\u53cd\u9988\u7ed9AI\uff0c\u6765\u770b\u6574\u4e2a\u8fd9\u4e2a\u4ee3\u7801\u7684\u8d28\u91cf\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u3002<\/p>\n<p>\u6cd3\u541b\uff1a\u5173\u4e8e\u8ba9AI\u5199\u4ee3\u7801\uff0c\u600e\u4e48\u4fdd\u8bc1\u5b83\u7684\u8d28\u91cf\uff1fPeter\u7684\u6587\u7ae0\u63d0\u5230\u4e86\uff0c\u6b63\u5e38\u60c5\u51b5\u4e0b\u5199\u4ee3\u7801\u4e00\u5929\uff0c\u5927\u5bb6\u4feebug\u8981\u4e09\u5929\u3002\u73b0\u5728\u6709\u4ec0\u4e48\u65b0\u624b\u6bb5\uff0c\u53ef\u4ee5\u8ba9\u5927\u5bb6\u4e0d\u7528\u628a\u5f88\u591a\u7684\u65f6\u95f4\u90fd\u82b1\u5728\u4fee\u590d\u4e0a\uff1f<\/p>\n<p>Peter\uff1a\u6211\u89c9\u7684bug\u662f\u6574\u4e2a\u5de5\u7a0b\u4e2d\u4e0d\u53ef\u907f\u514d\u7684\uff0c\u4e0d\u8bbaAI\u5199\u8fd8\u662f\u4eba\u5199\u3002\u56e0\u4e3aHarness\u4e0d\u662f\u4e00\u4e2a\u9759\u6b62\u7684\u72b6\u6001\uff0c\u5b83\u4e0d\u662f\u8bf4\u6211\u73b0\u5728\u6709\u4e00\u4e2a\u7cfb\u7edf\u4e4b\u540e\uff0c\u6211\u53ea\u9700\u8981\u7ef4\u62a4\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u4e0d\u4f1a\u6709bug\uff0c\u4e5f\u4e0d\u9700\u8981\u63d0\u5347\u3002<\/p>\n<p>Harness\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u6838\u5fc3\u5c31\u662f\u5728\u4e8e\uff0c\u6211\u80fd\u4e0d\u80fd\u627e\u5230\u8fd9\u4e2a\u7cfb\u7edf\u4e2d\u7684bug\u3002\u521a\u624d\u804a\u5230CI\/CD\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f1a\u6709\u4e00\u7cfb\u5217\u7684regression test\uff08\u56de\u5f52\u6d4b\u8bd5\uff09\uff0c\u53bb\u907f\u514d\u4e00\u4e9bbug\u53d1\u5e03\u5230production\uff08\u751f\u4ea7\u73af\u5883\uff09\u4e2d\u7834\u574f\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u8fd9\u662f\u7b2c\u4e00\u6b65\u3002\u7b2c\u4e8c\u6b65\uff0c\u5373\u4fbf\u6709\u4e00\u4e9bcorner case\uff08\u8fb9\u754c\u60c5\u51b5\uff09\u6216\u8005race condition\uff08\u7ade\u4e89\u6761\u4ef6\uff09\u53d1\u5e03\u5230\u8fd9\u4e2a\u7cfb\u7edf\u4e4b\u540e\uff0c\u6211\u4eec\u600e\u4e48\u80fd\u591f\u5728\u6700\u5feb\u7684\u65f6\u95f4\u8bc6\u522b\u8fd9\u4e9bbug\uff0c\u7136\u540e\u53ca\u65f6\u5730\u4fee\u590d\u8fd9\u4e9bbug\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u60c5\u51b5\u4e4b\u4e0b\uff0c\u8fd9\u4e24\u6b65\u90fd\u662f\u7531\u4eba\u6765\u9a71\u52a8\u7684\uff0c\u4f46\u662f\u5728Agent Harness\u60c5\u51b5\u4e4b\u4e0b\uff0c\u6211\u4eec\u4f1a\u6709Agent\u7cfb\u7edf\u6765\u9a71\u52a8\u3002\u6240\u4ee5\u6211\u4eec\u5f00\u53d1\u4e86Agent-driven\u7684CI\/CD\u7cfb\u7edf\u548cAgent-driven\u7684bug triage\uff08\u5206\u7c7b\/\u5b9a\u7ea7\uff09\u7cfb\u7edf\uff0c\u4f1a\u6839\u636e\u7cfb\u7edf\u4e2d\u7684\u95ee\u9898\u53bbtriage\u8fd9\u4e2a\u95ee\u9898\uff0c\u7136\u540e\u6307\u6d3e\u7ed9\u5de5\u7a0b\u5e08\u8ba9\u4ed6\u4eec\u53bb\u4fee\u590d\u8fd9\u4e9bbug\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/a53c0a546074768d280e40c3fdc4c1d7_1779769389.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x800&ext=.jpg\" alt=\"\u804a\u804aHarness\u65f6\u4ee3AI-First\u7684\u7ec4\u7ec7\u67b6\u6784\uff1a\u4ece\u4fe1\u4efb\u4eba\u5230\u4fe1\u4efbAI\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p><span><span>\u56fe\u7247\u6765\u6e90\uff1aPeter Pang@intuitiveml<\/span><\/span><\/p>\n<p>\u6cd3\u541b\uff1a\u4f60\u89c9\u5f97\u5728\u4f60\u5f15\u5165\u8fd9\u4e24\u5957\u7cfb\u7edf\u4ee5\u540e\uff0c\u5b83\u7684\u6548\u7387\u63d0\u5347\u4e86\u591a\u5c11\uff1f<\/p>\n<p>Peter\uff1a\u56e0\u4e3a\u5f88\u591a\u90fd\u662fAgent-driven\uff0c\u6240\u4ee5\u5b83\u53ef\u4ee5\u5e76\u884c\u5730\u8fdb\u884c\uff0c\u53ef\u4ee5\u6709\u5f88\u591aAgent\u540c\u65f6\u53bbidentify\uff08\u8fa8\u8ba4\uff09\u3002\u5b83\u53d1\u73b0\u4e00\u4e2abug\u53ea\u97001-2\u5206\u949f\uff0c\u6307\u6d3e\u7ed9\u5de5\u7a0b\u5e08\u51e0\u79d2\u949f\u3002\u5de5\u7a0b\u5e08\u518d\u7528Agent\u8c03\u67e5\u5e76\u63d0\u51fa\u65b9\u6848\uff0c<strong>\u6574\u4e2acycle\u5927\u7ea61-2\u5c0f\u65f6\u3002\u5bf9\u6bd4\u4e4b\u524d\uff0c\u6211\u4eec\u8bc6\u522b\u3001\u4fee\u590d\u4e00\u4e2abug\uff0c\u518d\u628a\u5b83\u53d1\u5e03\u5230\u7cfb\u7edf\u4e2d\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u5468\u7684\u65f6\u95f4\u3002<\/strong><\/p>\n<p>Clark\uff1a\u5bf9\uff0c\u8fd9\u91cc\u9762\u6709\u4e00\u4e2a\u7279\u522b\u6709\u610f\u601d\u7684\u73b0\u8c61\u3002\u6211\u4eec\u4ee5\u524d\u6709\u4e00\u4e2afeature wish list\uff08\u529f\u80fd\u613f\u671b\u6e05\u5355\uff09\uff0c\u5f88\u957f\uff0c\u53c8\u6709\u4e00\u4e2abug list\uff0c\u6709\u5f88\u591abug\u8981\u4fee\u590d\u3002\u4ee5\u524d\u5e02\u573a\u548c\u4ea7\u54c1\u8fd8\u6709\u5de5\u7a0b\u5e08\u5c31\u603b\u662f\u8ba8\u8bba\u6765\u8ba8\u8bba\u53bb\uff1a\u5230\u5e95\u662f\u5148\u4feebug\u8fd8\u662f\u5148\u505a\u529f\u80fd\uff1f\u73b0\u5728\u8fd9\u4e24\u4e2a\u6e05\u5355\u90fd\u6ca1\u6709\u4e86\uff0cbug\u53ca\u65f6\u53d1\u73b0\uff0c\u53ca\u65f6\u4fee\u590d\uff0cfeature\u73b0\u5728\u7684\u6570\u91cf\u8fdc\u8fdc\u591a\u8fc7\u4e8e\u6211\u4eec\u6240\u9700\u8981\u7684\u6570\u91cf\u3002<\/p>\n<p>Peter\uff1a\u6211\u4eec\u73b0\u5728\u6709\u4e00\u4e2aauto-fixing\uff08\u81ea\u52a8\u4fee\u590d\uff09\u7cfb\u7edf\u3002\u5bf9\u4e8e\u6211\u8981\u4fee\u590d\u7684\u4e00\u4e9b\u4e1c\u897f\uff0c\u5982\u679c\u53ea\u662f\u5b58\u5728\u4e8e\u4e00\u4e9b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\u6bd4\u8f83\u5c0f\u7684\u6587\u4ef6\u5939\u4e4b\u4e0b\u7684\u8bdd\uff0cAI\u81ea\u52a8\u63d0\u4ea4PR\uff08\u62c9\u53d6\u8bf7\u6c42\uff09\uff0c\u5de5\u7a0b\u5e08\u7b80\u5355\u6279\u51c6\u5373\u53ef\u53d1\u5e03\u3002<strong>\u73b0\u572850%\u4ee5\u4e0a\u7684\u95ee\u9898\u662f\u901a\u8fc7auto-fixing\u5b8c\u6210\u7684\u3002<\/strong><\/p>\n<h2><strong>03 <\/strong>\u67b6\u6784\u5e08\uff1aHarness\u4e2d\u7684\u6838\u5fc3\u89d2\u8272<\/h2>\n<p>\u6cd3\u541b\uff1a\u56e0\u4e3a\u6211\u4e0d\u592a\u61c2\u5199\u4ee3\u7801\uff0c\u53ea\u80fd\u7528\u5199\u6587\u7ae0\u505a\u6bd4\u55bb\u3002\u5047\u8bbe\u6211\u662f\u5728\u6539\u4e00\u7bc7\u7a3f\u5b50\uff0c\u5373\u4f7f\u5b83\u53ea\u51fa\u73b0\u4e86\u4e00\u4e2a\u5c0f\u9519\u8bef\uff0c\u6211\u53ef\u80fd\u9700\u8981\u628a\u6574\u4e2a\u7a3f\u5b50\u770b\u4e00\u904d\uff0c\u90a3\u8fd9\u4e2a\u65f6\u95f4\u8ddf\u6211\u81ea\u5df1\u91cd\u65b0\u5199\uff0c\u82b1\u7684\u65f6\u95f4\u662f\u5dee\u4e0d\u591a\u7684\u3002\u5982\u679cAgent\u5e2e\u4f60\u642d\u4e86\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u6280\u672f\u6846\u67b6\uff0c\u4f46\u5728\u57fa\u7840\u5c42\u51fa\u4e86\u5927\u9519\u8bef\uff0c\u9700\u8981\u5de5\u7a0b\u5e08\u89e3\u51b3\uff0c\u5de5\u7a0b\u5e08\u662f\u4e0d\u662f\u5f97\u628a\u6574\u4e2a\u7cfb\u7edf\u91cd\u65b0\u5b66\u4e00\u904d\uff1f<\/p>\n<p>Peter\uff1a\u6211\u89c9\u5f97\u8fd9\u4e2a\u95ee\u9898\u5f88\u597d\u3002\u5728\u4e4b\u524d\u7684\u6211\u7684\u6587\u7ae0\u4e2d\uff0c\u6211\u4e5f\u8ba8\u8bba\u4e86\u5728AI\u73af\u5883\u4e4b\u4e0b\u7684\u5de5\u7a0b\u56e2\u961f\u53ef\u80fd\u5206\u4e3a\u4e24\u79cd\u4eba\uff1a\u4e00\u79cd\u662farchitect\uff08\u67b6\u6784\u5e08\uff09\uff0c\u4e00\u79cd\u662foperator\uff08\u64cd\u4f5c\u8005\uff09\u3002<strong>\u67b6\u6784\u5e08\u5728\u6574\u4e2a\u8fd9\u4e2a\u7cfb\u7edf\u642d\u5efa\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/strong>\u6bd4\u5982\u8bf4\u5728\u642d\u5efa\u6574\u4e2aCreao\u7684\u7cfb\u7edf\u8fc7\u7a0b\u4e4b\u4e2d\uff0c\u6574\u4e2aAgent\u7684\u67b6\u6784\u662f\u4ec0\u4e48\u6837\u5b50\uff0c\u6bd4\u5982\u8bf4sandbox\uff08\u6c99\u7bb1\uff09\u548chost\uff08\u5bbf\u4e3b\uff09\u4e4b\u95f4\u662f\u600e\u4e48\u4ea4\u4e92\u7684\uff0c\u8fd8\u662f\u7531\u67b6\u6784\u5e08\u6765\u51b3\u5b9a\u7684\u3002<\/p>\n<p>\u5982\u679c\u8bf4Agent\u76f4\u63a5\u901a\u8fc7AI coding\u6216\u8005vibe 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href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%9b%e4%b8%9a\" title=\"View all posts in \u521b\u4e1a\" target=\"_blank\" class=\"tag_link\">\u521b\u4e1a<\/a>\u8005\u6216\u8005\u4e2a\u4eba\uff0c\u8fd8\u662f\u666e\u901a\u7684\u5927\u4f17\uff1f<\/p>\n<p>Kai\uff1a\u90fd\u4f1a\u6709\u3002\u4f46\u6211\u4eec\u771f\u6b63\u7684\u76ee\u6807\uff0c\u8fd8\u662f\u90a3\u4e9b\u6240\u8c13\u7684SMB\uff08Small to Medium 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class=\"tag_link\">\u5730\u4ea7<\/a>\u751f\u4e00\u4e2a\u5e02\u573a\u5185\u5bb9\u3002<\/p>\n<p>Kai\uff1a\u4eba\u7684\u4ef7\u503c\u5982\u679c\u4ece\u771f\u7684\u5f88\u957f\u8fdc\u6765\u770b\uff0c\u5c31\u8ddf\u6211\u4eec\u6280\u672f\u53d1\u5c55\u6574\u4e2a\u8fc7\u7a0b\u4e00\u6837\uff0c\u786e\u5b9a\u6280\u672f\u53d1\u5c55\u65b9\u5411\u6c38\u8fdc\u662f\u4eba\u7684\u9700\u6c42\u548c\u8fd9\u4e2a\u793e\u4f1a\u7684\u9700\u6c42\u3002\u53ea\u8981\u4eba\u8fd9\u4e2a\u7269\u79cd\u8fd8\u5b58\u5728\uff0c\u4eba\u5b9a\u4e49\u9700\u6c42\u7684\u65b9\u5411\u548c\u5ba1\u6838\u6700\u7ec8\u7ed3\u679c\u7684\u4ef7\u503c\u662f\u65e0\u6cd5\u88ab\u53d6\u4ee3\u7684\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587 | \u7845\u8c37101 &ldquo;Harness Engineering&rdquo;\uff08\u633d\u5177\u5de5\u7a0b\uff09\u6b63\u5728\u6210\u4e3a\u7845\u8c37 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,158,19,157,352,192],"views":21,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/786723"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=786723"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/786723\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=786723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=786723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=786723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}