{"id":89143,"date":"2026-08-02T14:24:33","date_gmt":"2026-08-02T06:24:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89143.html"},"modified":"2026-08-02T14:24:33","modified_gmt":"2026-08-02T06:24:33","slug":"ai%e6%97%b6%e4%bb%a3%e7%9a%84%e5%b7%a5%e7%a8%8b%e9%9d%a9%e5%91%bd%ef%bc%9aharness-engineering%e9%87%8d%e5%a1%91%e6%9c%aa%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89143.html","title":{"rendered":"AI\u65f6\u4ee3\u7684\u5de5\u7a0b\u9769\u547d\uff1aHarness Engineering\u91cd\u5851\u672a\u6765"},"content":{"rendered":"

\u4ece\u6307\u4ee4\u9a71\u52a8\u5230\u73af\u5883\u8bbe\u8ba1：Harness Engineering \u91cd\u5851 AI \u5de5\u7a0b\u8303\u5f0f<\/h2>\n

\u968f\u7740\u5927\u6a21\u578b\u4ece\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\u5668\u6f14\u53d8\u4e3a\u5177\u5907\u81ea\u4e3b\u6267\u884c\u80fd\u529b\u7684 Agent，AI \u843d\u5730\u751f\u4ea7\u73af\u5883\u6b63\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u5f53 AI \u4e00\u5929\u80fd\u751f\u6210\u6570\u767e\u4e2a Pull Request \u65f6，\u4f20\u7edf\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u6b63\u5728\u5d29\u584c\u3002\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b，2026 \u5e74\u521d\u7531 HashiCorp \u521b\u59cb\u4eba Mitchell Hashimoto \u63d0\u51fa\u3001OpenAI \u5b98\u65b9\u63a8\u5e7f\u7684 Harness Engineering（\u9a7e\u9a6d\u5de5\u7a0b），\u6b63\u5728\u6210\u4e3a\u7ee7 Prompt Engineering \u548c Context Engineering \u4e4b\u540e\u7684\u7b2c\u4e09\u4ee3 AI \u5de5\u7a0b\u8303\u5f0f\u3002<\/p>\n

\u8ba4\u77e5\u91cd\u6784：\u4ece\u201c\u4f18\u5316\u6a21\u578b\u201d\u5230\u201c\u8bbe\u8ba1\u73af\u5883\u201d<\/h4>\n

\u5728\u65e9\u671f\u7684 AI \u5e94\u7528\u4e2d，\u5de5\u7a0b\u5e08\u4e60\u60ef\u4e8e\u5c06\u95ee\u9898\u5f52\u548e\u4e8e\u6a21\u578b\u672c\u8eab，\u8bd5\u56fe\u901a\u8fc7\u66f4\u590d\u6742\u7684\u63d0\u793a\u8bcd\u6216\u66f4\u5e9e\u5927\u7684\u53c2\u6570\u6765\u89e3\u51b3\u95ee\u9898\u3002\u7136\u800c，LangChain \u5728 Terminal Bench 2.0 \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u8bc1\u660e\u4e86\u4e00\u4e2a\u5173\u952e\u4e8b\u5b9e：\u4ec5\u901a\u8fc7\u4f18\u5316 Agent \u7684\u8fd0\u884c\u73af\u5883（Harness），\u540c\u4e00\u6a21\u578b\u7684\u5f97\u5206\u5c31\u80fd\u4ece 52.8% \u8dc3\u5347\u81f3 66.5%\u3002\u884c\u4e1a\u9010\u6e10\u8fbe\u6210\u5171\u8bc6：AI \u7684\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u4e8e\u6a21\u578b\u7684\u667a\u529b，\u800c\u5728\u4e8e\u5176\u8fd0\u884c\u73af\u5883\u7684\u532e\u4e4f\u3002<\/p>\n

Harness Engineering \u7684\u6838\u5fc3\u54f2\u5b66\u53ef\u4ee5\u6982\u62ec\u4e3a\u516b\u4e2a\u5b57：\u4eba\u7c7b\u638c\u8235，\u667a\u80fd\u4f53\u6267\u884c（Human Steer, Agent Execute）\u3002\u201cHarness\u201d \u7684\u539f\u610f\u662f\u9a6c\u5177，\u5728\u5de5\u7a0b\u8bed\u5883\u4e2d，\u5b83\u4ee3\u8868\u4e00\u5957\u7528\u4e8e\u5f15\u5bfc\u3001\u7ea6\u675f\u548c\u8d4b\u80fd AI Agent \u7684\u7ed3\u6784\u5316\u6846\u67b6\u3002\u5b83\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u5e95\u5c42\u6743\u91cd，\u800c\u662f\u901a\u8fc7\u5916\u90e8\u5de5\u7a0b\u673a\u5236，\u5c06\u539f\u59cb\u3001\u4e0d\u53ef\u63a7\u7684 AI \u667a\u80fd\u8f6c\u5316\u4e3a\u53ef\u9760\u3001\u53ef\u6269\u5c55\u7684\u751f\u4ea7\u529b\u3002\u8fd9\u6807\u5fd7\u7740\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u4ef7\u503c\u4ece\u201c\u7f16\u5199\u4ee3\u7801\u7684\u6267\u884c\u8005\u201d\u4e0a\u79fb\u4e3a\u201c\u8bbe\u8ba1\u7cfb\u7edf\u7ea6\u675f\u4e0e\u53cd\u9988\u56de\u8def\u7684\u67b6\u6784\u5e08\u201d\u3002<\/p>\n

\u6838\u5fc3\u652f\u67f1：Harness \u7684\u56db\u5c42\u5de5\u7a0b\u5916\u58f3<\/h4>\n

\u6784\u5efa\u4e00\u4e2a\u751f\u4ea7\u7ea7\u7684 Harness \u7cfb\u7edf，\u5e76\u975e\u7b80\u5355\u7684\u5de5\u5177\u5806\u780c，\u800c\u662f\u9700\u8981\u56f4\u7ed5 ReAct（\u63a8\u7406+\u884c\u52a8）\u5faa\u73af，\u5728\u4ee5\u4e0b\u56db\u4e2a\u5c42\u7ea7\u8fdb\u884c\u7cfb\u7edf\u6027\u8bbe\u8ba1：<\/p>\n

1. \u8bb0\u5fc6\u5c42（Memory Layer）：\u6784\u5efa\u552f\u4e00\u771f\u76f8\u6e90\u4e0e\u9632\u6f02\u79fb\u673a\u5236
\nAgent \u5728\u957f\u94fe\u8def\u4efb\u52a1\u4e2d\u6781\u6613\u51fa\u73b0\u201c\u7406\u89e3\u6f02\u79fb\u201d\u6216\u9057\u5fd8\u521d\u59cb\u7ea6\u675f\u3002Harness \u5f3a\u8c03\u201c\u4ed3\u5e93\u5373\u771f\u7406\u201d，\u5c06\u4ee3\u7801\u5e93\u3001\u67b6\u6784\u89c4\u8303\u548c API \u5951\u7ea6\u4f5c\u4e3a\u552f\u4e00\u4e8b\u5b9e\u6765\u6e90（Single Source of Truth）\u3002\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u89c4\u5219\u6587\u4ef6（\u5982 AGENTS.md \u6216 CLAUDE.md）\u548c\u52a8\u6001\u4e0a\u4e0b\u6587\u6ce8\u5165，\u786e\u4fdd Agent \u5728\u4efb\u610f\u65f6\u523b\u53ea\u83b7\u53d6\u5f53\u524d\u4efb\u52a1\u6240\u9700\u7684\u6700\u5c0f\u5b8c\u5907\u4fe1\u606f\u96c6，\u540c\u65f6\u5177\u5907\u8de8\u4f1a\u8bdd\u7684\u8bb0\u5fc6\u6062\u590d\u80fd\u529b\u3002<\/p>\n

2. \u6267\u884c\u5c42（Execution Layer）：\u4ee5\u9650\u5236\u6362\u53d6\u81ea\u4e3b
\n\u8fd9\u662f Harness Engineering \u6700\u53cd\u76f4\u89c9\u7684\u6d1e\u5bdf：\u7ea6\u675f\u8d8a\u4e25\u683c，Agent \u7684\u81ea\u4e3b\u6743\u53cd\u800c\u8d8a\u5927\u3002\u5c31\u50cf\u9ad8\u901f\u516c\u8def\u7684\u62a4\u680f\u8ba9\u8f66\u8f86\u6562\u4e8e\u9ad8\u901f\u884c\u9a76\u4e00\u6837，\u660e\u786e\u7684\u67b6\u6784\u8fb9\u754c（\u5982\u4e25\u683c\u7684\u5206\u5c42\u4f9d\u8d56\u3001\u81ea\u5b9a\u4e49 Linter \u89c4\u5219\u3001\u673a\u68b0\u6027\u5f3a\u5236\u6267\u884c\u7684\u4ee3\u7801\u89c4\u8303）\u80fd\u591f\u6d88\u9664 Agent \u7684\u201c\u51b3\u7b56\u75b2\u52b3\u201d\u3002\u5f53 Agent \u65e0\u9700\u8017\u8d39 Token \u53bb\u63a2\u7d22\u201c\u4ee3\u7801\u8be5\u653e\u54ea\u91cc\u201d\u65f6，\u5176 100% \u7684\u7b97\u529b\u90fd\u80fd\u805a\u7126\u4e8e\u89e3\u51b3\u4e1a\u52a1\u95ee\u9898\u672c\u8eab\u3002<\/p>\n

3. \u53cd\u9988\u5c42（Feedback Layer）：\u667a\u80fd\u4f53\u5ba1\u667a\u80fd\u4f53\u4e0e\u71b5\u7ba1\u7406
\nAI \u751f\u6210\u7684\u4ee3\u7801\u5e93\u4f1a\u968f\u65f6\u95f4\u79ef\u7d2f\u6df7\u4e71（\u5982\u6587\u6863\u8fc7\u671f\u3001\u547d\u540d\u6f02\u79fb），\u8fd9\u5c31\u662f\u7cfb\u7edf\u71b5\u589e\u3002Harness \u8981\u6c42\u5efa\u7acb\u81ea\u52a8\u5316\u7684\u9a8c\u8bc1\u4e0e\u8bc4\u4f30\u4f53\u7cfb，\u5c06\u4f20\u7edf\u7684\u4eba\u5de5 Code Review \u5347\u7ea7\u4e3a\u201cAgent \u81ea\u67e5 + \u4ea4\u53c9\u9a8c\u8bc1\u201d\u7684\u95ed\u73af\u3002\u540c\u65f6，\u901a\u8fc7\u540e\u53f0\u8fd0\u884c\u201c\u6587\u6863\u56ed\u4e01 Agent\u201d\u6301\u7eed\u626b\u63cf\u67b6\u6784\u504f\u5dee\u5e76\u81ea\u52a8\u53d1\u8d77\u91cd\u6784 PR，\u786e\u4fdd\u6bcf\u4e00\u6b21\u9519\u8bef\u90fd\u80fd\u88ab\u6355\u83b7，\u5e76\u8f6c\u5316\u4e3a\u7cfb\u7edf\u7ea7\u7684\u9632\u5fa1\u89c4\u5219，\u5b9e\u73b0\u4ece\u5931\u8d25\u4e2d\u5b66\u4e60\u7684\u53cd\u8106\u5f31\u6027\u3002<\/p>\n

4. \u7f16\u6392\u5c42（Orchestration Layer）：\u4efb\u52a1\u62c6\u89e3\u4e0e\u7269\u7406\u9694\u79bb
\n\u9762\u5bf9\u957f\u7a0b\u590d\u6742\u4efb\u52a1，\u5355\u4e0a\u4e0b\u6587\u7a97\u53e3\u65e0\u6cd5\u627f\u8f7d\u3002Harness \u91c7\u7528\u201c\u601d\u8003\u4e0e\u6267\u884c\u5206\u79bb\u201d\u7684\u67b6\u6784，\u5c06\u5927\u4efb\u52a1\u62c6\u89e3\u4e3a\u5408\u7406\u7c92\u5ea6\u7684\u5b50\u4efb\u52a1\u3002\u5bf9\u4e8e\u65e0\u4f9d\u8d56\u7684\u4efb\u52a1\u76f4\u63a5\u5e76\u884c；\u5bf9\u4e8e\u6709\u4f9d\u8d56\u7684\u4efb\u52a1\u8fdb\u884c\u62d3\u6251\u6392\u5e8f；\u5bf9\u4e8e\u5b58\u5728\u6587\u4ef6\u51b2\u7a81\u7684\u4efb\u52a1，\u5219\u91c7\u7528 Git Worktree \u8fdb\u884c\u7269\u7406\u9694\u79bb，\u5c06\u51b2\u7a81\u63a8\u8fdf\u5230\u6240\u6709\u5b50\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u7684\u9759\u6b62\u72b6\u6001\u4e0b\u7531 Agent \u89e3\u51b3\u3002\u8fd9\u79cd\u673a\u5236\u4fdd\u969c\u4e86\u4ea7\u51fa\u5728\u5927\u89c4\u6a21\u5e76\u53d1\u4e0b\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n

\u8303\u5f0f\u8dc3\u8fc1：AI \u65f6\u4ee3\u7684\u201c\u7ec4\u7ec7\u7ba1\u7406\u5b66\u201d<\/h4>\n

Harness Engineering \u8868\u9762\u4e0a\u662f\u6280\u672f\u67b6\u6784\u7684\u5347\u7ea7，\u672c\u8d28\u4e0a\u5374\u662f AI \u65f6\u4ee3\u7684\u7ec4\u7ec7\u7ba1\u7406\u5b66\u3002\u5728\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u4e2d，\u6211\u4eec\u901a\u8fc7\u6d41\u7a0b\u548c\u89c4\u8303\u6765\u7ea6\u675f\u201c\u4eba\u201d\u7684\u884c\u4e3a；\u800c\u5728 Harness Engineering \u4e2d，\u6211\u4eec\u5c06\u8fd9\u5957\u5236\u5ea6\u8bbe\u8ba1\u5e73\u79fb\u5230\u4e86\u201cAI\u201d\u8eab\u4e0a\u3002\u6743\u9650\u5206\u7ea7（\u8bfb\u53d6\u514d\u5ba1\u3001\u9ad8\u5371\u64cd\u4f5c\u9700\u4eba\u5de5\u786e\u8ba4）\u3001\u4e13\u4e1a\u5206\u5de5（Orchestrator \u4e0e Worker \u89e3\u8026）\u3001\u4ee5\u53ca\u6301\u7eed\u8fdb\u5316\u7684 PDCA \u95ed\u73af，\u65e0\u4e00\u4e0d\u662f\u6210\u719f\u4f01\u4e1a\u6cbb\u7406\u4f53\u7cfb\u7684\u4f53\u73b0\u3002<\/p>\n

\u7ed3\u8bed<\/h4>\n

Harness Engineering \u5e76\u4e0d\u662f\u8981\u627c\u6740 AI \u7684\u521b\u9020\u529b，\u800c\u662f\u4e3a\u4e86\u5728\u6df7\u6c8c（\u6a21\u578b\u7684\u968f\u673a\u6027）\u4e0e\u79e9\u5e8f（\u5de5\u7a0b\u7684\u786e\u5b9a\u6027）\u4e4b\u95f4\u5efa\u7acb\u5e73\u8861\u3002\u6b63\u5982 Thoughtworks \u6770\u51fa\u5de5\u7a0b\u5e08 Birgitta B\u00f6ckeler \u6240\u8a00：\u201c\u4e3a\u4e86\u83b7\u5f97\u66f4\u9ad8\u7684 AI \u81ea\u4e3b\u6027，\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，\u800c\u662f\u66f4\u591a\u9650\u5236\u3002\u201d \u7f30\u7ef3\u5b58\u5728\u7684\u76ee\u7684，\u4ece\u6765\u4e0d\u662f\u4e3a\u4e86\u9650\u5236\u5954\u8dd1，\u800c\u662f\u4e3a\u4e86\u8ba9\u6f5c\u80fd\u5f97\u5230\u66f4\u5b89\u5168\u3001\u66f4\u5f7b\u5e95\u7684\u91ca\u653e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4ece\u6307\u4ee4\u9a71\u52a8\u5230\u73af\u5883\u8bbe\u8ba1：Harness Engineering \u91cd\u5851 AI \u5de5\u7a0b\u8303\u5f0f
\n\u968f\u7740\u5927\u6a21\u578b\u4ece\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\u5668\u6f14\u53d8\u4e3a\u5177\u5907\u81ea\u4e3b\u6267\u884c\u80fd\u529b\u7684 Agent，AI \u843d\u5730\u751f\u4ea7\u73af\u5883\u6b63\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u5f53 AI \u4e00\u5929\u80fd\u751f\u6210\u6570\u767e\u4e2a Pull Request \u65f6，\u4f20\u7edf\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u6b63\u5728\u5d29\u584c\u3002\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b，2026 \u5e74\u521d\u7531 HashiCorp \u521b\u59cb\u4eba Mitchell Hashimoto \u63d0\u51fa\u3001OpenAI \u5b98\u65b9\u63a8\u5e7f\u7684 Harness E<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9098,50],"topic":[],"class_list":["post-89143","post","type-post","status-publish","format-standard","hentry","category-server","tag-it","tag-50"],"yoast_head":"\nAI\u65f6\u4ee3\u7684\u5de5\u7a0b\u9769\u547d\uff1aHarness Engineering\u91cd\u5851\u672a\u6765 - 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