{"id":2147,"date":"2026-08-17T00:38:24","date_gmt":"2026-08-17T08:38:24","guid":{"rendered":"https:\/\/51ai.website\/?p=2147"},"modified":"2026-08-17T00:38:30","modified_gmt":"2026-08-17T08:38:30","slug":"harness-engineering-guide","status":"publish","type":"post","link":"https:\/\/51ai.website\/en\/recommend\/harness-engineering-guide\/","title":{"rendered":"Harness Engineering \u662f\u4ec0\u4e48\uff1f\u4ece Prompt \u5230 Agent \u751f\u4ea7\u7ea7\u843d\u5730\u7684\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=Harness+Engineering&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">Harness Engineering<\/a>\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09<\/strong>\u662f\u56f4\u7ed5&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=AI+%E6%99%BA%E8%83%BD%E4%BD%93&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">AI \u667a\u80fd\u4f53<\/a>\u8bbe\u8ba1\u548c\u6784\u5efa<strong>\u7ea6\u675f\u673a\u5236\u3001\u53cd\u9988\u56de\u8def\u3001\u5de5\u4f5c\u6d41\u63a7\u5236\u548c\u6301\u7eed\u6539\u8fdb\u5faa\u73af<\/strong>\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%B3%BB%E7%BB%9F%E5%B7%A5%E7%A8%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7cfb\u7edf\u5de5\u7a0b<\/a>\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u4f18\u5316\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u4f18\u5316\u6a21\u578b\u8fd0\u884c\u7684\u73af\u5883\u3002\u6838\u5fc3\u54f2\u5b66\u516b\u4e2a\u5b57\uff1a<strong>\u4eba\u7c7b\u638c\u8235\uff0c\u667a\u80fd\u4f53\u6267\u884c\uff08Human Steer, Agent Execute\uff09<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Harness\u4e00\u8bcd\u6765\u81ea\u9a6c\u5177\u2014\u2014\u7f30\u7ef3\u3001\u9a6c\u978d\u3001\u56bc\u5b50\u2014\u2014\u8fd9\u662f\u4e00\u5957\u5f15\u5bfc\u5f3a\u5927\u4f46\u4e0d\u53ef\u9884\u6d4b\u7684\u52a8\u7269\u7684\u5b8c\u6574\u88c5\u5907\u3002<strong>harness\u5de5\u7a0b\u4e0d\u662f\u53bb\u524a\u5f31 AI \u7684\u80fd\u529b\uff0c\u800c\u662f\u4e3a\u5b83\u6253\u9020\u4e00\u5957\u9ec4\u91d1\u7f30\u7ef3\uff0c\u8ba9\u5b83\u8dd1\u5f97\u53c8\u5feb\u53c8\u7a33\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Harness Engineering\u662f\u4e00\u95e8\u8bbe\u8ba1\u548c\u7ef4\u62a4<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%8E%A7%E5%88%B6%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u63a7\u5236\u7cfb\u7edf<\/a>\uff0c\u4ee5\u89c4\u8303AI Agent\u5982\u4f55\u611f\u77e5\u73af\u5883\u3001\u9009\u62e9\u884c\u52a8\u53ca\u9a8c\u8bc1\u8f93\u51fa\u7684\u5b66\u79d1\u3002\u5b83\u4e0e\u5355\u7eaf\u7684\u63d0\u793a\u5de5\u7a0b\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=Prompt+Engineering&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">Prompt Engineering<\/a>\uff09\u548c\u6a21\u578b\u9009\u62e9\u6709\u672c\u8d28\u533a\u522b\uff0c\u4e24\u8005\u5171\u540c\u4f5c\u7528\uff0c\u624d\u80fd\u6784\u5efa\u771f\u6b63\u7684\u667a\u80fd\u4f53\uff1aAgent = Model + Harness\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"991\" height=\"502\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-3fb495b1f4e10c625be48011ba8e0e8b_1440w.jpg\" alt=\"\" class=\"wp-image-2154\" style=\"width:991px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-3fb495b1f4e10c625be48011ba8e0e8b_1440w.jpg 991w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-3fb495b1f4e10c625be48011ba8e0e8b_1440w-300x152.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-3fb495b1f4e10c625be48011ba8e0e8b_1440w-768x389.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-3fb495b1f4e10c625be48011ba8e0e8b_1440w-18x9.jpg 18w\" sizes=\"auto, (max-width: 991px) 100vw, 991px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8eAgent\u57fa\u7840\u8bbe\u65bd\uff0c\u6a21\u578b\u8d28\u91cf\u5df2\u6210\u4e3a\u57fa\u672c\u95e8\u69db\uff0c\u800cHarness\u624d\u662f\u771f\u6b63\u7684\u5dee\u5f02\u5316\u56e0\u7d20\u3002\u968f\u540eMartin Fowler\u5f15\u5165\u4e86\u201cGuides\uff08\u5f15\u5bfc\uff09\u201d\u548c\u201cSensors\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%BC%A0%E6%84%9F%E5%99%A8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4f20\u611f\u5668<\/a>\uff09\u201d\u7684\u5206\u7c7b\u6cd5\uff0c\u5c06Harness\u7ec4\u4ef6\u6807\u51c6\u5316\u4e3a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%89%8D%E9%A6%88%E6%8E%A7%E5%88%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u524d\u9988\u63a7\u5236<\/a>\u548c\u53cd\u9988\u63a7\u5236\u4e24\u7c7b\uff0c\u5e76\u8fc5\u901f\u6210\u4e3a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A1%8C%E4%B8%9A%E6%A0%87%E5%87%86&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u884c\u4e1a\u6807\u51c6<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6280\u672f\u67b6\u6784\u4e2d\uff0cHarness\u4e0d\u4ec5\u4ec5\u662f\u4ee3\u7801\u6216\u7f16\u6392\u903b\u8f91\uff0c\u5b83\u662f\u4e00\u4e2a\u5305\u542b\u5f15\u5bfc\uff08System Prompts\u3001AGENTS.md\u6587\u4ef6\uff09\u3001\u4f20\u611f\u5668\uff08Evals\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%AA%8C%E8%AF%81%E5%BE%AA%E7%8E%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u9a8c\u8bc1\u5faa\u73af<\/a>\uff09\u4ee5\u53ca\u6570\u636e\u4e0a\u4e0b\u6587\u5c42\uff08Data Context Layer\uff09\u7684\u5b8c\u6574\u63a7\u5236\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5b83\u89e3\u51b3\u4e8680%\u7684Agent\u9879\u76ee\u65e0\u6cd5\u6295\u5165\u751f\u4ea7\u7684\u96be\u9898\uff0c\u5c06\u539f\u672c\u4e0d\u53ef\u9760\u7684\u6a21\u578b\u8f93\u51fa\u8f6c\u5316\u4e3a\u53ef\u751f\u4ea7\u7ea7\u522b\u7684\u884c\u4e3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1130\" height=\"955\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w.jpg\" alt=\"\" class=\"wp-image-2153\" style=\"width:1130px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w.jpg 1130w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w-300x254.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w-1024x865.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w-768x649.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-de3cd4eff731b36aae821737fa60514c_1440w-14x12.jpg 14w\" sizes=\"auto, (max-width: 1130px) 100vw, 1130px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Harness Engineering<\/strong>&nbsp;\u6b63\u5728\u6210\u4e3a AI Agent \u5f00\u53d1\u5708\u7684\u9ad8\u9891\u8bcd\u3002\u5b83\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a<strong>\u51b3\u5b9a Agent \u8fd0\u884c\u7684\u5929\u82b1\u677f\uff0c\u5230\u5e95\u5728\u54ea\u91cc\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u8fd9\u7bc7\u6587\u7ae0\u5c31\u6765\u7cfb\u7edf\u68b3\u7406 Harness Engineering \u7684\u6838\u5fc3\u6982\u5ff5\u548c\u5de5\u7a0b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Harness \u5230\u5e95\u662f\u4ec0\u4e48<\/strong>\uff1f<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48\u74f6\u9888\u4e0d\u5728\u6a21\u578b\u800c\u5728 Harness<\/strong>\uff1f<\/li>\n\n\n\n<li><strong>Harness \u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%88%86%E5%B1%82%E8%AE%BE%E8%AE%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5206\u5c42\u8bbe\u8ba1<\/a>\u5982\u4f55\u8ba9 Agent \u7a33\u5b9a\u53ef\u63a7\uff1f<\/strong><\/li>\n\n\n\n<li><strong>\u4ece\u96f6\u642d\u5efa Harness \u7684\u884c\u52a8\u6e05\u5355<\/strong>\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Harness \u6838\u5fc3\u6982\u5ff5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Harness \u5230\u5e95\u662f\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\u8bdd\uff1a<strong>Agent = Model + Harness\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Harness Engineering \u4e0d\u662f\u67d0\u4e00\u5bb6\u516c\u53f8\u7684\u65b9\u6848\uff0c\u800c\u662f\u6574\u4e2a\u884c\u4e1a\u6b63\u5728\u7ecf\u5386\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%8C%83%E5%BC%8F%E8%BD%AC%E7%A7%BB&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8303\u5f0f\u8f6c\u79fb<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Harness \u5c31\u662f\u5927\u6a21\u578b\u4e4b\u5916\u7684\u4e00\u5207<\/strong>\u2014\u2014\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u8c03\u7528\u3001\u6587\u4ef6\u7cfb\u7edf\u3001\u6c99\u7bb1\u73af\u5883\u3001\u7f16\u6392\u903b\u8f91\u3001\u94a9\u5b50<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%B8%AD%E9%97%B4%E4%BB%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4e2d\u95f4\u4ef6<\/a>\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=%E5%8F%8D%E9%A6%88%E5%9B%9E%E8%B7%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u53cd\u9988\u56de\u8def<\/a>\u3001\u7ea6\u675f\u673a\u5236\u3002\u5927\u6a21\u578b\u672c\u8eab\u53ea\u662f\u80fd\u529b\u7684\u5f15\u64ce\uff0c\u53ea\u6709\u901a\u8fc7 Harness \u628a\u72b6\u6001\u3001\u5de5\u5177\u3001\u53cd\u9988\u548c\u7ea6\u675f\u4e32\u8d77\u6765\uff0c\u5b83\u624d\u771f\u6b63\u53d8\u6210\u4e00\u4e2a Agent\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6253\u4e2a\u6bd4\u65b9\uff1a\u5927\u6a21\u578b\u662f CPU\uff0cHarness \u662f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u64cd\u4f5c\u7cfb\u7edf<\/a>\u3002CPU \u518d\u5f3a\uff0cOS \u62c9\u80ef\u4e5f\u767d\u642d\u3002\u4f60\u4e70\u4e86\u6700\u65b0\u6b3e \u82af\u7247\uff0c\u88c5\u4e86\u4e2a\u5d29\u6e83\u4e0d\u65ad\u7684\u7cfb\u7edf\uff0c\u4f53\u9a8c\u8fd8\u4e0d\u5982\u8001\u82af\u7247\u914d\u7a33\u5b9a\u7684 OS\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"927\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w.jpg\" alt=\"\" class=\"wp-image-2152\" style=\"width:1460px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w-300x193.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w-1024x659.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w-768x494.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45e376ea2a262cd1b5d794238256d2c4_1440w-18x12.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u9700\u8981Harness<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u5de5\u7a0b\u8303\u5f0f\u7ecf\u5386\u4e86\u4e09\u6b21\u8dc3\u8fc1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u7406\u89e3\u9a7e\u9a6d\u5de5\u7a0b\u4e3a\u4f55\u91cd\u8981\uff0c\u9700\u8981\u5148\u770b\u6e05\u695a\u667a\u80fd\u4f53\u662f\u600e\u4e48\u4e00\u6b65\u6b65\u8d70\u5230\u73b0\u5728\u7684\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prompt Engineering \u2014\u2014\u00a0<strong>\u5bf9\u5927\u6a21\u578b\u7684\u6307\u4ee4\/\u6280\u5de7<\/strong><\/li>\n\n\n\n<li>Context Engineering \u2014\u2014\u00a0<strong>\u7ed9\u5927\u6a21\u578b\u770b\u7684\u5730\u56fe<\/strong><\/li>\n\n\n\n<li>Harness Engineering \u2014\u2014\u00a0<strong>\u6574\u4e2a\u8fd0\u884c\u7cfb\u7edf\u548c\u73af\u5883\u53ca\u7ea6\u675f<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"351\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w.jpg\" alt=\"\" class=\"wp-image-2156\" style=\"width:1563px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w-300x73.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w-1024x250.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w-768x187.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-084b6aeb62ad4a8d0d58b4f4cfa7381f_1440w-18x4.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"293\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w.jpg\" alt=\"\" class=\"wp-image-2155\" style=\"width:1598px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w-300x61.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w-1024x208.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w-768x156.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-1e581e689ac025bfded8c6e45fd83078_1440w-18x4.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"354\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w.jpg\" alt=\"\" class=\"wp-image-2157\" style=\"width:1713px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w-300x74.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w-1024x252.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w-768x189.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-5885a72653998902cfaa67d8b0a1bf05_1440w-18x4.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1275\" height=\"589\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w.jpg\" alt=\"\" class=\"wp-image-2158\" style=\"width:1275px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w.jpg 1275w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w-300x139.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w-1024x473.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w-768x355.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-746ad7e4eb7c0fc46aec88f88c471975_1440w-18x8.jpg 18w\" sizes=\"auto, (max-width: 1275px) 100vw, 1275px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Agent \u5e38\u89c1<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%B1%E8%B4%A5%E6%A8%A1%E5%BC%8F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5931\u8d25\u6a21\u5f0f<\/a><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e1a\u754cai\u5de5\u7a0b\u5e08\u4eec\u5728\u957f\u65f6\u95f4\u8fd0\u884c Agent \u7684\u8fc7\u7a0b\u4e2d\uff0c\u603b\u7ed3\u4e86\u4e09\u79cd\u5178\u578b\u7684\u7ffb\u8f66\u59ff\u52bf\uff0c\u6b63\u662f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=harness%E5%B7%A5%E7%A8%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">harness\u5de5\u7a0b<\/a>\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u667a\u80fd\u4f53\u8fd8\u6709\u4e00\u4e2a\u9ad8\u98ce\u9669\u7279\u6027\uff1a<strong>\u5b83\u975e\u5e38\u64c5\u957f\u6a21\u5f0f\u590d\u5236\uff08\u4e0a\u4e0b\u6587\u7684\u9505\uff09<\/strong>\u3002<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%BB%A3%E7%A0%81%E5%BA%93&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4ee3\u7801\u5e93<\/a>\u91cc\u6709\u4ec0\u4e48\u6a21\u5f0f\uff0c\u5b83\u5c31\u4e00\u5473\u5730\u590d\u5236\u5e76\u53ef\u80fd\u653e\u5927\u95ee\u9898\u2014\u2014\u5305\u62ec\u574f\u6a21\u5f0f\u7684\u8513\u5ef6\u548c\u67b6\u6784\u6f02\u79fb\uff0c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%AB%98%E5%8D%B1%E6%93%8D%E4%BD%9C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u9ad8\u5371\u64cd\u4f5c<\/a>\u7684\u89e6\u53d1\u3002\u8fd9\u610f\u5473\u7740\u4e0d\u52a0\u7ea6\u675f\u7684 Agent \u4f1a\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\u79ef\u7d2f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%8A%80%E6%9C%AF%E5%80%BA%E5%8A%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6280\u672f\u503a\u52a1<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"681\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w.jpg\" alt=\"\" class=\"wp-image-2159\" style=\"width:1944px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w-300x142.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w-1024x484.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w-768x363.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-a19073e935588c149da6af30d9213526_1440w-18x9.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Harness \u4e0e\u4f20\u7edf\u6846\u67b6\u7684\u5173\u7cfb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Harness \u4e0d\u662f SDK\u3001\u811a\u624b\u67b6\u6216 Agent \u6846\u67b6\u7684\u66ff\u4ee3\u54c1\uff0c\u800c\u662f<strong>\u4f4d\u4e8e\u5b83\u4eec\u4e4b\u4e0a\u7684\u4e00\u5c42<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u6846\u67b6\u89e3\u51b3\u7684\u662f<strong>\u5982\u4f55\u6784\u5efa AI \u667a\u80fd\u4f53<\/strong>\uff0c\u800charness\u5c42\u89e3\u51b3\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u95ee\u9898\uff1a<strong>\u667a\u80fd\u4f53\u5982\u4f55\u53ef\u9760\u5730\u8fd0\u884c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u6a21\u578b\u6b63\u5728\u9010\u6e10\u5438\u6536\u6846\u67b6\u7ea6 80% \u7684\u529f\u80fd\uff08\u667a\u80fd\u4f53\u5b9a\u4e49\u3001\u6d88\u606f\u8def\u7531\u3001\u4efb\u52a1\u751f\u547d\u5468\u671f\u2026\u2026\uff09\uff0c\u4f46\u5269\u4f59 20%\u2014\u2014<strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%8C%81%E4%B9%85%E5%8C%96&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6301\u4e45\u5316<\/a>\u3001\u786e\u5b9a\u6027\u91cd\u653e\u3001\u6210\u672c\u63a7\u5236\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u9519\u8bef\u6062\u590d<\/strong>\u2014\u2014\u6b63\u662f\u9a7e\u9a6d\u5c42\u5b58\u5728\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1413\" height=\"551\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w.jpg\" alt=\"\" class=\"wp-image-2160\" style=\"width:1413px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w.jpg 1413w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w-300x117.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w-1024x399.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w-768x299.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-175bcacdfa9833465c5759ddec91c3e2_1440w-18x7.jpg 18w\" sizes=\"auto, (max-width: 1413px) 100vw, 1413px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Harness \u548c Prompt\/Context Engineering \u662f\u4ec0\u4e48\u5173\u7cfb\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u8005\u4e0d\u662f\u5e76\u5217\u5173\u7cfb\uff0c\u800c\u662f\u5d4c\u5957\u5173\u7cfb\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c<strong>\u6bcf\u4e00\u5c42\u89e3\u51b3\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u95ee\u9898<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1330\" height=\"975\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w.jpg\" alt=\"\" class=\"wp-image-2161\" style=\"width:1330px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w.jpg 1330w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w-300x220.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w-1024x751.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w-768x563.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8df6d7962bd371f5ab480581dcd83434_1440w-16x12.jpg 16w\" sizes=\"auto, (max-width: 1330px) 100vw, 1330px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5c42\u7ea7<\/th><th>\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898<\/th><th>\u5173\u6ce8\u70b9<\/th><th>\u5178\u578b\u5de5\u4f5c<\/th><\/tr><tr><td>Prompt Engineering<\/td><td>\u8868\u8fbe\u2014\u2014\u600e\u4e48\u5199\u597d\u6307\u4ee4<\/td><td>\u5851\u9020\u5c40\u90e8<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%A6%82%E7%8E%87%E7%A9%BA%E9%97%B4&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6982\u7387\u7a7a\u95f4<\/a>\uff0c\u8ba9\u6a21\u578b\u542c\u61c2\u610f\u56fe<\/td><td>\u7cfb\u7edf\u63d0\u793a\u8bcd\u8bbe\u8ba1\u3001Few-shot \u793a\u4f8b\u3001\u601d\u7ef4\u94fe\u5f15\u5bfc<\/td><\/tr><tr><td>Context Engineering<\/td><td>\u4fe1\u606f\u2014\u2014\u7ed9 Agent \u770b\u4ec0\u4e48<\/td><td>\u786e\u4fdd\u6a21\u578b\u5728\u5408\u9002\u7684\u65f6\u673a\u62ff\u5230\u6b63\u786e\u4e14\u5fc5\u8981\u7684\u4e8b\u5b9e\u4fe1\u606f<\/td><td>\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001RAG\u3001\u8bb0\u5fc6\u6ce8\u5165\u3001Token \u4f18\u5316<\/td><\/tr><tr><td>Harness Engineering<\/td><td>\u6267\u884c\u2014\u2014\u6574\u4e2a\u7cfb\u7edf\u600e\u4e48\u9632\u5d29\u3001\u600e\u4e48\u91cf\u5316\u3001\u600e\u4e48\u6301\u7eed\u8fd0\u8f6c<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%95%BF%E9%93%BE%E8%B7%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u957f\u94fe\u8def<\/a>\u4efb\u52a1\u4e2d\u7684\u6301\u7eed\u6b63\u786e\u3001\u504f\u5dee\u7ea0\u6b63\u3001\u6545\u969c\u6062\u590d<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=%E6%96%87%E4%BB%B6%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6587\u4ef6\u7cfb\u7edf<\/a>\u3001\u6c99\u7bb1\u3001\u7ea6\u675f\u6267\u884c\u3001\u71b5\u7ba1\u7406\u3001\u53cd\u9988\u56de\u8def<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u4efb\u52a1\u91cc\uff0c\u63d0\u793a\u8bcd\u6700\u91cd\u8981\u2014\u2014\u4f60\u628a\u8bdd\u8bf4\u6e05\u695a\u5c31\u884c\uff1b\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u7684\u4efb\u52a1\u91cc\uff0c\u4e0a\u4e0b\u6587\u5f88\u5173\u952e\u2014\u2014\u4f60\u5f97\u628a\u6b63\u786e\u7684\u4fe1\u606f\u5582\u8fdb\u53bb\uff1b\u4f46\u5728\u957f\u94fe\u8def\u3001\u53ef\u6267\u884c\u3001\u4f4e\u5bb9\u9519\u7684\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u91cc\uff0cHarness \u624d\u662f\u51b3\u5b9a\u6210\u8d25\u7684\u4e1c\u897f\u3002\u4e00\u7ebf\u56e2\u961f\u7684\u91cd\u5fc3\u90fd\u653e\u5728\u4e86 Harness \u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"968\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w.jpg\" alt=\"\" class=\"wp-image-2162\" style=\"width:1607px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w-300x202.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w-1024x688.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w-768x516.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-dfa3985765bf887ed70cd8ec9cd4b60b_1440w-18x12.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Harness \u5305\u542b\u54ea\u4e9b\u7ec4\u4ef6\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7406\u89e3 Harness \u7684\u6700\u597d\u65b9\u5f0f\uff0c\u4e0d\u662f\u76f4\u63a5\u770b\u5b83\u5305\u542b\u4ec0\u4e48\uff0c\u800c\u662f\u770b\u5927\u6a21\u578b\u505a\u4e0d\u5230\u4ec0\u4e48\u3002\u4e0d\u7ba1\u5927\u6a21\u578b\u770b\u8d77\u6765\u591a\u80fd\u5e72\uff0c\u672c\u8d28\u5c31\u662f\u4e00\u4e2a\u6587\u672c\uff08\u6216\u56fe\u50cf\u3001\u97f3\u9891\uff09\u8fdb\u3001\u6587\u672c\u51fa\u7684\u51fd\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u6a21\u578b\u505a\u4e0d\u5230\u7684\uff0c\u5c31\u662f Harness \u8981\u8865\u7684\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u505a\u4e0d\u5230<\/th><th>Harness \u600e\u4e48\u8865<\/th><th>\u6838\u5fc3\u7ec4\u4ef6<\/th><\/tr><tr><td>\u8bb0\u4f4f\u591a\u8f6e\u5bf9\u8bdd\u5386\u53f2<\/td><td>\u7ef4\u62a4\u5bf9\u8bdd\u5386\u53f2\uff0c\u6bcf\u6b21\u8bf7\u6c42\u65f6\u62fc\u8fdb\u4e0a\u4e0b\u6587<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8bb0\u5fc6\u7cfb\u7edf<\/a><\/td><\/tr><tr><td>\u6267\u884c\u4ee3\u7801\u3001\u8dd1\u547d\u4ee4<\/td><td>\u63d0\u4f9b Bash + \u4ee3\u7801\u6267\u884c\u73af\u5883<\/td><td>\u901a\u7528<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=%E6%89%A7%E8%A1%8C%E7%8E%AF%E5%A2%83&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6267\u884c\u73af\u5883<\/a><\/td><\/tr><tr><td>\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\uff08\u65b0\u5e93\u7248\u672c\u3001API \u53d8\u5316\uff09<\/td><td>Web Search\u3001MCP \u5de5\u5177<\/td><td>\u5916\u90e8\u77e5\u8bc6\u83b7\u53d6<\/td><\/tr><tr><td>\u64cd\u4f5c\u6587\u4ef6\u548c\u73af\u5883<\/td><td>\u6587\u4ef6\u7cfb\u7edf\u62bd\u8c61 + Git&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7248\u672c\u63a7\u5236<\/a><\/td><td>\u6587\u4ef6\u7cfb\u7edf<\/td><\/tr><tr><td>\u77e5\u9053\u81ea\u5df1\u505a\u5bf9\u4e86\u6ca1\u6709<\/td><td>\u6c99\u7bb1\u73af\u5883 + \u6d4b\u8bd5\u5de5\u5177 + \u6d4f\u89c8\u5668<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%87%AA%E5%8A%A8%E5%8C%96&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u81ea\u52a8\u5316<\/a><\/td><td>\u9a8c\u8bc1\u95ed\u73af<\/td><\/tr><tr><td>\u5728\u957f\u4efb\u52a1\u4e2d\u4fdd\u6301\u8fde\u8d2f<\/td><td>\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u8bb0\u5fc6\u6587\u4ef6\u3001\u8fdb\u5ea6\u8ffd\u8e2a<\/td><td>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u8fd9\u4e9b\u201c\u5927\u6a21\u578b\u505a\u4e0d\u4e86\u4f46\u4f60\u5e0c\u671b Agent \u80fd\u505a\u5230\u201d\u7684\u4e8b\u60c5\u4e00\u4e2a\u4e2a\u8865\u4e0a\uff0c\u5c31\u5f97\u5230\u4e86 Harness \u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u53ef\u4ee5 \u628a\u8fd9\u4ef6\u5185\u5bb9\u62c6\u89e3\u4e3a\u4e94\u4e2a\u5b50\u7eac\u5ea6\uff1a\u6587\u4ef6\u7cfb\u7edf\uff08\u6301\u4e45\u5316\uff09\u3001Bash \u6267\u884c\uff08\u901a\u7528\u5de5\u5177\uff09\u3001\u6c99\u7bb1\u73af\u5883\uff08\u5b89\u5168\u9694\u79bb\uff09\u3001\u8bb0\u5fc6\u673a\u5236\uff08\u8de8\u4f1a\u8bdd\u79ef\u7d2f\uff09\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\uff08\u5bf9\u6297\u8870\u51cf\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Harness \u7684\u56db\u5927\u62a4\u680f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7efc\u5408 OpenAI\u3001Anthropic\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=LangChain&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">LangChain<\/a>&nbsp;\u548c Martin Fowler \u7684\u5b9e\u8df5\uff0cHarness \u53ef\u4ee5\u5f52\u7eb3\u4e3a\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff0c\u5373\u56db\u9053&#8221;\u62a4\u680f&#8221;\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"528\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w.jpg\" alt=\"\" class=\"wp-image-2163\" style=\"width:1804px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w-300x110.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w-1024x375.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w-768x282.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-8f671dfbc9ebb2ab83d826d578cdad0f_1440w-18x7.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u62a4\u680f\u4e00\uff1a\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09\u2014\u2014\u65b0\u5458\u5de5\u624b\u518c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u50cf\u7ed9\u65b0\u5458\u5de5\u4e00\u672c\u8be6\u7ec6\u7684\u5de5\u4f5c\u624b\u518c\uff0c<strong>AGENTS.md<\/strong>&nbsp;\u662f AI \u667a\u80fd\u4f53\u8fdb\u5165\u4ee3\u7801\u4ed3\u5e93\u65f6\u770b\u5230\u7684\u7b2c\u4e00\u4efd\u6307\u5357\u3002\u4f46\u8fd9\u4e0d\u662f\u4e00\u672c\u9759\u6001\u7684 \u53c8\u81ed\u53c8\u957f\u7684\u8bf4\u660e\u4e66\u2014\u2014\u56e0\u4e3a\u4e0a\u4e0b\u6587\u662f\u7a00\u7f3a\u8d44\u6e90\uff0c\u8fc7\u591a\u7684\u6307\u5bfc\u53cd\u800c\u4f1a\u6324\u6389\u4efb\u52a1\u3001\u4ee3\u7801\u548c\u76f8\u5173\u6587\u6863\u7684\u7a7a\u95f4\uff0c\u53d8\u6210\u9648\u65e7\u89c4\u5219\u7684\u575f\u573a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u597d\u7684\u505a\u6cd5\u662f\uff1a\u63d0\u4f9b\u4e00\u4e2a\u7a33\u5b9a\u3001\u5c0f\u5de7\u7684\u5165\u53e3\u70b9\uff0c\u7136\u540e\u6559 Agent \u6839\u636e\u5f53\u524d\u4efb\u52a1\u6309\u9700\u68c0\u7d22\u548c\u62c9\u53d6\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u3002Mitchell Hashimoto \u7684 Ghostty \u9879\u76ee AGENTS.md \u91cc\u6bcf\u4e00\u884c\u90fd\u5bf9\u5e94\u4e00\u4e2a\u5386\u53f2 Agent \u5931\u8d25\u6848\u4f8b\u2014\u2014\u6587\u6863\u662f\u6d3b\u7684\u53cd\u9988\u5faa\u73af\uff0c\u4e0d\u662f\u9759\u6001\u5236\u54c1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u62a4\u680f\u4e8c\uff1a\u67b6\u6784\u7ea6\u675f\uff08Architecture Constraints\uff09\u2014\u2014\u7f30\u7ef3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e25\u683c\u7684\u5c42\u7ea7\u4f9d\u8d56\u5927\u6a21\u578b\uff1a<br><strong>Types \u2192 Config \u2192 Repo \u2192 Service \u2192 Runtime \u2192 UI<\/strong><br>\u4e0b\u5c42\u4e0d\u80fd\u53cd\u5411\u4f9d\u8d56\u4e0a\u5c42\u3002\u6240\u6709\u67b6\u6784\u89c4\u5219\u88ab\u7f16\u7801\u4e3a<strong>\u81ea\u5b9a\u4e49&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=Linter&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">Linter<\/a>&nbsp;\u89c4\u5219<\/strong>\uff0c\u8fdd\u53cd\u5373 CI \u963b\u6b62\u5408\u5e76\u2014\u2014\u65e0\u8bba\u4ee3\u7801\u662f\u4eba\u5199\u7684\u8fd8\u662f AI \u5199\u7684\u3002<br>\u6709\u4e2a\u5173\u952e\u7ec6\u8282\uff1aLinter \u7684\u9519\u8bef\u4fe1\u606f\u672c\u8eab\u4e5f\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3002\u5b83\u4e0d\u53ea\u8bf4\u4f60\u8fdd\u53cd\u4e86\u89c4\u5219 X\uff0c\u800c\u662f\u89e3\u91ca\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u89c4\u5219\u5b58\u5728\u3001\u6b63\u786e\u505a\u6cd5\u662f\u4ec0\u4e48\uff0c\u8fd9\u6837 Agent \u8bfb\u5230\u9519\u8bef\u540e\u5c31\u80fd\u81ea\u6211\u7406\u89e3\u5e76\u4fee\u6b63\uff0c\u4e0d\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u62a4\u680f\u4e09\uff1a\u53cd\u9988\u5faa\u73af\uff08Feedback Loop\uff09\u2014\u2014\u667a\u80fd\u4f53\u5ba1\u667a\u80fd\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u5f00\u53d1\u4e2d\uff0c\u4eba\u7c7b\u5de5\u7a0b\u5e08\u8d1f\u8d23\u4ee3\u7801\u5ba1\u67e5\uff08Code Review\uff09\u3002\u5728\u9a7e\u9a6d\u5de5\u7a0b\u4e2d\uff0c\u8fd9\u4e2a\u5de5\u4f5c\u53d8\u6210\u4e86\u667a\u80fd\u4f53\u5bf9\u667a\u80fd\u4f53\u7684\u65b9\u5f0f\uff1aCodex \u5728\u672c\u5730\u5ba1\u6838\u81ea\u8eab\u66f4\u6539\uff0c\u8bf7\u6c42\u989d\u5916\u5ba1\u67e5\uff0c\u5faa\u73af\u5f80\u590d\u76f4\u5230\u901a\u8fc7\u3002<br><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=3&amp;q=%E5%8F%8D%E9%A6%88%E5%BE%AA%E7%8E%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u53cd\u9988\u5faa\u73af<\/a>\u4e2d\u7684\u94a9\u5b50\u53ef\u4ee5\u8fd0\u884c\u9884\u5b9a\u4e49\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%B5%8B%E8%AF%95%E5%A5%97%E4%BB%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6d4b\u8bd5\u5957\u4ef6<\/a>\uff0c\u5e76\u5728\u5931\u8d25\u65f6\u5e26\u7740\u9519\u8bef\u4fe1\u606f\u5faa\u73af\u56de\u5230\u6a21\u578b\uff0c\u6216\u8005\u63d0\u793a\u6a21\u578b\u72ec\u7acb\u8bc4\u4f30\u5176\u4ee3\u7801\u3002\u5982\u679c AI \u5199\u7684\u6d4b\u8bd5\u7528\u4f8b\u901a\u8fc7\u4e86\u5e26\u6709 Bug \u7684\u4ee3\u7801\uff0cHarness \u5c31\u4f1a\u5224\u5b9a\u6d4b\u8bd5\u65e0\u6548\uff0c\u5f3a\u8feb\u5b83\u91cd\u65b0\u601d\u8003\u6d4b\u8bd5\u8fb9\u754c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u62a4\u680f\u56db\uff1a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=%E7%86%B5%E7%AE%A1%E7%90%86&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u71b5\u7ba1\u7406<\/a>\uff08Entropy Management\uff09\u2014\u2014\u5783\u573e\u56de\u6536<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u8f6f\u4ef6\u7cfb\u7edf\u4f1a\u9010\u6e10\u6df7\u4e71\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%86%B5%E5%A2%9E&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u71b5\u589e<\/a>\uff09\uff0c\u6280\u672f\u503a\u52a1\u4f1a\u79ef\u7d2f\u3002\u53ef\u4ee5\u91c7\u7528\u6301\u7eed\u5c0f\u989d\u507f\u8fd8\u7684\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u7b49\u95ee\u9898\u4e25\u91cd\u65f6\u96c6\u4e2d\u5904\u7406\u2014\u2014\u4ed6\u4eec\u628a\u8fd9\u4e2a\u65b9\u6cd5\u5f62\u8c61\u5730\u79f0\u4e3a<strong>\u5783\u573e\u56de\u6536<\/strong>\uff0c\u5e76\u8ba4\u4e3a\u6280\u672f\u503a\u52a1\u5c31\u50cf<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%AB%98%E6%81%AF%E8%B4%B7%E6%AC%BE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u9ad8\u606f\u8d37\u6b3e<\/a>\u3002<br>\u5177\u4f53\u63aa\u65bd\uff1a\u5b9a\u671f\u8fd0\u884c\u540e\u53f0 Codex \u4efb\u52a1\u626b\u63cf\u504f\u5dee\u3001\u66f4\u65b0<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%B4%A8%E9%87%8F%E7%AD%89%E7%BA%A7&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8d28\u91cf\u7b49\u7ea7<\/a>\u3001\u53d1\u8d77\u9488\u5bf9\u6027\u91cd\u6784 PR\u3002\u6b64\u5916\u8fd8\u6709\u4e00\u4e2a\u4e13\u95e8\u7684&nbsp;<strong>Doc-gardening Agent<\/strong>\uff08\u6587\u6863\u56ed\u4e01\u4ee3\u7406\uff09\uff0c\u5728\u540e\u53f0\u81ea\u52a8\u626b\u63cf\u6587\u6863\u4e0e\u4ee3\u7801\u4e4b\u95f4\u7684\u4e0d\u4e00\u81f4\uff0c\u53d1\u73b0\u8fc7\u65f6\u5185\u5bb9\u5c31\u81ea\u52a8\u63d0\u4ea4 PR \u4fee\u590d\u2014\u2014Agent \u4e3a Agent \u7ef4\u62a4\u6587\u6863\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1405\" height=\"677\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w.jpg\" alt=\"\" class=\"wp-image-2164\" style=\"width:1405px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w.jpg 1405w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w-300x145.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w-1024x493.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w-768x370.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d80f89052986fbef8a2c6a7015f6ff14_1440w-18x9.jpg 18w\" sizes=\"auto, (max-width: 1405px) 100vw, 1405px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Harness \u7684\u516d\u5c42\u4f53\u7cfb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u9762\u5bf9\u7ec4\u4ef6\u7684\u7406\u89e3\u662f\u201c\u7f3a\u4ec0\u4e48\u8865\u4ec0\u4e48\u201d\u7684\u601d\u8def\u3002\u4f46\u5982\u679c\u4ece<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7cfb\u7edf\u8bbe\u8ba1<\/a>\u7684\u89d2\u5ea6\u770b\uff0c\u4e00\u4e2a\u6210\u719f\u7684 Harness \u5176\u5b9e\u6709\u6e05\u6670\u7684\u5c42\u6b21\u7ed3\u6784\u2014\u2014\u516d\u5c42\u4f53\u7cfb\uff0c\u89c9\u5f97\u8fd9\u4e2a\u6846\u67b6\u628a Harness \u7684\u5168\u8c8c\u63cf\u7ed8\u5f97\u6bd4\u8f83\u5b8c\u6574\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1252\" height=\"1586\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w.jpg\" alt=\"\" class=\"wp-image-2165\" style=\"width:1252px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w.jpg 1252w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w-237x300.jpg 237w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w-808x1024.jpg 808w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w-768x973.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w-1213x1536.jpg 1213w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-c95d16467830d0c3602c9a183020125c_1440w-9x12.jpg 9w\" sizes=\"auto, (max-width: 1252px) 100vw, 1252px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5c42\u7ea7<\/th><th>\u540d\u79f0<\/th><th>\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/th><th>\u5173\u952e\u8bbe\u8ba1<\/th><\/tr><tr><td>L1<\/td><td>\u4fe1\u606f\u8fb9\u754c\u5c42<\/td><td>Agent \u8be5\u77e5\u9053\u4ec0\u4e48\u3001\u4e0d\u8be5\u77e5\u9053\u4ec0\u4e48<\/td><td>\u5b9a\u4e49\u89d2\u8272\u4e0e\u76ee\u6807\uff0c\u88c1\u526a\u65e0\u5173\u4fe1\u606f\uff0c\u7ed3\u6784\u5316\u7ec4\u7ec7\u4efb\u52a1\u72b6\u6001<\/td><\/tr><tr><td>L2<\/td><td>\u5de5\u5177\u7cfb\u7edf\u5c42<\/td><td>Agent \u600e\u4e48\u8ddf\u5916\u90e8\u4e16\u754c\u4ea4\u4e92<\/td><td>\u5de5\u5177\u7684\u9009\u62d4\u3001\u8c03\u7528\u65f6\u673a\u3001\u7ed3\u679c\u7684\u63d0\u70bc\u4e0e\u53cd\u9988<\/td><\/tr><tr><td>L3<\/td><td>\u6267\u884c\u7f16\u6392\u5c42<\/td><td>\u591a\u6b65\u9aa4\u4efb\u52a1\u600e\u4e48\u4e32\u8d77\u6765<\/td><td>\u8ba9\u6a21\u578b\u50cf\u4eba\u4e00\u6837\u8d70\u5b8c\u201c\u7406\u89e3\u76ee\u6807\u2192\u5224\u65ad\u4fe1\u606f\u2192\u5206\u6790\u2192\u751f\u6210\u2192\u68c0\u67e5\u201d\u7684\u5b8c\u6574\u8f68\u9053<\/td><\/tr><tr><td>L4<\/td><td>\u8bb0\u5fc6\u4e0e\u72b6\u6001\u5c42<\/td><td>\u957f\u4efb\u52a1\u4e2d\u95f4\u7ed3\u679c\u600e\u4e48\u7ba1<\/td><td>\u72ec\u7acb\u7ba1\u7406\u5f53\u524d\u4efb\u52a1\u72b6\u6001\u3001\u4e2d\u95f4\u4ea7\u7269\u548c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%95%BF%E6%9C%9F%E8%AE%B0%E5%BF%86&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u957f\u671f\u8bb0\u5fc6<\/a>\uff0c\u9632\u6b62\u7cfb\u7edf\u6df7\u4e71<\/td><\/tr><tr><td>L5<\/td><td>\u8bc4\u4f30\u4e0e\u89c2\u6d4b\u5c42<\/td><td>Agent \u600e\u4e48\u77e5\u9053\u81ea\u5df1\u505a\u5bf9\u4e86\u6ca1\u6709<\/td><td>\u5efa\u7acb\u72ec\u7acb\u4e8e\u751f\u6210\u8fc7\u7a0b\u7684\u9a8c\u8bc1\u673a\u5236\uff0c\u8ba9 Agent \u5177\u5907\u201c\u81ea\u77e5\u4e4b\u660e\u201d<\/td><\/tr><tr><td>L6<\/td><td>\u7ea6\u675f\u3001\u6821\u9a8c\u4e0e\u6062\u590d\u5c42<\/td><td>\u51fa\u9519\u4e86\u600e\u4e48\u529e<\/td><td>\u9884\u8bbe\u89c4\u5219\u62e6\u622a\u9519\u8bef\uff0c\u5931\u8d25\u65f6\uff08API \u8d85\u65f6\u3001\u683c\u5f0f\u6df7\u4e71\uff09\u63d0\u4f9b\u91cd\u8bd5\u6216<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%9B%9E%E6%BB%9A%E6%9C%BA%E5%88%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u56de\u6eda\u673a\u5236<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u7c7b\u6bd4\u6210\u7ed9\u4e00\u4e2a\u65b0\u624b\u5458\u5de5\u642d\u5efa\u7684\u5b8c\u6574\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L1 \u662f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%B2%97%E4%BD%8D%E8%AF%B4%E6%98%8E%E4%B9%A6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5c97\u4f4d\u8bf4\u660e\u4e66<\/a>\uff08\u544a\u8bc9 ta \u8be5\u5173\u6ce8\u4ec0\u4e48\uff09\uff0c<\/li>\n\n\n\n<li>L2 \u662f\u529e\u516c\u5de5\u5177\uff08\u7ed9 ta \u7528\u4ec0\u4e48\u5e72\u6d3b\uff09\uff0c<\/li>\n\n\n\n<li>L3 \u662f\u6807\u51c6\u64cd\u4f5c\u6d41\u7a0b\uff08\u6309\u4ec0\u4e48\u6b65\u9aa4\u505a\u4e8b\uff09\uff0c<\/li>\n\n\n\n<li>L4 \u662f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u9879\u76ee\u7ba1\u7406\u7cfb\u7edf<\/a>\u548c\u7b14\u8bb0\u672c\uff08\u600e\u4e48\u8bb0\u4f4f\u505a\u8fc7\u7684\u4e8b\uff09\uff0c<\/li>\n\n\n\n<li>L5 \u662f\u8d28\u68c0\u6d41\u7a0b\uff08\u600e\u4e48\u68c0\u9a8c\u505a\u5bf9\u4e86\u6ca1\u6709\uff09\uff0c<\/li>\n\n\n\n<li>L6 \u662f\u7ea2\u7ebf\u89c4\u5219\u548c\u5e94\u6025\u9884\u6848\uff08\u4ec0\u4e48\u4e8b\u7edd\u5bf9\u4e0d\u80fd\u505a\u3001\u51fa\u4e86\u4e8b\u600e\u4e48\u8865\u6551\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u516d\u5c42\u67b6\u6784\u6700\u5927\u7684\u4ef7\u503c\u5728\u4e8e\u2014\u2014\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u529f\u80fd\u5806\u53e0\uff0c\u800c\u662f\u4e00\u4e2a\u4ece\u201c\u5b9a\u4e49\u8fb9\u754c\u201d\u5230\u201c\u515c\u5e95\u6062\u590d\u201d\u7684\u5b8c\u6574\u95ed\u73af\u3002\u9644\u5f55\u4e2d\u4e00\u7ebf\u56e2\u961f\u7684\u5b9e\u8df5\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff1a\u4ed6\u4eec\u7684\u505a\u6cd5\u90fd\u53ef\u4ee5<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%98%A0%E5%B0%84&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6620\u5c04<\/a>\u5230\u8fd9\u516d\u5c42\u91cc\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6ce8\u610f<\/strong>\uff1a\u4e0d\u8981\u8bd5\u56fe\u4e00\u5f00\u59cb\u5c31\u642d\u9f50\u516d\u5c42\u3002\u4ece L1\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=2&amp;q=%E4%BF%A1%E6%81%AF%E8%BE%B9%E7%95%8C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4fe1\u606f\u8fb9\u754c<\/a>\uff09\u548c L6\uff08\u7ea6\u675f\u4e0e\u6062\u590d\uff09\u5165\u624b\uff0c\u8fd9\u4e24\u5c42\u6295\u5165\u4ea7\u51fa\u6bd4\u6700\u9ad8\u3002L1 \u51b3\u5b9a\u4e86 Agent \u77e5\u9053\u8be5\u5e72\u4ec0\u4e48\uff0cL6 \u51b3\u5b9a\u4e86\u5b83\u641e\u7838\u4e86\u80fd\u4e0d\u80fd\u62c9\u56de\u6765\u3002\u4e2d\u95f4\u7684\u5c42\u6b21\u968f\u7740\u9879\u76ee\u590d\u6742\u5ea6\u589e\u957f\u9010\u6b65\u8865\u9f50\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u667a\u80fd\u4f53\u74f6\u9888\u4e0d\u5728\u6a21\u578b\u800c\u5728 Harness<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u5b9e\u8bdd\uff0c\u7b2c\u4e00\u6b21\u770b\u5230\u8fd9\u4e2a\u7ed3\u8bba\u7684\u65f6\u5019\u6211\u4e5f\u89c9\u5f97\u53cd\u76f4\u89c9\u2014\u2014\u4e0d\u662f\u5e94\u8be5\u7b49\u66f4\u5f3a\u7684\u6a21\u578b\u51fa\u6765\u5c31\u597d\u4e86\u5417\uff1f\u4f46\u6570\u636e\u786e\u5b9e\u4e0d\u652f\u6301\u8fd9\u4e2a\u60f3\u6cd5\u3002OpenAI\u3001Anthropic\u3001Stripe\u3001LangChain\u3001Can.ac&nbsp;\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%AE%9E%E9%AA%8C%E6%95%B0%E6%8D%AE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5b9e\u9a8c\u6570\u636e<\/a>\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba\uff1a<strong>\u57fa\u7840\u8bbe\u65bd\u624d\u662f\u74f6\u9888\uff0c\u800c\u975e\u667a\u80fd\u6c34\u5e73\u3002<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5e38\u89c1\u8bef\u533a<\/strong>\uff1a\u5f88\u591a\u56e2\u961f\u4e00\u9047\u5230 Agent \u8868\u73b0\u4e0d\u597d\uff0c\u7b2c\u4e00\u53cd\u5e94\u662f\u201c\u6362\u66f4\u5f3a\u7684\u6a21\u578b\u201d\u6216\u201c\u8c03\u6574\u63d0\u793a\u8bcd\u201d\u3002\u4f46&nbsp;Can.ac&nbsp;\u7684\u5b9e\u9a8c\u8bc1\u660e\uff0c\u540c\u4e00\u6a21\u578b\u53ea\u6362\u4e86\u5de5\u5177\u8c03\u7528\u683c\u5f0f\uff0c\u6548\u679c\u5c31\u80fd\u5dee\u5341\u500d\u3002<strong>\u74f6\u9888\u5927\u6982\u7387\u4e0d\u5728\u6a21\u578b\u667a\u80fd\u6c34\u5e73\uff0c\u800c\u5728 Harness \u7684\u57fa\u7840\u8bbe\u65bd\u8d28\u91cf\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">LangChain \u90a3\u8fb9\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e2a\u7ed3\u8bba\uff1a\u4ed6\u4eec\u4f18\u5316\u4e86 Agent \u8fd0\u884c\u73af\u5883\uff08\u6587\u6863\u7ec4\u7ec7\u65b9\u5f0f\u3001\u9a8c\u8bc1\u56de\u8def\u3001\u8ffd\u8e2a\u7cfb\u7edf\uff09\uff0c\u5728 Terminal Bench 2.0 \u4e0a\u4ece\u5168\u7403\u7b2c 30 \u540d\u5347\u5230\u7b2c 5 \u540d\uff0c\u5f97\u5206\u4ece 52.8% \u63d0\u5347\u5230 66.5%\u3002\u6a21\u578b\u6ca1\u6362\uff0cHarness \u6362\u4e86\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u53d1\u73b0<\/strong>\uff1a<br>LangChain \u8fd8\u6307\u51fa\u4e86\u4e00\u4e2a model-harness \u8026\u5408\u95ee\u9898\u2014\u2014\u5f53\u524d\u7684 Agent \u4ea7\u54c1\uff08\u5982 Claude Code\u3001Codex\uff09\u662f\u6a21\u578b\u548c Harness \u4e00\u8d77\u8bad\u7ec3\u7684\uff0c\u8fd9\u5bfc\u81f4\u4e00\u79cd<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%BF%87%E6%8B%9F%E5%90%88&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8fc7\u62df\u5408<\/a>\uff1a<strong>\u6362\u4e86\u5de5\u5177\u903b\u8f91\u540e\u6a21\u578b\u8868\u73b0\u4f1a\u53d8\u5dee<\/strong>\u3002<br>\u4ed6\u4eec\u5728 Terminal Bench 2.0 \u6392\u884c\u699c\u4e0a\u89c2\u5bdf\u5230\uff0cOpus \u5728 Claude Code \u4e2d\u7684 Harness \u4e0b\u7684\u5f97\u5206\uff0c\u8fdc\u4f4e\u4e8e\u5b83\u5728\u5176\u4ed6 Harness \u4e2d\u7684\u5f97\u5206\u3002\u7ed3\u8bba\u662f\uff1a&#8221;the best harness for your task is not necessarily the one a model was post-trained with&#8221;\u2014\u2014\u4e3a\u4f60\u7684\u4efb\u52a1\u9009\u62e9 Harness \u65f6\uff0c\u4e0d\u8981\u88ab\u6a21\u578b\u7684\u9ed8\u8ba4 Harness \u675f\u7f1a\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u83b7\u5f97\u66f4\u9ad8\u7684 AI \u81ea\u4e3b\u6027\uff0c\u8fd0\u884c\u65f6\u5fc5\u987b\u53d7\u5230\u66f4\u4e25\u683c\u7684\u7ea6\u675f\u3002\u589e\u52a0\u4fe1\u4efb\u9700\u8981\u7684\u4e0d\u662f\u66f4\u591a\u81ea\u7531\uff0c\u800c\u662f\u66f4\u591a\u9650\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u50cf\u9ad8\u901f\u516c\u8def\u4e0a\u7684\u62a4\u680f\u2014\u2014\u6b63\u662f\u56e0\u4e3a\u6709\u62a4\u680f\uff0c\u4f60\u624d\u6562\u5f00\u5230\u6700\u5927\u9a6c\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0a\u4e0b\u6587\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Dex Horthy \u89c2\u5bdf\u5230\u4e00\u4e2a\u73b0\u8c61\uff1a168K token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u7528\u5230\u5927\u7ea6 40% \u7684\u65f6\u5019\uff0cAgent \u7684\u8f93\u51fa\u8d28\u91cf\u5c31\u5f00\u59cb\u660e\u663e\u4e0b\u964d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"800\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w.jpg\" alt=\"\" class=\"wp-image-2166\" style=\"width:1689px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w-300x167.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w-1024x569.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w-768x427.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d8e8bf8f94d4e23b8416bf664063094c_1440w-18x10.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u533a\u95f4<\/th><th>\u5360\u6bd4<\/th><th>\u8868\u73b0<\/th><\/tr><tr><td>Smart Zone<\/td><td>0 &#8211; ~40%<\/td><td>\u63a8\u7406\u805a\u7126\u3001\u5de5\u5177\u8c03\u7528\u51c6\u786e\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%BB%A3%E7%A0%81%E8%B4%A8%E9%87%8F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4ee3\u7801\u8d28\u91cf<\/a>\u9ad8<\/td><\/tr><tr><td>Dumb Zone<\/td><td>\u8d85\u8fc7 ~40%<\/td><td>\u5e7b\u89c9\u589e\u591a\u3001\u515c\u5708\u5b50\u3001\u683c\u5f0f\u6df7\u4e71\u3001\u4f4e\u8d28\u91cf\u4ee3\u7801<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u6d41\u7a0b\u662f\u5931\u8d25\u7387<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"688\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w.jpg\" alt=\"\" class=\"wp-image-2167\" style=\"width:1706px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w-300x143.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w-1024x489.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w-768x367.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-d982fd467fd728f21d9ae04e9e1cfcb4_1440w-18x9.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic \u5728\u81ea\u5df1\u7684\u5b9e\u8df5\u4e2d\u4e5f\u78b0\u5230\u4e86\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u4ed6\u4eec\u53eb\u201c\u4e0a\u4e0b\u6587\u7126\u8651\u201d\uff1aSonnet 4.5 \u5728\u4e0a\u4e0b\u6587\u5feb\u586b\u6ee1\u65f6\u4f1a\u53d8\u5f97\u72b9\u8c6b\uff0c\u503e\u5411\u4e8e\u63d0\u524d\u6536\u5de5\u2014\u2014\u54ea\u6015\u4efb\u52a1\u8fd8\u6ca1\u505a\u5b8c\u3002\u5149\u9760\u538b\u7f29\u4e0d\u591f\uff0c\u4ed6\u4eec\u6700\u7ec8\u7684\u505a\u6cd5\u662f\u76f4\u63a5\u6e05\u7a7a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f46\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u4ea4\u63a5\u6587\u6863\u628a\u5173\u952e\u72b6\u6001\u7559\u4e0b\u6765\uff08\u8be6\u89c1\u9644\u5f55\u4e2d Anthropic \u7684 context resets \u7b56\u7565\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u7684\u76ee\u6807\u4e0d\u662f\u7ed9 Agent \u585e\u66f4\u591a\u4fe1\u606f\uff0c\u800c\u662f\u8ba9\u5b83\u5728\u4efb\u4f55\u65f6\u5019\u90fd\u8fd0\u884c\u5728\u5e72\u51c0\u3001\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u91cc\u3002\u4e00\u7ebf\u56e2\u961f\u7684\u5b9e\u8df5\u90fd\u56f4\u7ed5\u7740\u201c\u6e10\u8fdb\u5f0f\u62ab\u9732\u201d\u548c\u201c\u5206\u5c42\u7ba1\u7406\u201d\u5728\u505a\uff0c\u80cc\u540e\u7684\u539f\u56e0\u5c31\u662f\u8fd9\u4e2a 40% \u9608\u503c\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u7a0b\u89c6\u89d2<\/strong>\uff1a\u5728<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%94%9F%E4%BA%A7%E7%8E%AF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u751f\u4ea7\u73af<\/a>\u5883\u4e2d\u76d1\u63a7\u4e0a\u4e0b\u6587\u5229\u7528\u7387\u662f\u7b2c\u4e00\u4f18\u5148\u7ea7\u3002\u5efa\u8bae\u8bbe\u7f6e 40% \u9608\u503c\u544a\u8b66\u2014\u2014\u5f53 Agent \u7684\u4e0a\u4e0b\u6587\u5360\u7528\u8d85\u8fc7\u8fd9\u4e2a\u6bd4\u4f8b\u65f6\uff0c\u5c31\u5e94\u8be5\u89e6\u53d1\u4e0a\u4e0b\u6587\u538b\u7f29\u6216\u4efb\u52a1\u4ea4\u63a5\u3002\u7b49\u5230 Agent \u5df2\u7ecf\u53d8\u8822\u4e86\u518d\u5904\u7406\u5c31\u665a\u4e86\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Harness\u642d\u5efa\u4ece\u54ea\u91cc\u5165\u624b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7efc\u5408\u4e00\u7ebf\u56e2\u961f\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff08\u8be6\u89c1\u9644\u5f55\uff09\uff0c\u68b3\u7406\u4e86\u4e00\u4e2a\u6309\u4f18\u5148\u7ea7\u7684\u884c\u52a8\u8def\u7ebf\u3002\u4f60\u4e0d\u9700\u8981\u4e00\u5f00\u59cb\u5c31\u628a\u6240\u6709\u4e1c\u897f\u90fd\u641e\u9f50\uff0c\u5148\u628a P0 \u505a\u4e86\u6548\u679c\u5c31\u4f1a\u5f88\u660e\u663e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">P0\uff1a\u4e0d\u7528\u72b9\u8c6b\uff0c\u7acb\u5373\u53ef\u4ee5\u505a<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u884c\u52a8<\/th><th>\u4e3a\u4ec0\u4e48<\/th><th>\u53c2\u8003\u5b9e\u8df5<\/th><\/tr><tr><td>\u521b\u5efa AGENTS.md \u5e76\u6301\u7eed\u7ef4\u62a4<\/td><td>Agent \u6bcf\u6b21\u542f\u52a8\u81ea\u52a8\u52a0\u8f7d\uff0c\u72af\u9519\u5c31\u66f4\u65b0\uff0c\u5f62\u6210\u53cd\u9988\u5faa\u73af<\/td><td>Hashimoto \u6bcf\u4e00\u884c\u5bf9\u5e94\u4e00\u4e2a\u5386\u53f2\u5931\u8d25\u6848\u4f8b<\/td><\/tr><tr><td>\u6784\u5efa\u81ea\u5b9a\u4e49 Linter + \u4fee\u590d\u6307\u4ee4<\/td><td>\u9519\u8bef\u6d88\u606f\u91cc\u76f4\u63a5\u544a\u8bc9 Agent \u600e\u4e48\u6539\uff0c\u7ea0\u9519\u7684\u540c\u65f6\u5728\u201c\u6559\u201d<\/td><td>OpenAI \u7684 Linter \u62a5\u9519\u81ea\u5e26\u4fee\u590d\u65b9\u6cd5<\/td><\/tr><tr><td>\u628a\u56e2\u961f\u77e5\u8bc6\u653e\u8fdb\u4ed3\u5e93<\/td><td>\u5199\u5728 Slack\/Wiki\/Docs \u91cc\u7684\u77e5\u8bc6\u5bf9 Agent \u7b49\u4e8e\u4e0d\u5b58\u5728<\/td><td>OpenAI \u4ee5\u4ed3\u5e93\u4e3a\u552f\u4e00\u4e8b\u5b9e\u6e90<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5e38\u89c1\u8bef\u533a<\/strong>\uff1a\u5f88\u591a\u56e2\u961f\u628a&nbsp;<code>AGENTS.md<\/code>&nbsp;\u5f53\u6210\u201c\u8d85\u7ea7 System Prompt\u201d\u6765\u5199\uff0c\u6068\u4e0d\u5f97\u628a\u6240\u6709\u89c4\u5219\u585e\u8fdb\u4e00\u4e2a\u6587\u4ef6\u3002\u7ed3\u679c\u4e0a\u4e0b\u6587\u7a97\u53e3\u88ab\u6491\u7206\uff0cAgent \u53cd\u800c\u66f4\u8822\u4e86\u3002\u6b63\u786e\u505a\u6cd5\u662f\u50cf OpenAI \u4e00\u6837\u2014\u2014<code>AGENTS.md<\/code>&nbsp;\u53ea\u5f53\u76ee\u5f55\u7528\uff08\u7ea6 100 \u884c\uff09\uff0c\u8be6\u7ec6\u89c4\u5219\u653e\u5728\u5b50\u6587\u6863\u4e2d\u6309\u9700\u52a0\u8f7d\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">P1\uff1aP0 \u505a\u5b8c\u4e4b\u540e\uff0c\u53ef\u4ee5\u8003\u8651\u8fd9\u4e9b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u884c\u52a8<\/th><th>\u4e3a\u4ec0\u4e48<\/th><th>\u53c2\u8003\u5b9e\u8df5<\/th><\/tr><tr><td>\u5206\u5c42\u7ba1\u7406\u4e0a\u4e0b\u6587<\/td><td>\u4e0d\u8981\u628a\u6240\u6709\u4e1c\u897f\u585e\u8fdb\u4e00\u4e2a\u6587\u4ef6\uff0c\u6e10\u8fdb\u5f0f\u62ab\u9732<\/td><td>OpenAI AGENTS.md \u5f53\u76ee\u5f55\u7528\uff08\u7ea6 100 \u884c\uff09<\/td><\/tr><tr><td>\u5efa\u7acb\u8fdb\u5ea6\u6587\u4ef6\u548c\u529f\u80fd\u5217\u8868<\/td><td>JSON \u683c\u5f0f\u8ffd\u8e2a\u529f\u80fd\u72b6\u6001\uff0cAgent \u4e0d\u592a\u4f1a\u4e71\u6539<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%BB%93%E6%9E%84%E5%8C%96%E6%95%B0%E6%8D%AE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7ed3\u6784\u5316\u6570\u636e<\/a><\/td><td>Anthropic \u521d\u59cb\u5316 Agent + \u7f16\u7801 Agent \u4e24\u9636\u6bb5<\/td><\/tr><tr><td>\u7ed9 Agent \u7aef\u5230\u7aef\u9a8c\u8bc1\u80fd\u529b<\/td><td>\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u8ba9 Agent \u80fd\u50cf\u7528\u6237\u4e00\u6837\u9a8c\u8bc1\u529f\u80fd<\/td><td>Anthropic \u7528 Playwright\/Puppeteer MCP<\/td><\/tr><tr><td>\u63a7\u5236\u4e0a\u4e0b\u6587\u5229\u7528\u7387<\/td><td>\u5c3d\u91cf\u4e0d\u8d85\u8fc7 40%\uff0c\u589e\u91cf\u6267\u884c<\/td><td>Dex Horthy \u7684 Smart Zone \/ Dumb Zone<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">P2\uff1a\u6709\u4f59\u529b\u518d\u8003\u8651<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u884c\u52a8<\/th><th>\u4e3a\u4ec0\u4e48<\/th><th>\u53c2\u8003\u5b9e\u8df5<\/th><\/tr><tr><td>Agent \u4e13\u4e1a\u5316\u5206\u5de5<\/td><td>\u6bcf\u4e2a Agent \u643a\u5e26\u66f4\u5c11\u65e0\u5173\u4fe1\u606f\uff0c\u7559\u5728 Smart Zone<\/td><td>Carlini \u7684\u53bb\u91cd\/\u4f18\u5316\/\u6587\u6863 Agent<\/td><\/tr><tr><td>\u5b9a\u671f\u5783\u573e\u56de\u6536<\/td><td>\u786e\u4fdd\u6e05\u7406\u901f\u5ea6\u8ddf\u5f97\u4e0a\u751f\u6210\u901f\u5ea6<\/td><td>OpenAI \u7684\u540e\u53f0\u6e05\u7406 Agent<\/td><\/tr><tr><td>\u53ef\u89c2\u6d4b\u6027\u96c6\u6210<\/td><td>\u628a\u201c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6027\u80fd\u4f18\u5316<\/a>\u201d\u4ece\u7384\u5b66\u53d8\u6210\u53ef\u5ea6\u91cf\u7684\u5de5\u4f5c<\/td><td>OpenAI \u63a5\u5165 Chrome DevTools<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Harness \u7684\u5404\u4e2a\u9636\u6bb5<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u9636\u6bb5<\/th><th>\u7279\u5f81<\/th><th>\u5de5\u7a0b\u5e08\u89d2\u8272<\/th><\/tr><tr><td>Level 0\uff1a\u65e0 Harness<\/td><td>\u76f4\u63a5\u7ed9 Agent prompt\uff0c\u65e0\u7ed3\u6784\u5316\u7ea6\u675f<\/td><td>\u624b\u52a8\u5199\u4ee3\u7801 + \u5076\u5c14\u4f7f\u7528 AI<\/td><\/tr><tr><td>Level 1\uff1a\u57fa\u7840\u7ea6\u675f<\/td><td>AGENTS.md + \u57fa\u7840 Linter + \u624b\u52a8\u6d4b\u8bd5<\/td><td>\u4e3b\u8981\u5199\u4ee3\u7801\uff0cAI \u8f85\u52a9<\/td><\/tr><tr><td>Level 2\uff1a\u53cd\u9988\u56de\u8def<\/td><td>CI\/CD \u96c6\u6210 +&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%87%AA%E5%8A%A8%E5%8C%96%E6%B5%8B%E8%AF%95&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/a>&nbsp;+ \u8fdb\u5ea6\u8ffd\u8e2a<\/td><td>\u89c4\u5212 + \u5ba1\u67e5\u4e3a\u4e3b<\/td><\/tr><tr><td>Level 3\uff1a\u4e13\u4e1a\u5316 Agent<\/td><td>\u591a Agent \u5206\u5de5 + \u5206\u5c42\u4e0a\u4e0b\u6587 + \u6301\u4e45\u5316\u8bb0\u5fc6<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%8E%AF%E5%A2%83%E8%AE%BE%E8%AE%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u73af\u5883\u8bbe\u8ba1<\/a>&nbsp;+ \u7ba1\u7406\u4e3a\u4e3b<\/td><\/tr><tr><td>Level 4\uff1a\u81ea\u6cbb\u5faa\u73af<\/td><td>\u65e0\u4eba\u503c\u5b88<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%B9%B6%E8%A1%8C%E5%8C%96&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5e76\u884c\u5316<\/a>&nbsp;+ \u81ea\u52a8\u5316\u71b5\u7ba1\u7406 + \u81ea\u4fee\u590d<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%9E%B6%E6%9E%84%E5%B8%88&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u67b6\u6784\u5e08<\/a>&nbsp;+ \u8d28\u91cf\u628a\u5173\u8005<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9762\u8bd5\u51c6\u5907\u8981\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Harness Engineering \u76f8\u5173\u7684\u9ad8\u9891\u9762\u8bd5\u95ee\u9898\u6574\u7406\u5728\u4e0b\u9762\uff0c\u65b9\u4fbf\u4f60\u5feb\u901f\u56de\u987e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u7840\u6982\u5ff5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u95ee\u9898<\/th><th>\u6838\u5fc3\u56de\u7b54<\/th><\/tr><tr><td>Harness \u662f\u4ec0\u4e48\uff1f<\/td><td>\u6a21\u578b\u4e4b\u5916\u7684\u4e00\u5207\u2014\u2014\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u8c03\u7528\u3001\u6587\u4ef6\u7cfb\u7edf\u3001\u6c99\u7bb1\u3001\u7f16\u6392\u903b\u8f91\u3001\u7ea6\u675f\u673a\u5236\u3002Agent = Model + Harness\u3002<\/td><\/tr><tr><td>Harness \u548c Prompt Engineering\u3001Context Engineering \u7684\u5173\u7cfb\uff1f<\/td><td>\u5d4c\u5957\u5173\u7cfb\uff1aPrompt \u2282 Context \u2282 Harness\u3002\u4e09\u8005\u5206\u522b\u89e3\u51b3\u8868\u8fbe\u3001\u4fe1\u606f\u3001\u6267\u884c\u4e09\u4e2a\u5c42\u9762\u7684\u95ee\u9898\u3002<\/td><\/tr><tr><td>\u4e3a\u4ec0\u4e48\u74f6\u9888\u4e0d\u5728\u6a21\u578b\u800c\u5728 Harness\uff1f<\/td><td>Can.ac \u5b9e\u9a8c\u8bc1\u660e\u540c\u4e00\u6a21\u578b\u53ea\u6362\u5de5\u5177\u8c03\u7528\u683c\u5f0f\uff0c\u5206\u6570\u4ece 6.7% \u8df3\u5230 68.3%\u3002\u57fa\u7840\u8bbe\u65bd\u8d28\u91cf\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u529b\u7684\u5b9e\u9645\u53d1\u6325\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%9E%B6%E6%9E%84%E8%AE%BE%E8%AE%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u67b6\u6784\u8bbe\u8ba1<\/a><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u95ee\u9898<\/th><th>\u6838\u5fc3\u56de\u7b54<\/th><\/tr><tr><td>Harness \u516d\u5c42\u67b6\u6784\u662f\u4ec0\u4e48\uff1f<\/td><td>L1 \u4fe1\u606f\u8fb9\u754c \u2192 L2 \u5de5\u5177\u7cfb\u7edf \u2192 L3 \u6267\u884c\u7f16\u6392 \u2192 L4 \u8bb0\u5fc6\u4e0e\u72b6\u6001 \u2192 L5 \u8bc4\u4f30\u4e0e\u89c2\u6d4b \u2192 L6 \u7ea6\u675f\u6821\u9a8c\u4e0e\u6062\u590d\u3002\u4ece\u201c\u5b9a\u4e49\u8fb9\u754c\u201d\u5230\u201c\u515c\u5e95\u6062\u590d\u201d\u7684\u5b8c\u6574\u95ed\u73af\u3002<\/td><\/tr><tr><td>\u4e0a\u4e0b\u6587\u7ba1\u7406\u6709\u4ec0\u4e48\u7ecf\u9a8c\u6cd5\u5219\uff1f<\/td><td>\u5229\u7528\u7387\u63a7\u5236\u5728 40% \u4ee5\u5185\u3002\u8d85\u8fc7\u540e Agent \u8d28\u91cf\u660e\u663e\u4e0b\u964d\uff08\u5e7b\u89c9\u589e\u591a\u3001\u515c\u5708\u5b50\uff09\u3002\u7b56\u7565\u662f\u538b\u7f29\u6216\u4ea4\u63a5\uff0c\u4e0d\u662f\u7ee7\u7eed\u585e\u4fe1\u606f\u3002<\/td><\/tr><tr><td>\u5355 Agent \u8fd8\u662f\u591a Agent\uff1f<\/td><td>\u89c4\u6a21\u51b3\u5b9a\u3002\u5c0f\u9879\u76ee\u5355 Agent \u591f\u7528\uff08Hashimoto \u6a21\u5f0f\uff09\uff0c\u5927\u9879\u76ee\u51e0\u4e4e\u5fc5\u7136\u9700\u8981\u4e13\u4e1a\u5316\u5206\u5de5\uff08Carlini \u7528 16 \u4e2a\u5e76\u884c Agent\uff09\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u6218\u65b9\u6848<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u95ee\u9898<\/th><th>\u6838\u5fc3\u56de\u7b54<\/th><\/tr><tr><td>OpenAI \u7684 Harness \u5b9e\u8df5\u6838\u5fc3\u662f\u4ec0\u4e48\uff1f<\/td><td>\u4e94\u5927<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%96%B9%E6%B3%95%E8%AE%BA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u65b9\u6cd5\u8bba<\/a>\uff1a\u5730\u56fe\u5f0f\u6587\u6863\uff08\u6e10\u8fdb\u5f0f\u62ab\u9732\uff09\u3001\u673a\u68b0\u5316\u7ea6\u675f\uff08\u81ea\u5b9a\u4e49 Linter\uff09\u3001\u53ef\u89c2\u6d4b\u6027\u63a5\u5165\u3001\u71b5\u7ba1\u7406\uff08\u5b9a\u671f\u5783\u573e\u56de\u6536\uff09\u3001\u4ed3\u5e93\u5373\u4e8b\u5b9e\u6e90\u3002<\/td><\/tr><tr><td>Anthropic \u5982\u4f55\u89e3\u51b3\u4e0a\u4e0b\u6587\u7126\u8651\uff1f<\/td><td>Context resets \u7b56\u7565\uff1a\u4e0d\u538b\u7f29\uff0c\u800c\u662f\u542f\u52a8\u4e00\u4e2a\u5168\u65b0\u201c\u5e72\u51c0\u201d\u7684 Agent\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u4ea4\u63a5\u6587\u6863\u6062\u590d\u72b6\u6001\u3002\u7c7b\u4f3c\u91cd\u542f\u8fdb\u7a0b\u89e3\u51b3<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%86%85%E5%AD%98%E6%B3%84%E6%BC%8F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5185\u5b58\u6cc4\u6f0f<\/a>\u3002<\/td><\/tr><tr><td>\u4ece\u96f6\u642d Harness \u5148\u505a\u4ec0\u4e48\uff1f<\/td><td>P0\uff1a\u521b\u5efa AGENTS.md + \u81ea\u5b9a\u4e49 Linter + \u56e2\u961f\u77e5\u8bc6\u4ed3\u5e93\u5316\u3002\u6295\u5165\u4ea7\u51fa\u6bd4\u6700\u9ad8\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u8fd8\u6ca1\u6709\u7b54\u6848\u7684\u95ee\u9898<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Harness Engineering \u662f\u4e00\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\uff0c\u4ecd\u6709\u8bb8\u591a\u672a\u89e3\u7684\u95ee\u9898\u3002\u4e86\u89e3\u8fd9\u4e9b\u201c\u4e0d\u77e5\u9053\u201d\u540c\u6837\u91cd\u8981\u2014\u2014\u9762\u8bd5\u65f6\u80fd\u5c55\u73b0\u4f60\u7684\u601d\u8003\u6df1\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u95ee\u9898<\/th><th>\u73b0\u72b6<\/th><th>\u8c01\u5728\u5173\u6ce8<\/th><\/tr><tr><td>\u68d5\u5730\u9879\u76ee\u600e\u4e48\u6539\u9020\uff1f<\/td><td>\u6240\u6709\u516c\u5f00\u6848\u4f8b\u5168\u662f\u7eff\u5730\u9879\u76ee\uff0c\u96f6\u65b9\u6cd5\u8bba<\/td><td>B\u00f6ckeler\uff1a\u6bd4\u4f5c\u201c\u5728\u4ece\u6ca1\u7528\u8fc7<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%9D%99%E6%80%81%E5%88%86%E6%9E%90&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u9759\u6001\u5206\u6790<\/a>\u7684\u4ee3\u7801\u5e93\u4e0a\u8dd1\u9759\u6001\u5206\u6790\u201d\u3002\u5979\u8fd8\u63d0\u51fa&#8221;Ambient Affordances&#8221;\u6982\u5ff5\uff1a\u73af\u5883\u672c\u8eab\u7684\u7ed3\u6784\u7279\u6027\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%B1%BB%E5%9E%8B%E7%B3%BB%E7%BB%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7c7b\u578b\u7cfb\u7edf<\/a>\u3001\u6a21\u5757\u8fb9\u754c\u3001\u6846\u67b6\u62bd\u8c61\uff09\u51b3\u5b9a\u4e86 Harness \u80fd\u505a\u591a\u597d<\/td><\/tr><tr><td>\u600e\u4e48\u9a8c\u8bc1 Agent \u505a\u5bf9\u4e86\u4e8b\uff1f<\/td><td>\u5927\u5bb6\u64c5\u957f\u201c\u7ea6\u675f\u4e0d\u505a\u9519\u4e8b\u201d\uff0c\u4f46\u201c\u9a8c\u8bc1\u505a\u5bf9\u4e86\u4e8b\u201d\u8fdc\u672a\u89e3\u51b3<\/td><td>B\u00f6ckeler \u6279\u8bc4\uff1a\u7528 AI \u751f\u6210\u7684\u6d4b\u8bd5\u6765\u9a8c\u8bc1 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u672c\u8d28\u4e0a\u662f\u201c\u7528\u540c\u4e00\u53cc\u773c\u775b\u68c0\u67e5\u81ea\u5df1\u7684\u4f5c\u4e1a\u201d<\/td><\/tr><tr><td>AI \u751f\u6210\u4ee3\u7801\u7684\u957f\u671f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%8F%AF%E7%BB%B4%E6%8A%A4%E6%80%A7&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u53ef\u7ef4\u62a4\u6027<\/a>\uff1f<\/td><td>LLM \u4ee3\u7801\u7ecf\u5e38\u91cd\u65b0\u5b9e\u73b0\u5df2\u6709\u529f\u80fd\uff0c\u957f\u671f\u6548\u679c\u672a\u77e5<\/td><td>Greg Brockman \u63d0\u51fa\u81f3\u4eca\u65e0\u4eba\u56de\u7b54<\/td><\/tr><tr><td>Harness \u8be5\u505a\u539a\u8fd8\u662f\u505a\u8584\uff1f<\/td><td>Manus \u4e94\u6b21\u91cd\u5199\u8d8a\u505a\u8d8a\u7b80\u5355 vs OpenAI \u4e94\u4e2a\u6708\u8d8a\u505a\u8d8a\u590d\u6742<\/td><td>\u573a\u666f\u51b3\u5b9a\uff1a\u901a\u7528\u4ea7\u54c1\u8ffd\u6c42\u6700\u5c0f\u5316\uff0c\u7279\u5b9a\u4ea7\u54c1\u53ef\u4ee5\u9ad8\u5ea6\u5b9a\u5236\u3002\u800c\u4e14\u968f\u7740\u6a21\u578b\u53d8\u5f3a\uff0c\u5df2\u6709 Harness \u5e94\u8be5\u5b9a\u671f\u7b80\u5316\uff08Anthropic \u5b9e\u6d4b\u9a8c\u8bc1\uff09<\/td><\/tr><tr><td>\u5355 Agent \u8fd8\u662f\u591a Agent\uff1f<\/td><td>Hashimoto \u575a\u6301\u5355 Agent vs Carlini \u7528 16 \u4e2a\u5e76\u884c Agent<\/td><td>\u89c4\u6a21\u51b3\u5b9a\uff1a\u5c0f\u9879\u76ee\u5355 Agent \u591f\u7528\uff0c\u5927\u9879\u76ee\u51e0\u4e4e\u5fc5\u7136\u9700\u8981\u4e13\u4e1a\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7eff\u5730\u9879\u76ee\u548c\u68d5\u5730\u9879\u76ee\u662f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%BD%AF%E4%BB%B6%E5%B7%A5%E7%A8%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8f6f\u4ef6\u5de5\u7a0b<\/a>\u91cc\u7684\u7ecf\u5178\u6bd4\u55bb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7eff\u5730\u9879\u76ee\uff08Greenfield\uff09\uff1a\u4ece\u96f6\u5f00\u59cb\u7684\u65b0\u9879\u76ee\uff0c\u6ca1\u6709\u5386\u53f2\u5305\u88b1\u3002\u5c31\u50cf\u5728\u4e00\u7247\u7a7a\u5730\u4e0a\u76d6\u623f\u5b50\uff0c\u60f3\u600e\u4e48\u8bbe\u8ba1\u90fd\u884c\u3002<\/li>\n\n\n\n<li>\u68d5\u5730\u9879\u76ee\uff08Brownfield\uff09\uff1a\u5728\u5df2\u6709\u4ee3\u7801\u5e93\u4e0a\u6539\u9020\uff0c\u6709\u5386\u53f2\u67b6\u6784\u3001\u6280\u672f\u503a\u3001\u9057\u7559\u903b\u8f91\u7684\u7ea6\u675f\u3002\u5c31\u50cf\u5728\u8001\u65e7\u57ce\u533a\u641e\u7ffb\u65b0\uff0c\u5230\u5904\u662f\u7ba1\u7ebf\u4e0d\u80fd\u968f\u4fbf\u52a8\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u3001Anthropic\u3001Stripe\u3001Hashimoto \u8fd9\u4e9b\u6210\u529f\u6848\u4f8b\uff0c\u5168\u90e8\u662f\u5728\u5168\u65b0\u9879\u76ee\u4e0a\u4ece\u96f6\u642d Harness\u3002\u4f46\u73b0\u5b9e\u4e2d\u7edd\u5927\u591a\u6570\u56e2\u961f\u9762\u5bf9\u7684\u662f\u5df2\u7ecf\u8dd1\u4e86\u591a\u5e74\u7684\u4ee3\u7801\u5e93\u2014\u2014\u600e\u4e48\u628a Harness \u5f15\u5165\u4e00\u4e2a\u5341\u5e74\u5386\u53f2\u3001\u6ca1\u6709\u67b6\u6784\u7ea6\u675f\u3001\u5230\u5904\u662f\u6280\u672f\u503a\u7684\u9879\u76ee\uff1f\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u516c\u5f00\u65b9\u6cd5\u8bba\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\u8bdd\u6982\u62ec Harness Engineering \u505a\u7684\u4e8b\u60c5\uff1a<strong>\u627f\u8ba4\u6a21\u578b\u6709\u8fb9\u754c\uff0c\u7136\u540e\u628a\u8fb9\u754c\u4e4b\u5916\u7684\u9700\u6c42\u4e00\u4e2a\u4e2a\u5de5\u7a0b\u5316\u5730\u8865\u4e0a\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e00\u53e5\u8bdd\u6211\u7279\u522b\u8ba4\u540c\uff1a<strong>\u6a21\u578b\u51b3\u5b9a\u4e86\u7cfb\u7edf\u7684\u4e0a\u9650\uff0cHarness \u51b3\u5b9a\u4e86\u7cfb\u7edf\u7684\u5e95\u7ebf\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7b80\u5355\u4efb\u52a1\u4e2d\u63d0\u793a\u8bcd\u6700\u91cd\u8981\uff0c\u5728\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u7684\u4efb\u52a1\u4e2d\u4e0a\u4e0b\u6587\u5f88\u5173\u952e\uff0c\u4f46\u5728\u957f\u94fe\u8def\u3001\u53ef\u6267\u884c\u3001\u4f4e\u5bb9\u9519\u7684\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\uff0cHarness \u624d\u662f AI \u7a33\u5b9a\u843d\u5730\u7684\u524d\u63d0\u6761\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5982\u679c\u53ea\u8bb0\u4e00\u53e5\u8bdd\uff1a\u6a21\u578b\u51b3\u5b9a\u4e0a\u9650\uff0cHarness \u51b3\u5b9a\u5e95\u7ebf\u3002\u4e0e\u5176\u7ea0\u7ed3\u9009\u54ea\u4e2a\u6a21\u578b\uff0c\u4e0d\u5982\u5148\u628a Harness \u642d\u597d\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cHarness Engineering\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u5e76\u975e\u4ee3\u7801\u7f3a\u9677\uff0c\u800c\u662f\u6570\u636e\u8d28\u91cf\u95ee\u9898\u3002\u6570\u636e\u663e\u793a27%\u7684Agent\u9879\u76ee\u5931\u8d25\u6e90\u4e8e\u6570\u636e\u8d28\u91cf\uff0c\u800c\u975e\u6a21\u578b\u6216Harness\u67b6\u6784\u672c\u8eab\u3002\u8fd9\u901a\u5e38\u8868\u73b0\u4e3aSchema Drift\uff08\u6a21\u5f0f\u6f02\u79fb\uff09\u6216Lineage\uff08\u8840\u7f18\u5173\u7cfb\uff09\u8fc7\u65f6\uff0c\u5373Harness\u5411Agent\u63d0\u4f9b\u7684\u6570\u636e\u73af\u5883\u5df2\u53d1\u751f\u6539\u53d8\uff0c\u5bfc\u81f4\u5176\u884c\u4e3a\u5931\u51c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u75db\u70b9\uff0c\u73b0\u4ee3Harness Engineering\u5f3a\u8c03\u6784\u5efa\u53d7\u6cbb\u7406\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%95%B0%E6%8D%AE%E5%B1%82&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6570\u636e\u5c42<\/a>\uff08Governed Data Layer\uff09\u3002\u901a\u8fc7<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%BC%81%E4%B8%9A%E6%95%B0%E6%8D%AE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4f01\u4e1a\u6570\u636e<\/a>\u56fe\u8c31\uff08Enterprise Data Graph\uff09\u63d0\u4f9b\u7684\u4e3b\u52a8<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A1%80%E7%BC%98%E8%BF%BD%E8%B8%AA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8840\u7f18\u8ffd\u8e2a<\/a>\u3001\u8ba4\u8bc1\u4fe1\u53f7\u548c\u6f02\u79fb\u68c0\u6d4b\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347Agent\u7684\u51c6\u786e\u6027\u3002\u5b9e\u8df5\u8868\u660e\uff0c\u4f7f\u7528\u53d7\u6cbb\u7406\u6570\u636e\u5c42\u7684\u56e2\u961f\uff0c\u5176SQL\u51c6\u786e\u6027\u63d0\u5347\u4e8638%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\uff0cHarness Engineering\u5df2\u4ece\u5355\u7eaf\u7684\u8f6f\u4ef6\u5de5\u7a0b\u95ee\u9898\u8f6c\u5411\u6570\u636e\u5de5\u7a0b\u4e0e\u8f6f\u4ef6\u5de5\u7a0b\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%BA%A4%E5%8F%89%E9%A2%86%E5%9F%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4ea4\u53c9\u9886\u57df<\/a>\u3002\u5b83\u8981\u6c42\u56e2\u961f\u4e0d\u4ec5\u5173\u6ce8\u4ee3\u7801\u903b\u8f91\uff0c\u66f4\u8981\u5173\u6ce8\u6570\u636e\u7684\u53ef\u4fe1\u5ea6\u548c\u5b9e\u65f6\u6027\u3002\u968f\u7740AI Agent\u5728\u4f01\u4e1a\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u638c\u63e1Harness Engineering\u5df2\u6210\u4e3a\u6784\u5efa\u53ef\u9760AI\u7cfb\u7edf\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9644\u5f55\uff1a\u4e00\u7ebf\u56e2\u961f\u5b9e\u6218\u6848\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u3001Anthropic\u3001Stripe\u3001Mitchell Hashimoto\u3001Martin Fowler\uff0c\u8fd9\u4e94\u4e2a\u56e2\u961f\/\u4e2a\u4eba\u7684\u5b9e\u8df5\u4ece\u4e0d\u540c\u89d2\u5ea6\u63ed\u793a\u4e86 Harness \u8bbe\u8ba1\u4e2d\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u95ee\u9898\u3002\u653e\u5728\u4e00\u8d77\u770b\u4f1a\u66f4\u6709\u611f\u89c9\u2014\u2014\u4f60\u4f1a\u53d1\u73b0\u5927\u5bb6\u9047\u5230\u7684\u5751\u548c\u603b\u7ed3\u51fa\u7684\u7ecf\u9a8c\uff0c\u60ca\u4eba\u5730\u4e00\u81f4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenAI\uff1a\u4e09\u4e2a\u4eba\u3001\u4e94\u4e2a\u6708\u3001\u4e00\u767e\u4e07\u884c\u3001\u96f6\u624b\u5199\u4ee3\u7801<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u770b\u6570\u636e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6307\u6807<\/th><th>\u6570\u503c<\/th><\/tr><tr><td>\u56e2\u961f\u89c4\u6a21<\/td><td>3 \u540d\u5de5\u7a0b\u5e08\uff08\u540e\u6269\u81f3 7 \u4eba\uff09<\/td><\/tr><tr><td>\u6301\u7eed\u65f6\u95f4<\/td><td>5 \u4e2a\u6708\uff082025 \u5e74 8 \u6708\u8d77\uff09<\/td><\/tr><tr><td>\u4ee3\u7801\u89c4\u6a21<\/td><td>\u7ea6 100 \u4e07\u884c<\/td><\/tr><tr><td>\u624b\u5199\u4ee3\u7801<\/td><td>0 \u884c\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%AE%BE%E8%AE%A1%E7%BA%A6%E6%9D%9F&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8bbe\u8ba1\u7ea6\u675f<\/a>\uff09<\/td><\/tr><tr><td>\u5408\u5e76 PR \u6570<\/td><td>\u7ea6 1,500 \u4e2a<\/td><\/tr><tr><td>\u65e5\u5747 PR\/\u4eba<\/td><td>3.5 \u4e2a<\/td><\/tr><tr><td>\u6548\u7387\u63d0\u5347<\/td><td>\u7ea6 10 \u500d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u6570\u5b57\u66f4\u6709\u610f\u601d\u7684\u662f\u4ed6\u4eec\u603b\u7ed3\u51fa\u6765\u7684\u4e94\u5927\u65b9\u6cd5\u8bba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ed9 Agent \u4e00\u5f20\u5730\u56fe\uff0c\u800c\u4e0d\u662f\u4e00\u672c\u5343\u9875\u624b\u518c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI \u7684&nbsp;<code>AGENTS.md<\/code>&nbsp;\u53ea\u6709\u5927\u7ea6 100 \u884c\uff0c\u4f5c\u7528\u7c7b\u4f3c\u4e8e\u76ee\u5f55\uff0c\u6307\u5411&nbsp;<code>docs\/<\/code>&nbsp;\u76ee\u5f55\u4e0b\u66f4\u6df1\u5c42\u7684\u8bbe\u8ba1\u6587\u6863\u3001\u67b6\u6784\u56fe\u3001\u6267\u884c\u8ba1\u5212\u548c\u8d28\u91cf\u8bc4\u7ea7\u3002\u8fd9\u662f<strong>\u6e10\u8fdb\u5f0f\u62ab\u9732<\/strong>\u7684\u5b9e\u9645\u8fd0\u7528\u2014\u2014\u5148\u628a\u6700\u5173\u952e\u7684\u4fe1\u606f\u653e\u8fdb\u6765\uff0c\u9700\u8981\u4ec0\u4e48\u518d\u52a0\u8f7d\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u50cf\u4f60\u5230\u4e00\u4e2a\u65b0\u57ce\u5e02\uff0c\u4e0d\u9700\u8981\u628a\u6574\u672c\u65c5\u6e38\u6307\u5357\u80cc\u4e0b\u6765\u3002\u7ed9\u4f60\u4e00\u5f20\u7b80\u660e\u7684\u5730\u56fe\uff08\u6838\u5fc3\u89c4\u5219\uff09\uff0c\u7136\u540e\u544a\u8bc9\u4f60\u201c\u60f3\u4e86\u89e3\u8fd9\u4e2a\u666f\u70b9\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u7ffb\u5230\u7b2c X \u9875\u201d\u5c31\u591f\u4e86\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6e10\u8fdb\u5f0f\u62ab\u9732\u7684\u4e00\u4e2a\u5177\u4f53\u5b9e\u73b0\uff1aAgent Skills<\/strong>\u3002Agent Skills \u7684\u6838\u5fc3\u673a\u5236\u5c31\u662f\u201c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%85%83%E6%95%B0%E6%8D%AE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5143\u6570\u636e<\/a>\u5e38\u9a7b\uff0c\u6b63\u6587\u6309\u9700\u52a0\u8f7d\u201d\u2014\u2014\u6bcf\u4e2a Skill \u53ea\u5728\u4e0a\u4e0b\u6587\u4e2d\u4fdd\u7559\u7b80\u77ed\u7684\u540d\u79f0\u548c\u63cf\u8ff0\uff08\u51e0\u5341\u4e2a Token\uff09\uff0c\u8be6\u7ec6\u89c4\u5219\u548c\u6267\u884c\u6d41\u7a0b\u53ea\u5728\u89e6\u53d1\u65f6\u624d\u52a8\u6001\u6ce8\u5165\u63a8\u7406\u4e0a\u4e0b\u6587\u3002\u8fd9\u672c\u8d28\u4e0a\u548c OpenAI \u7684&nbsp;<code>AGENTS.md<\/code>&nbsp;\u5f53\u76ee\u5f55\u7528\u662f\u540c\u4e00\u4e2a\u601d\u8def\uff0c\u53ea\u4e0d\u8fc7 Skills \u628a\u8fd9\u4e2a\u6a21\u5f0f\u8fdb\u4e00\u6b65\u6807\u51c6\u5316\u4e86\u3002\u8be6\u7ec6\u53ef\u53c2\u8003\uff1a\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u67b6\u6784\u7ea6\u675f\u4e0d\u80fd\u5199\u5728\u6587\u6863\u91cc\uff0c\u5fc5\u987b\u9760\u5de5\u5177\u5f3a\u5236\u6267\u884c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u7ed9\u6bcf\u4e2a\u4e1a\u52a1\u9886\u57df\u5b9a\u4e49\u4e86\u56fa\u5b9a\u7684\u5206\u5c42\u7ed3\u6784\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Types \u2192 Config \u2192 Repo \u2192 Service \u2192 Runtime \u2192 UI<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f9d\u8d56\u65b9\u5411\u4e0d\u80fd\u53cd\u8fc7\u6765\u3002\u600e\u4e48\u4fdd\u8bc1\uff1f\u81ea\u5b9a\u4e49 Linter \u52a0\u7ed3\u6784\u6d4b\u8bd5\u3002\u8fdd\u53cd\u4e86\u5c31\u62a5\u9519\uff0c\u62a5\u9519\u6d88\u606f\u91cc\u4e0d\u5149\u544a\u8bc9\u4f60\u54ea\u91cc\u9519\u4e86\uff0c\u8fd8\u76f4\u63a5\u544a\u8bc9\u4f60\u600e\u4e48\u6539\u3002Agent \u5728\u88ab\u7ea0\u9519\u7684\u540c\u65f6\u5c31\u88ab\u201c\u6559\u4f1a\u201d\u4e86\u6b63\u786e\u7684\u505a\u6cd5\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>OpenAI \u539f\u8bdd<\/strong>\uff1aIf it cannot be enforced mechanically, agents will deviate.\u2014\u2014\u6587\u6863\u4e2d\u8bb0\u5f55\u7ea6\u675f\u662f\u4e0d\u591f\u7684\uff1b\u5982\u679c\u4e0d\u80fd\u673a\u68b0\u5316\u5730\u5f3a\u5236\u6267\u884c\uff0cAgent \u5c31\u4f1a\u504f\u79bb\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u89c2\u6d4b\u6027\u4e5f\u662f\u7ed9 Agent \u770b\u7684\uff0c\u4e0d\u53ea\u662f\u7ed9\u4eba\u770b\u7684<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u628a Chrome DevTools Protocol \u63a5\u5165\u4e86 Agent \u8fd0\u884c\u65f6\uff0cAgent \u80fd\u81ea\u5df1\u6293 DOM \u5feb\u7167\u3001\u622a\u56fe\u3002\u65e5\u5fd7\u3001\u6307\u6807\u3001\u94fe\u8def\u8ffd\u8e2a\u90fd\u901a\u8fc7\u672c\u5730\u53ef\u89c2\u6d4b\u6027\u6808\u66b4\u9732\u7ed9 Agent\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u201c\u628a\u542f\u52a8\u65f6\u95f4\u964d\u5230 800ms \u4ee5\u4e0b\u201d\u5c31\u4ece\u4e00\u4e2a\u6a21\u7cca\u7684\u613f\u671b\u53d8\u6210\u4e86&nbsp;Agent&nbsp;\u53ef\u4ee5\u81ea\u5df1\u6d4b\u91cf\u3001\u81ea\u5df1\u9a8c\u8bc1\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u71b5\u4e0d\u4f1a\u81ea\u5df1\u6d88\u5931\uff0c\u5fc5\u987b\u4e3b\u52a8\u5bf9\u6297<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u5f00\u59cb\u56e2\u961f\u6bcf\u5468\u4e94\u82b1 20% \u7684\u65f6\u95f4\u624b\u52a8\u6e05\u7406 AI \u751f\u6210\u7269\u4e2d\u7684\u4f4e\u8d28\u91cf\u4ee3\u7801\u3002\u540e\u6765\u8fd9\u4e8b\u88ab\u81ea\u52a8\u5316\u4e86\u2014\u2014\u540e\u53f0 Agent \u5b9a\u671f\u626b\u63cf\uff0c\u627e\u6587\u6863\u4e0d\u4e00\u81f4\u3001\u67b6\u6784\u8fdd\u89c4\u548c\u5197\u4f59\u4ee3\u7801\uff0c\u81ea\u52a8\u63d0\u4ea4\u6e05\u7406 PR\u3002\u6e05\u7406\u7684\u901f\u5ea6\u8ddf\u4e0a\u4e86\u751f\u6210\u7684\u901f\u5ea6\uff0c\u624d\u80fd\u53ef\u6301\u7eed\u5730\u8dd1\u4e0b\u53bb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5199\u5728 Slack \u91cc\u7684\u77e5\u8bc6\uff0c\u5bf9 Agent \u6765\u8bf4\u7b49\u4e8e\u4e0d\u5b58\u5728<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5199\u5728 Slack \u8ba8\u8bba\u6216 Google Docs \u4e2d\u7684\u77e5\u8bc6\u5bf9 Agent \u6765\u8bf4\u7b49\u4e8e\u4e0d\u5b58\u5728\u3002\u6240\u6709\u56e2\u961f\u77e5\u8bc6\u90fd\u4f5c\u4e3a\u7248\u672c\u63a7\u5236\u7684\u5236\u54c1\u653e\u7f6e\u5728\u4ed3\u5e93\u4e2d\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u7a0b\u89c6\u89d2<\/strong>\uff1aOpenAI \u81ea\u5df1\u4e5f\u8bf4\u4e86\uff0c\u8fd9\u4e2a\u7ed3\u679c\u201c\u4e0d\u5e94\u8be5\u88ab\u5047\u8bbe\u4e3a\u5728\u7f3a\u5c11\u7c7b\u4f3c\u6295\u5165\u7684\u60c5\u51b5\u4e0b\u53ef\u4ee5\u590d\u73b0\u201d\u3002\u4ed6\u4eec\u7684\u4e94\u5927\u65b9\u6cd5\u8bba\u6bcf\u4e00\u9879\u90fd\u9700\u8981\u5927\u91cf\u524d\u671f\u6295\u5165\uff0c\u4e0d\u8981\u6307\u671b\u76f4\u63a5\u590d\u5236\u3002\u4f46\u5176\u4e2d\u7684<strong>\u601d\u7ef4\u65b9\u5f0f<\/strong>\uff08\u5730\u56fe\u5f0f\u6587\u6863\u3001\u673a\u68b0\u5316\u7ea6\u675f\u3001\u71b5\u7ba1\u7406\uff09\u662f\u53ef\u4ee5\u5728\u4efb\u4f55\u89c4\u6a21\u4e0a\u7acb\u5373\u91c7\u7528\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Anthropic\uff1a\u4ece\u4e0a\u4e0b\u6587\u7126\u8651\u5230 GAN \u5f0f\u4e09\u667a\u80fd\u4f53\u67b6\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic \u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u6709\u4e24\u4e2a\u503c\u5f97\u7ec6\u770b\u7684\u5b9e\u8df5\uff0c\u5b83\u4eec\u4ece\u4e0d\u540c\u89d2\u5ea6\u63ed\u793a\u4e86 Harness \u8bbe\u8ba1\u4e2d\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"658\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w.jpg\" alt=\"\" class=\"wp-image-2168\" style=\"width:1717px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w.jpg 1440w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w-300x137.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w-1024x468.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w-768x351.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-7295cfa884d11e1900a184c1575fd3b7_1440w-18x8.jpg 18w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u7528 16 \u4e2a Agent \u5199\u4e86\u4e2a C \u7f16\u8bd1\u5668\uff0c\u53d1\u73b0\u4e86\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nicholas Carlini \u7528\u5927\u7ea6\u4e24\u5468\u65f6\u95f4\uff0c\u8dd1\u4e86 16 \u4e2a\u5e76\u884c Claude Opus \u5b9e\u4f8b\uff0c\u5927\u7ea6 2000 \u4e2a Claude Code \u4f1a\u8bdd\uff0c\u4ea7\u51fa\u4e86\u4e00\u4e2a GCC torture test \u901a\u8fc7\u7387 99% \u7684 C \u7f16\u8bd1\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6307\u6807<\/th><th>\u6570\u503c<\/th><\/tr><tr><td>\u6301\u7eed\u65f6\u95f4<\/td><td>\u7ea6 2 \u5468<\/td><\/tr><tr><td>\u5e76\u884c Agent \u6570<\/td><td>16 \u4e2a Claude Opus \u5b9e\u4f8b<\/td><\/tr><tr><td>\u4f1a\u8bdd\u6570<\/td><td>\u7ea6 2,000 \u4e2a<\/td><\/tr><tr><td>\u4ea7\u51fa<\/td><td>10 \u4e07\u884c Rust \u4ee3\u7801<\/td><\/tr><tr><td>GCC torture test<\/td><td>99% \u901a\u8fc7\u7387<\/td><\/tr><tr><td>\u53ef\u7f16\u8bd1\u9879\u76ee<\/td><td>PostgreSQL\u3001Redis\u3001FFmpeg\u3001CPython\u3001Linux 6.9 Kernel \u7b49 150+<\/td><\/tr><tr><td>API \u6210\u672c<\/td><td>\u7ea6 2 \u4e07\u7f8e\u5143<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u9879\u76ee\u91cc\u51e0\u4e2a Harness \u8bbe\u8ba1\u51b3\u7b56\u5f88\u6709\u610f\u601d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e5\u5fd7\u4e0d\u5f80\u63a7\u5236\u53f0\u6253<\/strong>\uff1a\u5168\u90e8\u5199\u8fdb\u6587\u4ef6\uff0c\u7528 grep \u53cb\u597d\u7684\u5355\u884c\u683c\u5f0f\uff08<code>ERROR: [reason]<\/code>\uff09\uff0c\u4e3b\u52a8\u63a7\u5236\u4e0a\u4e0b\u6587\u6c61\u67d3\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u4e0d\u5168\u90e8\u8dd1<\/strong>\uff1a\u6bcf\u4e2a Agent \u53ea\u8dd1\u968f\u673a 1-10% \u7684\u6d4b\u8bd5\u5b50\u96c6\uff0c\u4f46\u5b50\u91c7\u6837\u5bf9\u5355\u4e2a Agent \u662f\u786e\u5b9a\u6027\u7684\uff08\u540c\u4e00\u6b21\u8fd0\u884c\u91cc\u6bcf\u6b21\u90fd\u8dd1\u540c\u6837\u7684\u5b50\u96c6\uff09\uff0c\u8de8 VM \u662f\u968f\u673a\u7684\uff08\u4e0d\u540c Agent \u8dd1\u4e0d\u540c\u5b50\u96c6\uff09\u3002\u8fd9\u6837\u96c6\u4f53\u8986\u76d6\u4e86\u5168\u90e8\u6d4b\u8bd5\uff0c\u800c\u5355\u4e2a Agent \u4e0d\u4f1a\u82b1\u51e0\u4e2a\u5c0f\u65f6\u5728\u6d4b\u8bd5\u4e0a\u6253\u8f6c\u3002<\/li>\n\n\n\n<li><strong>Agent \u89d2\u8272\u4e13\u4e1a\u5316<\/strong>\uff1a\u968f\u7740\u9879\u76ee\u6210\u719f\uff0cAgent \u627f\u62c5\u4e86\u4e13\u95e8\u89d2\u8272\u2014\u2014\u6838\u5fc3\u7f16\u8bd1\u5668\u5de5\u4f5c\u3001\u53bb\u91cd\uff08LLM \u751f\u6210\u7684\u4ee3\u7801\u7ecf\u5e38\u91cd\u65b0\u5b9e\u73b0\u5df2\u6709\u529f\u80fd\uff09\u3001\u6027\u80fd\u4f18\u5316\u3001\u4ee3\u7801\u8d28\u91cf\u548c\u6587\u6863\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Carlini \u540e\u6765\u8bf4\u4e86\u4e00\u53e5\u5f88\u5230\u4f4d\u7684\u8bdd\uff1a\u201c\u6211\u5fc5\u987b\u4e0d\u65ad\u63d0\u9192\u81ea\u5df1\uff0c\u6211\u662f\u5728\u4e3a Claude \u5199\u8fd9\u4e2a\u6d4b\u8bd5\u6846\u67b6\uff0c\u4e0d\u662f\u4e3a\u81ea\u5df1\u5199\u3002\u201d\u2014\u2014<strong>Harness \u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u8ba9 Agent \u9ad8\u6548\u5de5\u4f5c\uff0c\u4e0d\u662f\u4e3a\u4e86\u4eba\u7c7b\u65b9\u4fbf\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Anthropic \u4e3a\u4ec0\u4e48\u8981\u501f\u9274 GAN \u7684\u601d\u8def\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic Labs \u56e2\u961f\u5728 2026 \u5e74 3 \u6708\u53d1\u5e03\u4e86\u4e00\u4e2a\u53d7 GAN\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%94%9F%E6%88%90%E5%AF%B9%E6%8A%97%E7%BD%91%E7%BB%9C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/a>\uff09\u601d\u8def\u542f\u53d1\u7684\u4e09\u667a\u80fd\u4f53\u67b6\u6784\uff08\u539f\u6587\u7528\u7684\u662f&#8221;Taking inspiration from GANs&#8221;\uff0c\u662f\u501f\u9274\u601d\u8def\uff0c\u4e0d\u662f\u771f\u6b63\u7684\u5bf9\u6297\u8bad\u7ec3\uff09\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Planner\uff08\u89c4\u5212\u8005\uff09\u2192 Generator\uff08\u6267\u884c\u8005\uff09\u21c4 Evaluator\uff08\u8bc4\u4f30\u8005\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Planner<\/strong>\uff1a\u62ff\u5230 1-4 \u53e5\u8bdd\u7684\u4ea7\u54c1\u63cf\u8ff0\uff0c\u6269\u5c55\u6210\u5b8c\u6574\u7684\u4ea7\u54c1\u89c4\u683c\uff0c\u88ab\u8981\u6c42\u201c\u5728\u8303\u56f4\u4e0a\u8981\u5927\u80c6\u201d\u3002<\/li>\n\n\n\n<li><strong>Generator<\/strong>\uff1a\u6309\u529f\u80fd\u4e00\u4e2a\u4e00\u4e2a\u505a&#8221;Sprint&#8221;\uff0c\u6bcf\u4e2a Sprint \u6709\u660e\u786e\u7684\u5b8c\u6210\u6807\u51c6\u3002<\/li>\n\n\n\n<li><strong>Evaluator<\/strong>\uff1a\u7528 Playwright MCP \u5b9e\u9645\u70b9\u51fb\u8fd0\u884c\u4e2d\u7684\u5e94\u7528\uff0c\u6309\u4ea7\u54c1<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%AE%BE%E8%AE%A1%E6%B7%B1%E5%BA%A6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u8bbe\u8ba1\u6df1\u5ea6<\/a>\u3001\u529f\u80fd\u6027\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A7%86%E8%A7%89%E8%AE%BE%E8%AE%A1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u89c6\u89c9\u8bbe\u8ba1<\/a>\u3001\u4ee3\u7801\u8d28\u91cf\u7b49\u7ef4\u5ea6\u6253\u5206\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u67b6\u6784\u8981\u89e3\u51b3\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u95ee\u9898<\/th><th>\u8868\u73b0<\/th><th>\u89e3\u6cd5<\/th><\/tr><tr><td>\u4e0a\u4e0b\u6587\u7126\u8651<\/td><td>Sonnet 4.5 \u5feb\u5230\u4e0a\u4e0b\u6587\u4e0a\u9650\u65f6\u8349\u8349\u6536\u5c3e<\/td><td>context resets + \u7ed3\u6784\u5316\u4ea4\u63a5\uff08\u5149\u9760\u538b\u7f29\u4e0d\u591f\uff09<\/td><\/tr><tr><td>\u81ea\u6211\u8bc4\u4ef7\u504f\u5dee<\/td><td>Agent \u81ea\u4fe1\u6ee1\u6ee1\u5730\u5938\u81ea\u5df1\u505a\u5f97\u597d\uff0c\u5b9e\u9645\u8d28\u91cf\u4e00\u822c<\/td><td>\u751f\u6210\u548c\u8bc4\u4f30\u4ea4\u7ed9\u4e24\u4e2a\u72ec\u7acb\u7684 Agent<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u5206\u6807\u51c6\u672c\u8eab\u4e5f\u6709\u8bb2\u7a76\uff1a\u524d\u7aef\u8bbe\u8ba1\u65b9\u9762\uff0c<strong>\u8bbe\u8ba1\u8d28\u91cf\u548c\u539f\u521b\u6027\u7684\u6743\u91cd\u88ab\u6545\u610f\u8c03\u5f97\u6bd4\u529f\u80fd\u6027\u548c\u4ee3\u7801\u8d28\u91cf\u66f4\u9ad8<\/strong>\u2014\u2014\u56e0\u4e3a\u6a21\u578b\u503e\u5411\u4e8e\u505a\u51fa\u201c\u529f\u80fd\u9f50\u5168\u4f46\u957f\u76f8\u5e73\u5eb8\u201d\u7684\u4e1c\u897f\uff0c\u6743\u91cd\u8c03\u6574\u662f\u5728\u5f15\u5bfc\u5b83\u5f80\u66f4\u96be\u7684\u65b9\u5411\u4f7f\u52b2\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9047\u5230\u4e0a\u4e0b\u6587\u7126\u8651\uff0c\u4e0d\u662f\u538b\u7f29\u800c\u662f\u91cd\u542f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u9762\u63d0\u5230 Anthropic \u53d1\u73b0 Sonnet 4.5 \u5728\u4e0a\u4e0b\u6587\u5feb\u586b\u6ee1\u65f6\u4f1a\u51fa\u73b0\u201c\u4e0a\u4e0b\u6587\u7126\u8651\u201d\u2014\u2014\u53d8\u5f97\u72b9\u8c6b\u3001\u63d0\u524d\u6536\u5de5\u3002\u5149\u9760\u538b\u7f29\u4e0a\u4e0b\u6587\u4e0d\u591f\uff0c\u4ed6\u4eec\u7684\u6700\u7ec8\u505a\u6cd5\u53eb\u505a&nbsp;<strong>context resets<\/strong>\uff08\u4e0a\u4e0b\u6587\u91cd\u7f6e\uff09\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f53\u4e00\u4e2a Agent \u7684\u4e0a\u4e0b\u6587\u63a5\u8fd1\u9971\u548c\u65f6\uff0c\u5148\u628a\u5f53\u524d\u4efb\u52a1\u72b6\u6001\u3001\u5df2\u5b8c\u6210\u7684\u5de5\u4f5c\u3001\u5f85\u529e\u4e8b\u9879\u7ed3\u6784\u5316\u5730\u63d0\u53d6\u51fa\u6765<\/li>\n\n\n\n<li>\u542f\u52a8\u4e00\u4e2a<strong>\u5168\u65b0\u7684\u201c\u5e72\u51c0\u201d Agent<\/strong>\uff0c\u628a\u7ed3\u6784\u5316\u7684\u4ea4\u63a5\u6587\u6863\u4ea4\u7ed9\u5b83<\/li>\n\n\n\n<li>\u65b0 Agent \u4ece\u5e72\u51c0\u7684\u72b6\u6001\u7ee7\u7eed\u5de5\u4f5c<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u50cf\u7a0b\u5e8f\u78b0\u5230\u5185\u5b58\u6cc4\u6f0f\u65f6\u7684\u89e3\u6cd5\u2014\u2014\u4f60\u4e0d\u53bb\u624b\u52a8\u91ca\u653e\u6bcf\u4e00\u4e2a\u5185\u5b58\u5757\uff08\u5bf9\u5e94\u4e0a\u4e0b\u6587\u538b\u7f29\uff09\uff0c\u800c\u662f\u76f4\u63a5\u91cd\u542f\u8fdb\u7a0b\uff0c\u4ece\u68c0\u67e5\u70b9\u6062\u590d\u72b6\u6001\u3002\u867d\u7136\u7c97\u66b4\uff0c\u4f46\u5728\u957f\u4efb\u52a1\u573a\u666f\u91cc\uff0c\u4e00\u4e2a\u5e72\u51c0\u91cd\u542f\u7684 Agent \u6bd4\u4e00\u4e2a\u585e\u6ee1\u4e86\u5386\u53f2\u4fe1\u606f\u7684 Agent \u8868\u73b0\u597d\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u601d\u8def\u8ddf Carlini \u5728\u7f16\u8bd1\u5668\u9879\u76ee\u91cc\u7684\u505a\u6cd5\u672c\u8d28\u4e0a\u662f\u4e00\u56de\u4e8b\u2014\u2014\u4ed6\u8dd1\u4e86 2000 \u4e2a Claude Code \u4f1a\u8bdd\uff0c\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u662f\u72ec\u7acb\u7684\u3001\u4ece\u5e72\u51c0\u72b6\u6001\u5f00\u59cb\u3002\u53ea\u4e0d\u8fc7 Anthropic \u628a\u8fd9\u4e2a\u201c\u91cd\u542f-\u6062\u590d\u201d\u8fc7\u7a0b\u6b63\u5f0f\u5316\u548c\u7ed3\u6784\u5316\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e24\u79cd\u914d\u7f6e\u7684\u6210\u672c\u5bf9\u6bd4\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u914d\u7f6e<\/th><th>\u8017\u65f6<\/th><th>\u82b1\u8d39<\/th><th>\u6548\u679c<\/th><\/tr><tr><td>Solo Harness\uff08\u5355 Agent + \u6700\u5c11\u5de5\u5177\uff09<\/td><td>20 \u5206\u949f<\/td><td>$9<\/td><td>\u8dd1\u4e0d\u8d77\u6765\u7684\u534a\u6210\u54c1<\/td><\/tr><tr><td>Full Harness\uff08\u4e09 Agent + \u5b8c\u6574\u5de5\u5177\u94fe\uff09<\/td><td>6 \u5c0f\u65f6<\/td><td>$200<\/td><td>\u5b8c\u6574\u53ef\u7528\u7684\u5e94\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u590d\u6742\u7684\u4efb\u52a1\u5dee\u8ddd\u66f4\u660e\u663e\u2014\u2014\u7528 Full Harness \u505a\u4e00\u4e2a\u6d4f\u89c8\u5668\u91cc\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E9%9F%B3%E4%B9%90%E5%88%B6%E4%BD%9C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u97f3\u4e50\u5236\u4f5c<\/a>\u5de5\u4f5c\u7ad9\uff08DAW\uff09\uff0c\u8dd1\u4e86\u5c06\u8fd1 4 \u5c0f\u65f6\u82b1\u4e86 $124.70\uff0c\u4ea7\u51fa\u4e86\u4e00\u4e2a\u5e26\u6709\u7f16\u66f2\u89c6\u56fe\u3001\u6df7\u97f3\u53f0\u548c\u64ad\u653e\u63a7\u5236\u7684\u53ef\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f46\u6709\u4e00\u4e2a\u91cd\u8981\u53d1\u73b0<\/strong>\uff1a\u5f53\u4ed6\u4eec\u628a\u6a21\u578b\u4ece Sonnet 4.5 \u6362\u6210 Opus 4.6 \u540e\uff0cSprint \u673a\u5236\u53ef\u4ee5\u5b8c\u5168\u79fb\u9664\uff0cEvaluator \u4ece\u6bcf\u4e2a Sprint \u68c0\u67e5\u53d8\u6210\u4e86\u6700\u540e\u53ea\u505a\u4e00\u6b21\u68c0\u67e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic \u5bf9\u6b64\u603b\u7ed3\u5f97\u975e\u5e38\u7cbe\u8f9f\uff1a<strong>&#8220;Every component in a harness encodes an assumption about what the model can&#8217;t do on its own, and those assumptions are worth stress testing.&#8221;<\/strong>\uff08Harness \u4e2d\u7684\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u7f16\u7801\u4e86\u4e00\u4e2a\u5173\u4e8e\u201c\u6a21\u578b\u9760\u81ea\u5df1\u505a\u4e0d\u5230\u4ec0\u4e48\u201d\u7684\u5047\u8bbe\uff0c\u800c\u8fd9\u4e9b\u5047\u8bbe\u503c\u5f97\u5b9a\u671f<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%8E%8B%E5%8A%9B%E6%B5%8B%E8%AF%95&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u538b\u529b\u6d4b\u8bd5<\/a>\u3002\uff09<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Anthropic \u7684\u7ed3\u8bba<\/strong>\uff1a&#8221;The space of interesting harness combinations doesn&#8217;t shrink as models improve. Instead, it moves.&#8221;\u2014\u2014\u6a21\u578b\u8d8a\u5f3a\uff0c\u4e0d\u662f\u4e0d\u9700\u8981 Harness \u4e86\uff0c\u800c\u662f Harness \u7684\u8bbe\u8ba1<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%A9%BA%E9%97%B4%E8%BD%AC%E7%A7%BB&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7a7a\u95f4\u8f6c\u79fb<\/a>\u5230\u4e86\u65b0\u7684\u4f4d\u7f6e\u3002\u8fd9\u610f\u5473\u7740\u4f60\u9700\u8981<strong>\u5b9a\u671f\u7b80\u5316 Harness<\/strong>\u2014\u2014\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0c\u4e4b\u524d\u5fc5\u8981\u7684\u4fdd\u62a4\u673a\u5236\u53ef\u80fd\u5df2\u7ecf\u5197\u4f59\u4e86\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Stripe\uff1a\u6bcf\u5468 1300+ \u4e2a PR\uff0c\u5168\u7a0b\u65e0\u4eba\u503c\u5b88\uff0c\u4ed6\u4eec\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Stripe \u7684 Minions \u7cfb\u7edf\u4ee3\u8868\u4e86\u53e6\u4e00\u4e2a\u6781\u7aef\u2014\u2014\u9ad8\u5ea6\u81ea\u52a8\u5316\u7684\u65e0\u4eba\u503c\u5b88\u6a21\u5f0f\u3002<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%BC%80%E5%8F%91%E8%80%85&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5f00\u53d1\u8005<\/a>\u53d1\u4e00\u6761 Slack \u6d88\u606f\uff0cAgent \u5c31\u4ece\u5199\u4ee3\u7801\u5230\u8dd1 CI \u5230\u63d0 PR \u5168\u90e8\u641e\u5b9a\uff0c\u4eba\u53ea\u5728\u6700\u540e\u5ba1\u67e5\u3002\u6bcf\u5468\u8d85\u8fc7 1300 \u4e2a\u5b8c\u5168\u7531 Minions \u751f\u4ea7\u7684\u3001\u4e0d\u542b\u4efb\u4f55\u4eba\u5199\u4ee3\u7801\u7684 PR \u88ab\u5408\u5e76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1148\" height=\"343\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w.jpg\" alt=\"\" class=\"wp-image-2169\" style=\"width:1148px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w.jpg 1148w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w-300x90.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w-1024x306.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w-768x229.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-675d613a2aead3fc2b99c1b833d4bd3c_1440w-18x5.jpg 18w\" sizes=\"auto, (max-width: 1148px) 100vw, 1148px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u4e2a\u6570\u5b57\u7b2c\u4e00\u6b21\u770b\u5230\u7684\u65f6\u5019\u6709\u70b9\u9707\u60ca\u3002\u4e0b\u9762\u62c6\u4e00\u4e0b\u4ed6\u4eec\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u7ec4\u4ef6<\/th><th>\u4f5c\u7528<\/th><th>\u5173\u952e\u8bbe\u8ba1<\/th><\/tr><tr><td>Devbox<\/td><td><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%BC%80%E5%8F%91%E7%8E%AF%E5%A2%83&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5f00\u53d1\u73af\u5883<\/a><\/td><td>AWS EC2 \u9884\u88c5\u6e90\u7801\u548c\u670d\u52a1\uff0c\u9884\u70ed\u6c60\u5206\u914d\uff0c\u542f\u52a8\u7ea6 10 \u79d2\uff0c\u201c\u7272\u53e3\u4e0d\u662f\u5ba0\u7269\u201d<\/td><\/tr><tr><td>\u7f16\u6392<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%8A%B6%E6%80%81%E6%9C%BA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u72b6\u6001\u673a<\/a><\/td><td>\u6d41\u7a0b\u63a7\u5236<\/td><td>\u6df7\u5408\u786e\u5b9a\u6027\u8282\u70b9\uff08lint\u3001push\uff09\u548c Agent \u8282\u70b9\uff08\u5b9e\u73b0\u529f\u80fd\u3001\u4fee CI\uff09\uff0c\u8be5\u786e\u5b9a\u7684\u5730\u65b9\u786e\u5b9a\uff0c\u8be5\u7075\u6d3b\u7684\u5730\u65b9\u7075\u6d3b<\/td><\/tr><tr><td>Toolshed MCP<\/td><td>\u5de5\u5177\u670d\u52a1<\/td><td>\u96c6\u4e2d\u5f0f MCP \u670d\u52a1\uff0c\u8fd1 500 \u4e2a\u5de5\u5177\uff0c\u6bcf\u4e2a Minion \u83b7\u5f97\u7b5b\u9009\u5b50\u96c6<\/td><\/tr><tr><td>\u53cd\u9988\u56de\u8def<\/td><td>\u8d28\u91cf\u4fdd\u969c<\/td><td>Pre-push hook \u79d2\u7ea7\u4fee lint\uff1b\u63a8\u9001\u540e\u6700\u591a 2 \u8f6e CI\uff08300 \u4e07+ \u6d4b\u8bd5\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Stripe \u7684\u7f16\u6392\u8bbe\u8ba1\u601d\u8def\u5f88\u6709\u610f\u601d\u3002\u4e0d\u662f\u628a\u6240\u6709\u4e8b\u60c5\u90fd\u4ea4\u7ed9 Agent \u5224\u65ad\uff0c\u4e5f\u4e0d\u662f\u5168\u90e8\u8d70\u786e\u5b9a\u6027\u6d41\u7a0b\uff0c\u800c\u662f\u4e00\u4e2a\u6df7\u5408\u72b6\u6001\u673a\u2014\u2014\u8be5\u786e\u5b9a\u7684\u5730\u65b9\u786e\u5b9a\uff08\u8dd1 lint\u3001\u63a8\u9001\u4ee3\u7801\uff09\uff0c\u8be5\u7075\u6d3b\u7684\u5730\u65b9\u7075\u6d3b\uff08\u5b9e\u73b0\u529f\u80fd\u3001\u4fee CI \u9519\u8bef\uff09\u3002\u5c31\u50cf\u4e00\u6761\u5de5\u5382\u6d41\u6c34\u7ebf\uff0c\u6709\u4e9b\u5de5\u4f4d\u662f\u673a\u5668\u4eba\u56fa\u5b9a\u52a8\u4f5c\uff0c\u6709\u4e9b\u5de5\u4f4d\u662f\u4eba\u5de5\u7075\u6d3b\u5904\u7406\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u7406\u5ff5<\/strong>\uff1a&#8221;What&#8217;s good for humans is good for agents.&#8221;\u2014\u2014\u4e3a\u4eba\u7c7b\u5de5\u7a0b\u5e08\u6295\u8d44\u7684 Devbox\u3001\u5de5\u5177\u94fe\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\uff0c\u5728 Agent \u4e0a\u4e5f\u76f4\u63a5\u4ea7\u751f\u4e86\u56de\u62a5\u3002Agent \u4e0d\u662f\u9700\u8981\u4e00\u5957\u5355\u72ec\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u662f\u5e94\u8be5\u8ddf\u4eba\u7c7b\u5de5\u7a0b\u5e08\u7528\u540c\u4e00\u5957\uff0c\u53ea\u662f\u4e00\u5f00\u59cb\u5c31\u5f97\u88ab\u5f53\u4f5c\u4e00\u7b49\u516c\u6c11\u6765\u8bbe\u8ba1\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u5e95\u5c42\u662f Block \u7684\u5f00\u6e90&nbsp;<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/block\/goose\" target=\"_blank\" rel=\"noopener\">goose<\/a>&nbsp;\u9879\u76ee\u7684\u4e00\u4e2a fork\uff0c\u9488\u5bf9\u65e0\u4eba\u503c\u5b88\u573a\u666f\u505a\u4e86\u5b9a\u5236\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Mitchell Hashimoto\uff1a\u4e0d\u8dd1\u591a Agent\uff0c\u4e00\u4e2a\u4eba\u7684 Harness \u5de5\u7a0b\u5b66<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Mitchell Hashimoto\uff08Vagrant\u3001Terraform\u3001Ghostty \u7ec8\u7aef<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%A8%A1%E6%8B%9F%E5%99%A8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6a21\u62df\u5668<\/a>\u7684\u4f5c\u8005\uff09\u7684\u5b9e\u8df5\u8def\u7ebf\u548c Stripe \u5b8c\u5168\u76f8\u53cd\u2014\u2014\u4ed6\u575a\u6301\u4e00\u6b21\u53ea\u8dd1\u4e00\u4e2a Agent\uff0c\u4fdd\u6301\u6df1\u5ea6\u53c2\u4e0e\u3002\u4ed6\u660e\u786e\u8bf4\u201c\u6211\u4e0d\u6253\u7b97\u8dd1\u591a\u4e2a Agent\uff0c\u4e5f\u4e0d\u60f3\u8dd1\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u7684\u516d\u6b65\u8fdb\u9636\u8def\u7ebf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6b65\u9aa4<\/th><th>\u540d\u79f0<\/th><th>\u6838\u5fc3\u505a\u6cd5<\/th><\/tr><tr><td>1<\/td><td>\u653e\u5f03\u804a\u5929\u6a21\u5f0f<\/td><td>\u8ba9 Agent \u5728\u80fd\u8bfb\u6587\u4ef6\u3001\u8dd1\u7a0b\u5e8f\u3001\u53d1 HTTP \u8bf7\u6c42\u7684\u73af\u5883\u91cc\u76f4\u63a5\u5e72\u6d3b<\/td><\/tr><tr><td>2<\/td><td>\u590d\u73b0\u81ea\u5df1\u7684\u5de5\u4f5c<\/td><td>\u6bcf\u4ef6\u4e8b\u505a\u4e24\u6b21\u2014\u2014\u4e00\u6b21\u81ea\u5df1\u505a\uff0c\u4e00\u6b21\u8ba9 Agent \u505a\uff0c\u4ed6\u5f62\u5bb9\u201c\u75db\u82e6\u81f3\u6781\u201d<\/td><\/tr><tr><td>3<\/td><td>\u4e0b\u73ed\u524d\u542f\u52a8 Agent<\/td><td>\u6bcf\u5929\u6700\u540e 30 \u5206\u949f\u7ed9 Agent \u5e03\u7f6e\u4efb\u52a1\uff1a\u6df1\u5ea6\u8c03\u7814\u3001\u6a21\u7cca\u63a2\u7d22\u3001Issue \u5206\u62e3<\/td><\/tr><tr><td>4<\/td><td>\u5916\u5305\u786e\u5b9a\u6027\u4efb\u52a1<\/td><td>\u6311\u51fa Agent \u51e0\u4e4e\u4e00\u5b9a\u80fd\u505a\u597d\u7684\u4efb\u52a1\u540e\u53f0\u8dd1\u7740\uff0c\u5efa\u8bae\u5173\u6389\u684c\u9762\u901a\u77e5\u907f\u514d<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E4%B8%8A%E4%B8%8B%E6%96%87%E5%88%87%E6%8D%A2&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u4e0a\u4e0b\u6587\u5207\u6362<\/a><\/td><\/tr><tr><td>5<\/td><td>\u5de5\u7a0b\u5316 Harness<\/td><td>\u6bcf\u5f53 Agent \u72af\u9519\uff0c\u5c31\u5de5\u7a0b\u5316\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u8ba9\u5b83\u6c38\u8fdc\u4e0d\u518d\u72af\u540c\u6837\u7684\u9519<\/td><\/tr><tr><td>6<\/td><td>\u59cb\u7ec8\u6709 Agent \u5728\u8dd1<\/td><td>\u76ee\u6807\u662f 10-20% \u7684\u5de5\u4f5c\u65f6\u95f4\u6709\u540e\u53f0 Agent \u8fd0\u884c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong><code>AGENTS.md<\/code><\/strong>&nbsp;<strong>\u7684\u6b63\u786e\u7528\u6cd5<\/strong>\uff1aGhostty \u9879\u76ee\u91cc\u7684&nbsp;<code>AGENTS.md<\/code>\uff0c\u6bcf\u4e00\u884c\u90fd\u5bf9\u5e94\u7740\u4e00\u4e2a\u8fc7\u53bb\u7684 Agent \u5931\u8d25\u6848\u4f8b\u3002\u8fd9\u4e0d\u662f\u5199\u5b8c\u5c31\u6254\u7684\u9759\u6001\u6587\u6863\uff0c\u800c\u662f\u4e00\u4e2a\u6301\u7eed\u79ef\u7d2f\u7684\u9632\u9519\u7cfb\u7edf\u2014\u2014Agent \u72af\u4e86\u4e00\u4e2a\u65b0\u7c7b\u578b\u7684\u9519\u8bef\uff0c\u5c31\u52a0\u4e00\u884c\u89c4\u5219\uff0c\u4ee5\u540e\u5c31\u4e0d\u4f1a\u518d\u72af\u4e86\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1248\" height=\"994\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w.jpg\" alt=\"\" class=\"wp-image-2170\" style=\"width:1248px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w.jpg 1248w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w-300x239.jpg 300w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w-1024x816.jpg 1024w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w-768x612.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2026\/08\/v2-45c3660820f3aa7e7847536546229528_1440w-15x12.jpg 15w\" sizes=\"auto, (max-width: 1248px) 100vw, 1248px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Birgitta B\u00f6ckeler \u5bf9 Harness \u7684\u7cfb\u7edf\u5316\u68b3\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Birgitta B\u00f6ckeler\uff08Thoughtworks \u7684 Distinguished Engineer\uff09\u5728 Martin Fowler \u7f51\u7ad9\u4e0a\u53d1\u8868\u4e86\u5bf9 OpenAI \u5b9e\u8df5\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E7%BB%93%E6%9E%84%E5%8C%96%E5%88%86%E6%9E%90&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u7ed3\u6784\u5316\u5206\u6790<\/a>\u3002\u5979\u7684\u89c6\u89d2\u6bd4\u8f83\u72ec\u7279\u2014\u2014\u4e0d\u5173\u6ce8\u5177\u4f53\u600e\u4e48\u505a\uff0c\u800c\u662f\u5173\u6ce8\u8fd9\u4e9b\u505a\u6cd5\u53ef\u4ee5\u5f52\u4e3a\u54ea\u51e0\u7c7b\u3001\u7f3a\u4e86\u4ec0\u4e48\u3002\u5979\u628a Harness \u7ec4\u4ef6\u5f52\u4e3a\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5f52\u7c7b<\/th><th>\u5173\u6ce8\u70b9<\/th><th>\u5178\u578b\u5b9e\u8df5<\/th><\/tr><tr><td>Context Engineering<\/td><td>\u7ba1\u7406 Agent \u770b\u5230\u4ec0\u4e48\u3001\u4ec0\u4e48\u65f6\u5019\u770b\u5230<\/td><td>\u4ece\u5de8\u5927 AGENTS.md \u6f14\u5316\u4e3a\u5165\u53e3\u6587\u4ef6 + \u5206\u5c42\u6587\u6863<\/td><\/tr><tr><td>Architectural Constraints<\/td><td>\u786e\u4fdd Agent \u4e0d\u8dd1\u504f<\/td><td>\u81ea\u5b9a\u4e49 Linter\u3001\u7ed3\u6784\u6d4b\u8bd5\u3001LLM Agent \u5145\u5f53\u7ea6\u675f<\/td><\/tr><tr><td>Garbage Collection<\/td><td>\u5bf9\u6297\u71b5\u79ef\u7d2f<\/td><td>\u5b9a\u671f\u8fd0\u884c\u6e05\u7406 Agent \u626b\u63cf\u4e0d\u4e00\u81f4\u548c\u8fdd\u89c4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00f6ckeler \u8fd8\u63d0\u4e86\u51e0\u4e2a\u633a\u6709\u524d\u77bb\u6027\u7684\u5224\u65ad\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Harness \u5c06\u6210\u4e3a\u65b0\u7684\u670d\u52a1\u6a21\u677f<\/strong>\u2014\u2014\u5927\u591a\u6570\u7ec4\u7ec7\u53ea\u6709\u4e24\u4e09\u4e2a\u4e3b\u8981<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E6%8A%80%E6%9C%AF%E6%A0%88&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u6280\u672f\u6808<\/a>\uff0c\u672a\u6765\u56e2\u961f\u53ef\u80fd\u4f1a\u4ece\u4e00\u7ec4\u9884\u5236 Harness \u4e2d\u9009\u62e9\uff0c\u5c31\u50cf\u4eca\u5929\u4ece\u670d\u52a1\u6a21\u677f\u5b9e\u4f8b\u5316\u65b0\u670d\u52a1\u4e00\u6837\u3002<\/li>\n\n\n\n<li><strong>\u68d5\u5730\u9879\u76ee\u6539\u9020\u662f\u6700\u5927\u6311\u6218<\/strong>\u2014\u2014\u6240\u6709\u516c\u5f00\u6210\u529f\u6848\u4f8b\u90fd\u662f\u7eff\u5730\u9879\u76ee\uff0c\u5c06\u6709\u5341\u5e74\u5386\u53f2\u3001\u6ca1\u6709\u67b6\u6784\u7ea6\u675f\u7684\u4ee3\u7801\u5e93\u5f15\u5165 Harness Engineering \u662f\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002B\u00f6ckeler \u628a\u5b83\u6bd4\u4f5c\u201c\u5728\u4ece\u672a\u7528\u8fc7\u9759\u6001\u5206\u6790\u5de5\u5177\u7684\u4ee3\u7801\u5e93\u4e0a\u8fd0\u884c\u9759\u6001\u5206\u6790\u2014\u2014\u4f60\u4f1a\u88ab\u8b66\u62a5\u6df9\u6ca1\u201d\u3002\u5979\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u6982\u5ff5&#8221;Ambient Affordances&#8221;\uff1a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=274565635&amp;content_type=Article&amp;match_order=1&amp;q=%E5%BC%BA%E7%B1%BB%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noopener\">\u5f3a\u7c7b\u578b<\/a>\u8bed\u8a00\u5929\u7136\u6709\u7c7b\u578b\u68c0\u67e5\u4f5c sensor\uff0c\u6e05\u6670\u7684\u6a21\u5757\u8fb9\u754c\u65b9\u4fbf\u5b9a\u4e49\u67b6\u6784\u7ea6\u675f\uff0cSpring \u8fd9\u6837\u7684\u6846\u67b6\u62bd\u8c61\u4e86\u5f88\u591a\u7ec6\u8282\u2014\u2014<strong>\u73af\u5883\u672c\u8eab\u7684\u7ed3\u6784\u7279\u6027\u51b3\u5b9a\u4e86 Harness \u80fd\u505a\u591a\u597d<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u529f\u80fd\u9a8c\u8bc1\u4f53\u7cfb\u51e0\u4e4e\u7f3a\u5e2d<\/strong>\u2014\u2014\u5927\u91cf\u8ba8\u8bba\u4e86\u67b6\u6784\u7ea6\u675f\u548c\u71b5\u7ba1\u7406\uff0c\u4f46\u529f\u80fd\u6b63\u786e\u6027\u9a8c\u8bc1\u662f\u88ab\u4e25\u91cd\u5ffd\u89c6\u7684\u9886\u57df\u3002B\u00f6ckeler \u5bf9\u6b64\u6709\u4e00\u4e2a\u66f4\u5c16\u9510\u7684\u89c2\u5bdf\uff1a\u5f88\u591a\u56e2\u961f\u53ea\u662f\u8ba9 AI \u751f\u6210\u6d4b\u8bd5\u5957\u4ef6\u7136\u540e\u770b\u5b83\u662f\u5426\u7eff\u8272\u901a\u8fc7\uff0c\u4f46\u8fd9&#8221;puts a lot of faith into AI-generated tests, that&#8217;s not good enough yet&#8221;\u2014\u2014\u7528 AI \u751f\u6210\u7684\u6d4b\u8bd5\u6765\u9a8c\u8bc1 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528\u540c\u4e00\u53cc\u773c\u775b\u68c0\u67e5\u81ea\u5df1\u7684\u4f5c\u4e1a\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"gb-element-601b36b4\">\n<p class=\"wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--20);padding-bottom:0;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">Buy Me a Coffee<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"751\" height=\"1024\" src=\"https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay-751x1024.jpg\" alt=\"\" class=\"wp-image-527\" style=\"aspect-ratio:0.7334311843739415;width:312px;height:auto\" srcset=\"https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay-751x1024.jpg 751w, https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay-220x300.jpg 220w, https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay-768x1047.jpg 768w, https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay-9x12.jpg 9w, https:\/\/51ai.website\/wp-content\/uploads\/2025\/10\/wxpay.jpg 800w\" sizes=\"auto, (max-width: 751px) 100vw, 751px\" \/><\/figure>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Harness Engineering\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09\u662f\u56f4\u7ed5&nbsp;AI \u667a\u80fd\u4f53\u8bbe\u8ba1\u548c\u6784\u5efa\u7ea6\u675f\u673a\u5236\u3001\u53cd\u9988\u56de\u8def\u3001 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[35],"tags":[23,22],"class_list":["post-2147","post","type-post","status-publish","format-standard","hentry","category-recommend","tag-23","tag-22"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"acf":[],"views":8,"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"stark, tony","author_link":"https:\/\/51ai.website\/en\/author\/admin\/"},"uagb_comment_info":0,"uagb_excerpt":"Harness Engineering\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09\u662f\u56f4\u7ed5&nbsp;AI 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