{"id":20654,"date":"2026-04-18T18:11:25","date_gmt":"2026-04-18T10:11:25","guid":{"rendered":"https:\/\/92it.top\/?p=20654"},"modified":"2026-04-18T18:11:25","modified_gmt":"2026-04-18T10:11:25","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aaai%e7%9f%a5%e8%af%86%e7%82%b9_%e9%a9%be%e9%a9%ad%e5%b7%a5%e7%a8%8b%ef%bc%88harness-engineering%ef%bc%89","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20654","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2aAI\u77e5\u8bc6\u70b9_\u9a7e\u9a6d\u5de5\u7a0b\uff08Harness Engineering\uff09"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4eca\u5929\u54b1\u8981\u6765\u804a\u4e00\u4e2a\u6bd4\u8f83\u65b0\u7684\u6982\u5ff5 \u2014\u2014 <strong>Harness Engineering\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09<\/strong>\uff0c\u6709\u591a\u65b0\u5462\uff1f\u4eca\u5e74 2 \u6708 11 \u53f7 OpenAI \u624d\u63d0\u51fa\u7684\u4e00\u4e2a\u65b0\u6982\u5ff5\uff0c\u867d\u7136\u65b0\uff0c\u4f46\u662f\u5bf9 AI \u5708\u7684\u63a8\u52a8\u6027\u5374\u4e0d\u5bb9\u5c0f\u89d1\uff01<\/p>\n\n\n\n<p>\u4f60\u4eec\u6709\u6ca1\u6709\u53d1\u73b0\uff0c\u73b0\u5728 AI \u5199\u4ee3\u7801\u5df2\u7ecf\u5f88\u5f3a\u4e86\uff0c\u4f46\u5149\u6709 AI \u4e0d\u591f\u554a\uff01\u771f\u6b63\u8ba9 AI \u80fd\u5e2e\u6211\u4eec\u5e72\u6d3b\u7684\u5173\u952e\uff0c\u662f\u600e\u4e48\u8ba9 AI \u53ef\u9760\u5730\u5de5\u4f5c\u3002\u8fd9\u5c31\u662f Harness Engineering \u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5148\u8bf4\u51e0\u4e2a\u4ee4\u6211\u5f88\u9707\u64bc\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<ul>\n<li>OpenAI \u7684\u56e2\u961f\u7528 AI\uff0c\u4e94\u4e2a\u6708\u5199\u4e86 100 \u4e07\u884c\u4ee3\u7801\uff0c\u4e09\u4e2a\u5de5\u7a0b\u5e08\u5e73\u5747\u6bcf\u5929\u5408\u5e76 3.5 \u4e2a PR\uff0c\u6ca1\u6709\u4e00\u884c\u662f\u5de5\u7a0b\u5e08\u624b\u5199\u7684\uff1b<\/li>\n\n\n\n<li>Anthropic \u7684 Claude Code \u80fd\u8fde\u7eed\u5de5\u4f5c\u597d\u51e0\u5929\uff0c\u5e2e\u4f60\u6784\u5efa\u5b8c\u6574\u5e94\u7528\uff1b<\/li>\n\n\n\n<li>LangChain \u7684 Coding Agent \u6362\u4e2a &#8220;\u9a6c\u7532&#8221;\uff08harness\uff09\uff0c\u6027\u80fd\u76f4\u63a5\u4ece 52.8% \u98d9\u5347\u5230 66.5%\uff0c\u6a21\u578b\u672c\u8eab\u6ca1\u53d8\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u662f Harness Engineering \u7684\u9b45\u529b \u2014\u2014 \u8bbe\u8ba1\u4e00\u4e2a\u73af\u5883\uff0c\u8ba9 AI \u80fd\u53ef\u9760\u5730\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u5230\u5e95\u5565\u662f Harness Engineering?\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5148\u6253\u4e2a\u6bd4\u65b9\uff1a\u60f3\u8c61\u4e00\u4e2a\u539f\u751f\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5b83\u5c31\u50cf\u4e00\u5339\u62e5\u6709\u65e0\u7a77\u529b\u91cf\u3001\u901f\u5ea6\u6781\u5feb\uff0c\u4f46\u91ce\u6027\u672a\u9a6f\u7684\u795e\u8bdd\u7ea7\u91ce\u9a6c \u2014\u2014 \u65e5\u884c\u5343\u91cc\u7684\u90a3\u79cd\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"577\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-1024x577.png\" alt=\"\" class=\"wp-image-20655\" style=\"width:320px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-1024x577.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-300x169.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-768x432.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-830x467.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-230x130.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-350x197.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159-480x270.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-159.png 1300w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u8fd9\u5339\u9a6c\uff08AI \u6a21\u578b\uff09\u80fd\u529b\u5f3a\u5927\uff0c\u6709\u6d77\u91cf\u77e5\u8bc6\uff1b\u901f\u5ea6\u5feb\uff0c\u95ee\u4e4b\u5373\u7b54\u3002\u4f46\u5b83\u4e5f\u91ce\u6027\u96be\u9a6f\uff0c\u4f1a<strong>\u9057\u5fd8<\/strong>\uff0c\u4f1a<strong>\u5e7b\u89c9<\/strong>\uff08\u5373\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\uff09\uff0c\u751a\u81f3\u4f1a<strong>\u4e0d\u542c\u6307\u6325<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd391.1 \u521d\u7ea7\u73a9\u5bb6\u7684\u505a\u6cd5\uff0c\u5c31\u662f\u6211\u4eec\u719f\u6089\u7684 Prompt Engineering\uff08\u63d0\u793a\u8bcd\u5de5\u7a0b\uff09\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u5c31\u50cf\u4f60\u8dd1\u5230\u9a6c\u8ddf\u524d\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u53e3\u4ee4\u6765\u5f15\u5bfc\u5b83\u3002\u6bd4\u5982\uff0c\u4f60\u4e0d\u518d\u662f\u7b80\u5355\u5730\u558a \u201c\u53bb B \u70b9\uff01\u201d\uff0c\u800c\u662f\u7528\u66f4\u7cbe\u786e\u7684\u6307\u4ee4\uff1a\u201c\u8bf7\u4f60\u626e\u6f14\u4e00\u5339\u6700\u68d2\u7684\u4fe1\u4f7f\u9a6c\uff0c\u6cbf\u7740\u6cb3\u8fb9\u5c0f\u8def\uff0c\u628a\u8d27\u7269\u9001\u5230 B \u70b9\u7684\u7ea2\u8272\u623f\u5b50\u91cc\u3002\u201d \u8fd9\u80fd\u5927\u5927\u63d0\u9ad8\u4efb\u52a1\u7684\u6210\u529f\u7387\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u672c\u8d28 \u2014\u2014 \u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bed\u8a00\uff08\u7f30\u7ef3\uff09\uff0c\u6765\u5f15\u5bfc\u548c\u63a7\u5236 AI \u7684\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u8fd9\u8fd8\u4e0d\u592a\u591f\u7528\uff01\u5982\u679c\u8def\u9014\u5f88\u957f\uff0c\u9a6c\u4f1a\u5fd8\u8bb0\u76ee\u7684\u5730\u5417\uff1f\u9047\u5230\u5c94\u8def\u53e3\uff0c\u5b83\u77e5\u9053\u600e\u4e48\u9009\u5417\uff1f\u9700\u8981\u67e5\u8be2\u5916\u90e8\u4fe1\u606f\u65f6\uff08\u6bd4\u5982\u5730\u56fe\uff09\uff0c\u5b83\u80fd\u505a\u5230\u5417\uff1f<\/p>\n\n\n\n<p>\u4f60\u4f1a\u53d1\u73b0\uff0c\u53ea\u9760\u4f60\u4e00\u6b21\u6b21\u7684\u558a\u8bdd\uff08Prompt\uff09\uff0c\u662f\u65e0\u6cd5\u5efa\u7acb\u4e00\u4e2a\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\u7684\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd391.2 Harness Engineering\uff08\u9a7e\u9a6d\u5de5\u7a0b\uff09\u95ea\u4eae\u767b\u573a\uff01<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-1024x570.png\" alt=\"\" class=\"wp-image-20657\" style=\"width:330px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-1024x570.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-300x167.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-768x427.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-830x462.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-230x128.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-350x195.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161-480x267.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-161.png 1298w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Harness\uff0c\u672c\u610f\u662f \u201c\u9a6c\u5177\u201d\u3002\u5c31\u662f\u7ed9\u9a6c\u5957\u4e0a\u7684\u90a3\u4e00\u6574\u5957\u88c5\u5907\uff1a\u7f30\u7ef3\u3001\u56bc\u5b50\u3001\u773c\u7f69\u3001\u9a6c\u978d\uff0c\u4ee5\u53ca\u8fde\u63a5\u9a6c\u548c\u9a6c\u8f66\u7684\u633d\u5177\u3002<\/p>\n\n\n\n<p>\u9a7e\u9a6d\u5de5\u7a0b\uff0c\u5c31\u662f\u56f4\u7ed5\u7740\u8fd9\u5339\u5f3a\u5927\u7684 AI \u91ce\u9a6c\uff0c\u6784\u5efa\u4e00\u6574\u5957\u5b8c\u6574\u3001\u7cbe\u5bc6\u7684 \u201c\u9a6c\u5177\u7cfb\u7edf\u201d\uff0c\u4ece\u800c\u8ba9\u5b83\u7684\u5f3a\u5927\u529b\u91cf\u80fd\u591f\u88ab\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u9ad8\u6548\u5730\u5229\u7528\u3002\u5b83\u4e0d\u518d\u662f\u5355\u70b9\u7684 \u201c\u5bf9\u8bdd\u201d\uff0c\u800c\u662f\u7cfb\u7edf\u5316\u7684 \u201c\u5de5\u7a0b\u201d\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aPrompt Engineering \u6559\u4f60\u5982\u4f55\u4e0e\u9a6c\u5bf9\u8bdd\uff0c\u800c Harness Engineering \u6559\u4f60\u5982\u4f55\u4e3a\u9a6c\u6253\u9020\u4e00\u5957\u5b9a\u5236\u7684 \u201c\u4f5c\u6218\u88c5\u5907\u201d\uff0c\u5e76\u6307\u6325\u5b83\u5b8c\u6210\u590d\u6742\u7684\u7cfb\u7edf\u6027\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd391.2 \u4eba\u8bdd\u7248\u5b9a\u4e49<\/strong><\/p>\n\n\n\n<p>\u5b98\u65b9\u89e3\u91ca\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\ud83d\udc68\u200d\ud83d\udcbc \"An agent harness is the system that enables a model to act as an agent: it processes inputs, orchestrates tool calls, and returns results.\"<\/pre>\n\n\n\n<p>\u7ffb\u8bd1\u6210\u4eba\u8bdd\u5c31\u662f\uff1aHarness \u5c31\u662f\u7ed9 AI agent \u914d\u5957\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5e2e\u5b83\u5904\u7406\u8f93\u5165\u3001\u5b89\u6392\u5de5\u5177\u4f7f\u7528\u3001\u8fd4\u56de\u7ed3\u679c\u3002\u662f\u4e0d\u662f\u6709\u70b9\u62bd\u8c61\uff1f\u6211\u6765\u4e3e\u4e2a\u5177\u4f53\u7684\ud83c\udf42<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd391.3 \u4e00\u4e2a\u5c0f\u4f8b\u5b50\u770b\u770b Harness \u5389\u4e0d\u5389\u5bb3\u5c31\u5b8c\u4e86<\/strong><\/p>\n\n\n\n<p>\u573a\u666f\uff1a\u8ba9 AI \u5e2e\u4f60\u91cd\u6784\u4e00\u4e2a 10 \u4e07\u884c\u7684\u4ee3\u7801\u5e93<\/p>\n\n\n\n<p>\u274c \u88f8 AI\uff08\u6ca1\u6709 Harness\uff09\uff1a<\/p>\n\n\n\n<p>\u76f4\u63a5\u628a\u4ee3\u7801\u6254\u7ed9 AI\uff0c\u8bf4\uff1a\u201c\u5e2e\u6211\u91cd\u6784\u201d<\/p>\n\n\n\n<p>\u2192 AI \u770b\u4e86 1000 \u884c\u5c31\u5f00\u59cb\u778e\u6539\uff0c3 \u5c0f\u65f6\u540e\u4ee3\u7801\u5e93\u5f7b\u5e95\u5d29\u6e83<\/p>\n\n\n\n<p>\u2705 \u6709 Harness \u7684 AI\uff1a<\/p>\n\n\n\n<ol>\n<li>\u5148\u7ed9 AI \u6ce8\u5165\u67b6\u6784\u6587\u6863\uff08\u76f8\u5f53\u4e8e\u7ed9\u5b83\u4e00\u5f20\u5730\u56fe\uff09<\/li>\n\n\n\n<li>\u9650\u5236\u6bcf\u6b21\u53ea\u80fd\u6539\u4e00\u4e2a\u6a21\u5757\uff08\u4e0d\u8ba9\u5b83\u4e71\u8dd1\uff09<\/li>\n\n\n\n<li>\u5f3a\u5236\u6539\u5b8c\u540e\u5fc5\u987b\u8dd1\u6d4b\u8bd5\uff08\u68c0\u67e5\u505a\u5bf9\u4e86\u6ca1\uff09<\/li>\n\n\n\n<li>\u68c0\u6d4b\u5230\u5931\u8d25\u65f6\u81ea\u52a8\u56de\u6eda\uff08\u9519\u4e86\u80fd\u64a4\u56de\uff09 \u2192 AI \u82b1\u4e86 2 \u5929\uff0c\u6210\u529f\u91cd\u6784\u4e86 80% \u7684\u4ee3\u7801<\/li>\n<\/ol>\n\n\n\n<p>\u6709 Harness \u548c\u6ca1\u6709 Harness\uff0c\u5dee\u522b\u5c31\u662f\u8fd9\u4e48\u5927\uff01\uff01\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"631\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-1024x631.png\" alt=\"\" class=\"wp-image-20660\" style=\"width:360px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-1024x631.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-300x185.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-768x473.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-830x512.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-230x142.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-350x216.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163-480x296.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/04\/\u56fe\u7247-163.png 1366w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001Harness Engineering \u7684\u4e09\u4e2a\u6838\u5fc3\u7ef4\u5ea6\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5f88\u591a\u4eba\u4ee5\u4e3a harness \u5c31\u662f &#8220;\u7ed9 AI \u63a5\u5de5\u5177\u7684\u80f6\u6c34\u5c42&#8221;\uff0c\u5b9e\u9645\u4e0a\u5b83\u5305\u542b\u4e09\u4e2a\u6838\u5fc3\u7ef4\u5ea6\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd392.1 Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u6838\u5fc3<\/strong>\uff1a\u4e0d\u662f\u628a\u6240\u6709\u4fe1\u606f\u90fd\u585e\u7ed9 AI\uff0c\u800c\u662f\u7ed9\u5b83\u4e00\u4e2a\u5730\u56fe\uff0c\u8ba9\u5b83\u6309\u9700\u68c0\u7d22\u3002<\/p>\n\n\n\n<ul>\n<li>OpenAI \u7684 AGENTS.md \u53ea\u6709 100 \u884c\uff0c\u4f46\u5b83\u6307\u5411\u5b8c\u6574\u77e5\u8bc6\u5e93\u3002AI \u9700\u8981\u4ec0\u4e48\u81ea\u5df1\u53bb\u67e5\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u5168\u585e\u8fdb\u53bb\u3002<strong>\u5927\u767d\u8bdd<\/strong>\uff1a\u5c31\u50cf\u5bfc\u822a\u8f6f\u4ef6\uff0c\u4e0d\u662f\u628a\u6240\u6709\u5730\u56fe\u6570\u636e\u4e00\u6b21\u6027\u663e\u793a\uff0c\u800c\u662f\u4f60\u5728\u54ea\u91cc\uff0c\u5c31\u7ed9\u4f60\u663e\u793a\u9644\u8fd1\u7684\u8def\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.2 Tool Engineering\uff08\u5de5\u5177\u5de5\u7a0b\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u6838\u5fc3<\/strong>\uff1a\u8bbe\u8ba1\u53d7\u63a7\u7684\u9ad8\u6548\u5de5\u5177\uff0c\u4e0d\u662f\u8ba9 AI \u76f4\u63a5\u64cd\u4f5c\u6570\u636e\u5e93\uff0c\u800c\u662f\u63d0\u4f9b\u5c01\u88c5\u597d\u7684\u3001\u5e26\u7ea6\u675f\u7684 API\u3002<\/p>\n\n\n\n<ul>\n<li>\u6bd4\u5982 Hightouch \u7684 Agent \u4e0d\u80fd\u6267\u884c\u4efb\u610f SQL\uff0c\u53ea\u80fd\u8c03\u7528\u9884\u5b9a\u4e49\u597d\u7684\u67e5\u8be2\u51fd\u6570\u3002\u8fd9\u6837 AI \u5c31\u4e0d\u4f1a\u56e0\u4e3a\u6743\u9650\u592a\u5927\u800c\u95ef\u7978\u3002<strong>\u5927\u767d\u8bdd<\/strong>\uff1a\u5c31\u50cf\u7ed9\u5c0f\u5b69\u4e00\u628a\u5b89\u5168\u526a\u5200\uff0c\u5200\u5203\u662f\u949d\u7684\uff0c\u53ea\u80fd\u526a\u7eb8\uff0c\u4e0d\u80fd\u4f24\u4eba\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong><strong>\ud83d\udd39<\/strong>2.3 Workflow Engineering\uff08\u5de5\u4f5c\u6d41\u5de5\u7a0b\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u6838\u5fc3<\/strong>\uff1a\u6784\u5efa\u4fe1\u4efb\u7684\u9a8c\u8bc1\u5faa\u73af\uff0c\u4e0d\u8ba9 AI \u81ea\u5df1\u5224\u65ad\u505a\u5b8c\u4e86\uff0c\u800c\u662f\u7528\u5916\u90e8\u6807\u51c6\u9a8c\u8bc1\u6765\u9a8c\u8bc1 AI \u662f\u5426\u505a\u5b8c\u3001\u505a\u597d\u3002<\/p>\n\n\n\n<ul>\n<li>LangChain \u7684 middleware \u4f1a\u5f3a\u5236 Agent \u5728\u9000\u51fa\u524d\u5fc5\u987b\u8dd1\u6d4b\u8bd5\uff0c\u6ca1\u901a\u8fc7\u5c31\u4e0d\u8ba9\u8d70\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5927\u767d\u8bdd<\/strong>\uff1a\u5c31\u50cf\u8003\u8bd5\uff0c\u4e0d\u662f\u5b66\u751f\u8bf4 &#8220;\u6211\u5199\u5b8c\u4e86&#8221; \u5c31\u884c\uff0c\u5f97\u6709\u6807\u51c6\u7b54\u6848\u68c0\u9a8c\u4f60\u5bf9\u4e86\u6ca1\u6709\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981 Harness Engineering?\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u4e2a\u95ee\u9898\u7279\u522b\u91cd\u8981\uff0c\u56e0\u4e3a\u7406\u89e3\u4e86 &#8220;\u4e3a\u4ec0\u4e48&#8221;\uff0c\u4f60\u624d\u80fd\u771f\u6b63\u7406\u89e3\u8fd9\u4e2a\u6982\u5ff5\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><strong><strong>\ud83d\udd39<\/strong>3.1 \u6838\u5fc3\u6311\u6218\uff1aAI \u7684 &#8220;\u5931\u5fc6\u75c7&#8221;<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\ud83d\udc68\u200d\ud83d\udcbc \u5148\u95ee\u5927\u5bb6\u4e00\u4e2a\u95ee\u9898\uff1aAI \u6a21\u578b\u6709\u8bb0\u5fc6\u5417\uff1f\n\n\u7b54\u6848\u662f\uff1a\u6ca1\u6709\uff01<\/pre>\n\n\n\n<p>LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u6bcf\u6b21\u63a8\u7406\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u7c7b\u4f3c\u4e8e <code>f(context) \u2192 output<\/code>\u3002\u4f60\u7ed9\u5b83\u4e00\u6bb5\u6587\u5b57\uff0c\u5b83\u9884\u6d4b\u4e0b\u4e00\u4e2a token\uff0c\u7136\u540e\u5c31\u6ca1\u4e86\u3002\u4e0b\u4e00\u6b21\u8c03\u7528\u662f\u5b8c\u5168\u72ec\u7acb\u7684\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\uff01<strong>\u590d\u6742\u5de5\u4f5c\u662f\u6709\u72b6\u6001\u7684<\/strong>\u3002\u4f60\u5f97\u8bb0\u4f4f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6211\u5df2\u7ecf\u505a\u4e86\u4ec0\u4e48<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a\u8fd9\u4e9b<\/li>\n\n\n\n<li>\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48<\/li>\n\n\n\n<li>\u76ee\u6807\u662f\u4ec0\u4e48<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u5c34\u5c2c\u4e86\uff1a<strong>AI \u662f\u65e0\u72b6\u6001\u7684\uff0c\u4f46\u5de5\u4f5c\u662f\u6709\u72b6\u6001\u7684\u3002<\/strong><\/p>\n\n\n\n<p>Anthropic \u7528\u4e86\u4e00\u4e2a\u7279\u522b\u5f62\u8c61\u7684\u6bd4\u55bb\uff1a<strong>\u8fd9\u5c31\u50cf\u4e00\u4e2a\u8f6f\u4ef6\u9879\u76ee\u7531\u5de5\u7a0b\u5e08\u8f6e\u73ed\u5b8c\u6210\uff0c\u6bcf\u4e2a\u65b0\u5de5\u7a0b\u5e08\u6765\u7684\u65f6\u5019\u90fd\u4e0d\u8bb0\u5f97\u4e0a\u4e00\u73ed\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/strong> \u4f60\u8bf4\u5c34\u5c2c\u4e0d\u5c34\u5c2c\uff1f<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.2 \u4e09\u4e2a\u5177\u4f53\u74f6\u9888<\/strong><\/p>\n\n\n\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u8fd9\u4e2a\u6311\u6218\u8868\u73b0\u4e3a\u4e09\u4e2a\u5177\u4f53\u7684\u74f6\u9888\uff1a<\/p>\n\n\n\n<p><strong>\u74f6\u9888\u4e00\uff1a\u4ece &#8220;\u5355\u6b65\u667a\u80fd&#8221; \u5230 &#8220;\u957f\u65f6\u7a0b\u53ef\u9760\u6027&#8221; \u7684\u9e3f\u6c9f<\/strong><\/p>\n\n\n\n<p>\u5404\u79cd Benchmark \u5237\u699c\u5236\u9020\u4e86\u4e00\u4e2a\u5e7b\u89c9\uff1a\u6a21\u578b\u5728\u5355\u8f6e\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u5df2\u7ecf\u5f88\u9ad8\uff08&gt;85%\uff09\uff0c\u4f46\u8fd9\u65e0\u6cd5\u9884\u6d4b\u5b83\u5728\u7b2c 50 \u6b65\u3001\u7b2c 100 \u6b65\u4e4b\u540e\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\"A 1% difference on a leaderboard cannot detect the reliability if a model drifts off-track after fifty steps.\"\n\n\u6392\u884c\u699c\u4e0a 1% \u7684\u5dee\u5f02\u65e0\u6cd5\u68c0\u6d4b\u51fa\u6a21\u578b\u5728\u7b2c 50 \u6b65\u4e4b\u540e\u662f\u5426\u4f1a\u504f\u79bb\u8f68\u9053\u3002<\/pre>\n\n\n\n<p>Anthropic \u5728\u6784\u5efa Claude Code \u65f6\uff0c\u53d1\u73b0\u4e86\u4e24\u4e2a\u5178\u578b\u7684\u5931\u8d25\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ol>\n<li>&#8220;All-or-nothing&#8221; \u6a21\u5f0f\uff1aAgent \u8bd5\u56fe\u4e00\u6b21\u6027\u5b8c\u6210\u6240\u6709\u529f\u80fd\uff0c\u5bfc\u81f4 context \u8017\u5c3d\uff0c\u4e0b\u4e00\u4e2a session \u63a5\u624b\u65f6\u53d1\u73b0\u4ee3\u7801\u5199\u4e86\u4e00\u534a\u3001\u6ca1\u6709\u6587\u6863\u3001\u65e0\u6cd5\u7ee7\u7eed<\/li>\n\n\n\n<li>&#8220;\u8fc7\u65e9\u80dc\u5229&#8221; \u6a21\u5f0f\uff1aAgent \u770b\u5230\u4e00\u70b9\u8fdb\u5c55\u5c31\u5ba3\u5e03\u4efb\u52a1\u5b8c\u6210\uff0c\u5b9e\u9645\u4e0a\u6838\u5fc3\u529f\u80fd\u8fd8\u6ca1\u5b9e\u73b0<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udca1 \u8fd9\u4e24\u4e2a\u5931\u8d25\u6a21\u5f0f\u7684\u5171\u540c\u70b9\u662f\uff1a<strong>Agent \u7f3a\u4e4f &#8220;\u6211\u5728\u505a\u4ec0\u4e48&#8221; \u7684\u6301\u7eed\u8ba4\u77e5\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u74f6\u9888\u4e8c\uff1aContext \u7206\u70b8\u4e0e Attention \u7684\u9650\u5236<\/strong><\/p>\n\n\n\n<p>\u73b0\u5728\u7684 Agent \u5e94\u7528\u52a8\u8f84\u9700\u8981\u5904\u7406 10 \u4e07 + token \u7684 context\u3002\u4f46\u95ee\u9898\u662f \u2014\u2014**Lost in the Middle\uff08\u4e2d\u95f4\u4e22\u5931\uff09** \u73b0\u8c61\u662f Transformer \u67b6\u6784 Attention \u673a\u5236\u7684\u6570\u5b66\u7279\u6027\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\uff1a\u628a 100 \u9875\u6587\u6863\u5168\u90e8\u585e\u8fdb context\uff0c\u6548\u679c\u8fd8\u4e0d\u5982\u7ed9 AI \u4e00\u4e2a 100 \u884c\u7684 &#8220;\u5730\u56fe&#8221;\uff0c\u8ba9\u5b83\u6309\u9700\u68c0\u7d22\u3002<\/p>\n\n\n\n<p>OpenAI \u7684 Codex \u56e2\u961f\u5728\u6784\u5efa 100 \u4e07\u884c\u4ee3\u7801\u7684 Agent \u7ef4\u62a4\u7cfb\u7edf\u65f6\uff0c\u6838\u5fc3\u7b56\u7565\u5c31\u662f &#8220;<strong>\u6e10\u8fdb\u5f0f\u62ab\u9732<\/strong>&#8220;\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e0d\u662f\u628a\u6574\u4e2a codebase \u585e\u8fdb context<\/li>\n\n\n\n<li>\u800c\u662f\u7ed9 AI \u4e00\u4e2a <strong>AGENTS.md<\/strong>\uff08100 \u884c\uff09\uff0c\u4f5c\u4e3a\u7a33\u5b9a\u7684\u5165\u53e3\u70b9<\/li>\n\n\n\n<li>AI \u4ece\u8fd9\u4e2a\u5730\u56fe\u51fa\u53d1\uff0c\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u6309\u9700\u68c0\u7d22\u8be6\u7ec6\u5185\u5bb9<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\">\"Context engineering is not about compression, it's about architecture.\"<br>\u2014 Harrison Chase, LangChain<\/pre>\n\n\n\n<p>\ud83d\udca1 \u5173\u952e\u6d1e\u5bdf\uff1aContext \u5de5\u7a0b\u7684\u6838\u5fc3\u4e0d\u662f\u538b\u7f29\uff0c\u800c\u662f\u67b6\u6784\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p><strong>\u74f6\u9888\u4e09\uff1a\u4ece &#8220;\u80fd\u8dd1&#8221; \u5230 &#8220;\u53ef\u7ef4\u62a4&#8221; \u7684\u5de5\u7a0b\u5316 Gap<\/strong><\/p>\n\n\n\n<p>OpenAI \u7684 Codex \u56e2\u961f\u7528 5 \u4e2a\u6708\u6784\u5efa\u4e86\u4e00\u4e2a 100 \u4e07\u884c\u4ee3\u7801\u7684\u5e94\u7528\uff0c\u5b8c\u5168\u7531 AI \u751f\u6210\u548c\u7ef4\u62a4\u3002\u4f46\u4ed6\u4eec\u9047\u5230\u7684\u6700\u5927\u6311\u6218\u4e0d\u662f &#8220;\u8ba9 AI \u5199\u4ee3\u7801&#8221;\uff0c\u800c\u662f &#8220;\u8ba9 AI \u5199\u7684\u4ee3\u7801\u53ef\u7ef4\u62a4&#8221;\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u7684\u6838\u5fc3\u53d1\u73b0\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\"Our most difficult challenges now center on designing environments, feedback loops, and control systems.\"<br>\u6211\u4eec\u73b0\u5728\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u96c6\u4e2d\u5728\u8bbe\u8ba1\u73af\u5883\u3001\u53cd\u9988\u5faa\u73af\u548c\u63a7\u5236\u7cfb\u7edf\u4e0a\u3002<br>\u2014 OpenAI Codex Team<\/pre>\n\n\n\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6570\u636e\uff1a<\/p>\n\n\n\n<ul>\n<li>GPT-5.2-Codex \u5728\u4e0d\u540c harness \u914d\u7f6e\u4e0b\uff0c<strong>\u5206\u6570\u4ece 52.8% \u5230 66.5%<\/strong>\uff0826% \u7684\u76f8\u5bf9\u63d0\u5347\uff09<\/li>\n\n\n\n<li>\u6a21\u578b\u4ece GPT-5.2-Codex \u5347\u7ea7\u5230 GPT-5.3-Codex\uff0c\u5728 SWE-Bench Pro \u4e0a<strong>\u53ea\u63d0\u5347\u4e86 0.7%<\/strong>\uff0856.4% \u2192 56.8%\uff09<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udca1 \u8fd9\u8bf4\u660e\uff1a\u5f53\u6a21\u578b\u80fd\u529b\u8fbe\u5230\u4e00\u5b9a\u6c34\u5e73\u540e\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u6210\u4e3a\u6548\u679c\u7684\u4e3b\u8981\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u56db\u5bb6\u5927\u5382\u7684 Harness Engineering \u5b9e\u8df5\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\ud83d\udd394.1 OpenAI\uff1a\u6e10\u8fdb\u5f0f\u62ab\u9732\uff08\u89e3\u51b3\u4fe1\u606f\u91cf\u8d85\u51fa context window\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n\n\n\n<ul>\n<li>Agent \u9700\u8981\u7406\u89e3 100 \u4e07\u884c\u4ee3\u7801\uff0c\u4f46 context window \u53ea\u80fd\u88c5\u4e0b\u7ea6 20 \u4e07 tokens<\/li>\n\n\n\n<li>\u4f20\u7edf \u201c\u538b\u7f29\u201d \u65b9\u6848\uff08summarization\u3001RAG\uff09\u4f1a\u4e22\u5931\u7ed3\u6784\u5173\u7cfb<\/li>\n<\/ul>\n\n\n\n<p>\u89e3\u51b3\u601d\u8def\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e0d\u8981\u538b\u7f29\u4fe1\u606f\uff0c\u800c\u662f\u6784\u5efa \u201c\u5730\u56fe\u201d<\/li>\n\n\n\n<li>\u7ed9 AI \u4e00\u4e2a 100 \u884c\u7684 AGENTS.md \u4f5c\u4e3a\u5165\u53e3\uff0c\u8ba9\u5b83\u6309\u9700\u68c0\u7d22<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u4f53\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u77e5\u8bc6\u5e93\u4f5c\u4e3a\u76ee\u5f55<\/strong>\uff1aAGENTS.md \u6307\u5411\u7f16\u76ee\u7684\u8bbe\u8ba1\u6587\u6863\u548c\u67b6\u6784\u5730\u56fe\uff0cAI \u6309\u9700\u68c0\u7d22<\/li>\n\n\n\n<li><strong>\u4e3a Agent \u4f18\u5316\u4ee3\u7801\u5e93<\/strong>\uff1a\u6240\u6709\u5173\u952e\u4fe1\u606f\u5fc5\u987b\u5728\u4ee3\u7801\u5e93\u5185\u53ef\u68c0\u7d22\uff0c\u504f\u597d \u201c\u65e0\u804a\u201d \u7684\u6280\u672f<\/li>\n\n\n\n<li><strong>\u5f3a\u5236\u7ea6\u675f\u6761\u4ef6\u800c\u975e\u5177\u4f53\u5b9e\u73b0<\/strong>\uff1a\u8981\u6c42 Codex \u5728\u8fb9\u754c\u89e3\u6790\u6570\u636e\uff0c\u4f46\u4e0d\u89c4\u5b9a\u5982\u4f55\u5b9e\u73b0<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u504f\u5dee\u4fee\u590d<\/strong>\uff1a\u540e\u53f0\u4efb\u52a1\u5b9a\u671f\u626b\u63cf\u504f\u5dee\uff0c\u6253\u5f00\u91cd\u6784 PR<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548\uff1a\u6bcf\u6b21\u68c0\u7d22\u7684\u5185\u5bb9\u90fd\u4f4d\u4e8e Attention \u7684\u9ad8\u6548\u533a\u57df\uff08\u524d 20% \u548c\u540e 20%\uff09\uff0c\u800c\u975e\u88ab\u56f0\u5728 \u201c\u6ce8\u610f\u529b\u9ed1\u6d1e\u201d \u4e2d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.2 Anthropic: Initializer + Coding Agent\uff08\u89e3\u51b3\u8de8\u4f1a\u8bdd\u72b6\u6001\u4e22\u5931\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n\n\n\n<ul>\n<li>Agent \u5fc5\u987b\u5728\u591a\u4e2a\u4f1a\u8bdd\u4e2d\u5de5\u4f5c\uff0c\u6bcf\u4e2a\u65b0\u4f1a\u8bdd\u5f00\u59cb\u65f6\u90fd &#8220;\u5931\u5fc6&#8221;<\/li>\n\n\n\n<li>\u5bfc\u81f4 &#8220;All-or-nothing&#8221; \u548c &#8220;\u8fc7\u65e9\u80dc\u5229&#8221; \u4e24\u79cd\u5931\u8d25\u6a21\u5f0f<\/li>\n<\/ul>\n\n\n\n<p>\u89e3\u51b3\u601d\u8def\uff1a<\/p>\n\n\n\n<ul>\n<li>\u65e2\u7136 AI \u65e0\u6cd5 &#8220;\u8bb0\u4f4f&#8221;\uff0c\u5c31\u8ba9\u5b83\u6bcf\u6b21\u542f\u52a8\u65f6\u90fd\u80fd &#8220;\u8bfb\u53d6\u8bb0\u5f55&#8221;<\/li>\n\n\n\n<li>\u628a &#8220;\u8bb0\u5fc6&#8221; \u4ece AI \u7684\u5185\u90e8\u72b6\u6001\u5916\u5316\u4e3a\u53ef\u8bfb\u53d6\u7684\u6587\u4ef6\u7cfb\u7edf<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u4f53\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u9636\u6bb5 1: Initializer Agent \u2014 \u6784\u5efa &#8220;\u8bb0\u5fc6\u57fa\u7840\u8bbe\u65bd&#8221;:\n<ul>\n<li><code>init.sh<\/code> (\u73af\u5883\u521d\u59cb\u5316)<\/li>\n\n\n\n<li>\u529f\u80fd\u9700\u6c42\u6587\u4ef6 (200 + \u4e2a\u529f\u80fd\uff0c\u5168\u90e8\u6807\u8bb0 &#8220;\u5931\u8d25&#8221;)<\/li>\n\n\n\n<li><code>claude-progress.txt<\/code> (\u8fdb\u5ea6\u8ffd\u8e2a)<\/li>\n\n\n\n<li>\u521d\u59cb git \u63d0\u4ea4<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u9636\u6bb5 2: Coding Agent \u2014 \u6bcf\u4e2a\u4f1a\u8bdd\u9075\u5faa\u4e25\u683c\u6d41\u7a0b:\n<ul>\n<li>a. \u8bfb\u53d6\u72b6\u6001<\/li>\n\n\n\n<li>b. \u505a\u4e00\u4ef6\u4e8b (\u4e00\u6b21\u53ea\u5904\u7406\u4e00\u4e2a\u529f\u80fd)<\/li>\n\n\n\n<li>c. \u9a8c\u8bc1 (\u7aef\u5230\u7aef\u6d4b\u8bd5)<\/li>\n\n\n\n<li>d. \u8bb0\u5f55\u72b6\u6001 (git commit + \u66f4\u65b0 progress notes)<\/li>\n\n\n\n<li>e .\u5982\u679c\u5199\u9519\u4ee3\u7801\uff0c\u4e0b\u4e2a\u4f1a\u8bdd\u7528 git \u56de\u6eda<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548\uff1a\u8fd9\u4e2a\u65b9\u6cd5\u628a\u6709\u72b6\u6001\u4efb\u52a1\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u65e0\u72b6\u6001\u64cd\u4f5c\u3002\u6bcf\u4e2a Coding Agent \u4f1a\u8bdd\u8f6c\u6362\u6210\u4e86\u7eaf\u51fd\u6570\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>f(\u529f\u80fd\u5217\u8868 + git history + progress notes) \u2192 \u5b8c\u6210\u4e00\u4e2a\u529f\u80fd + \u66f4\u65b0\u8bb0\u5f55<\/code><\/pre>\n\n\n\n<p>AI \u4e0d\u9700\u8981 &#8220;\u8bb0\u4f4f&#8221;\uff0c\u56e0\u4e3a\u6240\u6709\u4fe1\u606f\u90fd\u5728\u8f93\u5165\u4e2d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.3 LangChain\uff1a\u5f3a\u5236\u9a8c\u8bc1\u5faa\u73af\uff08\u89e3\u51b3 Agent \u4e0d\u4f1a\u81ea\u6211\u9a8c\u8bc1\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n\n\n\n<ul>\n<li>Agent \u4e0d\u4f1a\u81ea\u7136\u5730\u9a8c\u8bc1\u81ea\u5df1\u7684\u5de5\u4f5c<\/li>\n\n\n\n<li>\u5199\u4e86\u4ee3\u7801 \u2192 \u91cd\u65b0\u9605\u8bfb \u2192 \u786e\u8ba4 &#8220;\u770b\u8d77\u6765\u6ca1\u95ee\u9898&#8221; \u2192 \u505c\u6b62<\/li>\n\n\n\n<li>\u4f46\u5b9e\u9645\u4e0a\u4ee3\u7801\u6839\u672c\u8dd1\u4e0d\u901a<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u6709\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u662f &#8220;\u6a21\u578b\u4e0d\u591f\u806a\u660e&#8221;\uff0c\u800c\u662f<strong>\u8bad\u7ec3\u6570\u636e\u504f\u5dee<\/strong>\uff1aLLM \u7684\u8bad\u7ec3\u6570\u636e\u4e3b\u8981\u662f &#8220;\u5199\u4ee3\u7801&#8221;\uff08GitHub commits\uff09\uff0c\u800c\u975e &#8220;\u5199\u4ee3\u7801 &#8211; \u6d4b\u8bd5 &#8211; \u4fee\u590d&#8221; \u7684\u5b8c\u6574\u5faa\u73af\u3002\u6a21\u578b\u5b66\u4f1a\u4e86 &#8220;\u751f\u6210\u770b\u8d77\u6765\u6b63\u786e\u7684\u4ee3\u7801&#8221;\uff0c\u4f46\u6ca1\u5b66\u4f1a &#8220;\u9a8c\u8bc1\u4ee3\u7801\u662f\u5426\u771f\u7684\u6b63\u786e&#8221;\u3002<\/p>\n\n\n\n<p>\u89e3\u51b3\u601d\u8def\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e0d\u4f9d\u8d56 prompt\uff0c\u800c\u662f\u7528\u786e\u5b9a\u6027\u673a\u5236\u5f3a\u5236\u9a8c\u8bc1\u5faa\u73af<\/li>\n\n\n\n<li>\u5728 Agent \u9000\u51fa\u524d\u7528 middleware \u62e6\u622a\u5b83\uff0c\u5f3a\u5236\u8fd0\u884c\u9a8c\u8bc1<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u4f53\u65b9\u6cd5:<\/p>\n\n\n\n<ol>\n<li><strong>PreCompletionChecklistMiddleware<\/strong>: Agent \u51c6\u5907\u9000\u51fa\u65f6\u62e6\u622a\u5b83\uff0c\u68c0\u67e5\u662f\u5426\u8fd0\u884c\u6d4b\u8bd5\u3001\u6d4b\u8bd5\u662f\u5426\u901a\u8fc7<\/li>\n\n\n\n<li><strong>LocalContextMiddleware<\/strong>: \u542f\u52a8\u65f6\u81ea\u52a8\u6620\u5c04\u5de5\u4f5c\u76ee\u5f55\u3001\u67e5\u627e\u53ef\u7528\u5de5\u5177\u3001\u6ce8\u5165\u73af\u5883\u4fe1\u606f<\/li>\n\n\n\n<li><strong>LoopDetectionMiddleware<\/strong>: \u8ddf\u8e2a\u6bcf\u4e2a\u6587\u4ef6\u7684\u7f16\u8f91\u6b21\u6570\uff0c\u7f16\u8f91 N \u6b21\u540e\u6dfb\u52a0\u4e0a\u4e0b\u6587\u63d0\u9192<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548: \u628a\u8f6f\u7ea6\u675f\uff08prompt\uff09\u53d8\u6210\u786c\u7ea6\u675f\uff08\u4ee3\u7801\u903b\u8f91\uff09\u3002Prompt \u53ef\u80fd\u88ab\u5ffd\u7565\uff0c\u4f46 Middleware \u7528\u786e\u5b9a\u6027\u903b\u8f91\u4fdd\u8bc1\u9a8c\u8bc1\u5faa\u73af\uff0cAgent \u65e0\u6cd5\u7ed5\u8fc7\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.4 Hightouch: \u52a8\u6001\u5b50 Agent\uff08\u89e3\u51b3\u5355\u4e2a Agent \u5904\u7406\u4e0d\u4e86\u7684\u590d\u6742\u4efb\u52a1\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3b\u8981\u6311\u6218:<\/p>\n\n\n\n<ul>\n<li>\u5355\u4e2a Agent \u7684 context \u88c5\u4e0d\u4e0b\u590d\u6742\u4efb\u52a1\u7684\u6240\u6709\u4e2d\u95f4\u6b65\u9aa4<\/li>\n\n\n\n<li>\u5178\u578b\u573a\u666f\uff1a\u5206\u6790 1000 \u4e2a\u5ba2\u6237\u7684\u8d2d\u4e70\u884c\u4e3a<\/li>\n\n\n\n<li>\u9700\u8981\u67e5\u8be2 1000 \u6b21\uff08\u6bcf\u6b21 500 tokens\uff09= 50 \u4e07 tokens<\/li>\n\n\n\n<li>\u8fdc\u8d85 context window<\/li>\n<\/ul>\n\n\n\n<p>\u89e3\u51b3\u601d\u8def:<\/p>\n\n\n\n<ul>\n<li>\u4e0d\u8981\u538b\u7f29 context\uff0c\u800c\u662f\u9694\u79bb context<\/li>\n\n\n\n<li>\u7528 &#8220;\u5206\u5c42\u5904\u7406&#8221; \u66ff\u4ee3 &#8220;\u7ebf\u6027\u538b\u7f29&#8221;<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u4f53\u65b9\u6cd5:<\/p>\n\n\n\n<ol>\n<li><strong>\u89c4\u5212\u4e0e\u6267\u884c\u5206\u79bb<\/strong>: \u901a\u8fc7\u7279\u6b8a\u5de5\u5177\u8c03\u7528\uff08<code>make_plan<\/code>\u3001<code>execute_step_in_plan<\/code>\u3001<code>update_plan<\/code>\uff09\uff0cAgent \u7ba1\u7406\u81ea\u5df1\u7684\u601d\u7ef4\u8fc7\u7a0b<\/li>\n\n\n\n<li><strong>\u6587\u4ef6\u7f13\u51b2<\/strong>: \u5de5\u5177\u8fd4\u56de\u5927\u91cf\u6570\u636e\u65f6\uff0cAgent \u8c03\u7528<code>write_file<\/code>\u7f13\u51b2\u5230\u78c1\u76d8\uff0ccontext \u4e2d\u53ea\u4fdd\u7559\u6307\u9488\uff08\u6587\u4ef6\u540d + \u63cf\u8ff0\uff09<\/li>\n\n\n\n<li><strong>\u52a8\u6001\u5b50 Agent<\/strong>: \u4e3b Agent \u8bc6\u522b\u590d\u6742\u5b50\u4efb\u52a1\uff0c\u751f\u6210\u72ec\u7acb LLM \u7ebf\u7a0b\uff08\u5b50 Agent\uff09\u5904\u7406\uff0c\u53ea\u6709\u6458\u8981\u8fd4\u56de\u4e3b Agent<\/li>\n\n\n\n<li><strong>\u6247\u51fa\u6a21\u5f0f<\/strong>: \u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4e3b Agent \u751f\u6210\u6570\u767e\u4e2a\u5e76\u884c\u8c03\u7528\u5230\u5c0f\u6a21\u578b\uff08Haiku\uff09\uff0c\u6bcf\u4e2a\u5904\u7406\u4e00\u4e2a\uff0c\u4e3b Agent \u6c47\u603b\u7ed3\u679c<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548: \u4e3b Agent \u7684 context \u53ea\u5b58\u50a8 &#8220;\u5730\u56fe&#8221;\uff08\u8ba1\u5212 + \u6458\u8981\uff09\uff0c\u8be6\u7ec6\u4fe1\u606f\u5728\u5b50 Agent \u7684\u72ec\u7acb context \u4e2d\uff0c\u7cfb\u7edf\u603b &#8220;\u5de5\u4f5c\u8bb0\u5fc6&#8221; \u53ef\u8fdc\u8d85\u5355\u4e2a context window\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 \u5173\u952e\u6d1e\u5bdf\uff1a\u7528<strong>\u5206\u5c42\u62bd\u8c61<\/strong>\u66ff\u4ee3<strong>\u7ebf\u6027\u538b\u7f29<\/strong>\uff0c\u56e0\u4e3a\u538b\u7f29\u662f\u6709\u635f\u7684\uff0c\u4f46\u5206\u5c42\u62bd\u8c61\u53ef\u4ee5\u65e0\u635f\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u5982\u4f55\u9009\u62e9\u9002\u5408\u4f60\u7684\u65b9\u6848\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u56db\u79cd\u65b9\u6848\u5171\u540c\u7b56\u7565\u662f\uff1a\u6784\u5efa<strong>\u4fe1\u606f\u68c0\u7d22 + \u72b6\u6001\u7ba1\u7406 + \u9a8c\u8bc1\u5faa\u73af<\/strong>\u7684\u7cfb\u7edf\u3002\u533a\u522b\u5728\u4e8e\u4fa7\u91cd\u70b9\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u65b9\u6848<\/th><th>\u4fa7\u91cd\u70b9<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>OpenAI \u6e10\u8fdb\u5f0f\u62ab\u9732<\/td><td>\u91cd\u4fe1\u606f\u68c0\u7d22<\/td><td>\u4fe1\u606f\u91cf\u8d85\u51fa context window<\/td><\/tr><tr><td>Anthropic \u5916\u90e8\u5316\u72b6\u6001\u7ba1\u7406<\/td><td>\u91cd\u72b6\u6001\u7ba1\u7406<\/td><td>\u4efb\u52a1\u8de8\u591a\u4e2a\u4f1a\u8bdd<\/td><\/tr><tr><td>LangChain \u5f3a\u5236\u9a8c\u8bc1\u5faa\u73af<\/td><td>\u91cd\u9a8c\u8bc1<\/td><td>Agent \u4e0d\u4f1a\u81ea\u6211\u9a8c\u8bc1<\/td><\/tr><tr><td>Hightouch \u52a8\u6001\u5b50 Agent<\/td><td>\u4e09\u8005\u90fd\u91cd<\/td><td>\u4efb\u52a1\u592a\u590d\u6742<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p>\ud83d\udca1 \u600e\u4e48\u501f\u9274\uff1f\u5148\u8bca\u65ad\u74f6\u9888\uff0c\u518d\u9009\u62e9\u8bbe\u8ba1\u601d\u8def\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4fe1\u606f\u91cf\u8d85\u51fa context window \u2192 \u6e10\u8fdb\u5f0f\u62ab\u9732<\/li>\n\n\n\n<li>\u4efb\u52a1\u8de8\u591a\u4e2a\u4f1a\u8bdd \u2192 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\u524d\u8a00\ud83d\udd16 \u4eca\u5929\u54b1\u8981\u6765\u804a\u4e00\u4e2a\u6bd4\u8f83\u65b0\u7684\u6982\u5ff5 \u2014\u2014 Harness Engineering [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20654"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20654"}],"version-history":[{"count":6,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20654\/revisions"}],"predecessor-version":[{"id":20665,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20654\/revisions\/20665"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20654"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20654"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20654"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}