{"id":123610,"date":"2026-11-07T20:40:41","date_gmt":"2026-11-07T12:40:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123610.html"},"modified":"2026-11-07T20:40:41","modified_gmt":"2026-11-07T12:40:41","slug":"agent-harness-%e5%88%b0%e5%ba%95%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f%e4%bb%8e%e5%b7%a5%e5%85%b7%e8%b0%83%e7%94%a8%e5%88%b0%e4%bb%bb%e5%8a%a1%e6%89%a7%e8%a1%8c%ef%bc%8c%e5%bd%bb%e5%ba%95%e8%ae%b2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123610.html","title":{"rendered":"Agent Harness \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u4ece\u5de5\u5177\u8c03\u7528\u5230\u4efb\u52a1\u6267\u884c\uff0c\u5f7b\u5e95\u8bb2\u61c2\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u673a\u5236"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<h3 style=\"background-color:transparent\">\u4e00\u3001\u5f15\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u7ed9\u5927\u6a21\u578b\u63a5\u4e0a\u5de5\u5177&#xff0c;\u8fd8\u4e0d\u7b49\u4e8e Agent \u80fd\u6b63\u5e38\u8fd0\u884c&#xff1f;<\/h3>\n<p>\u9762\u8bd5\u5b98\u95ee&#xff1a;<\/p>\n<p>Agent Harness \u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u6709\u4eba\u56de\u7b54&#xff1a;<\/p>\n<p>\u5c31\u662f\u7ed9\u5927\u6a21\u578b\u63a5\u51e0\u4e2a\u5de5\u5177&#xff0c;\u8ba9\u6a21\u578b\u80fd\u591f\u8bfb\u53d6\u6587\u4ef6\u3001\u8c03\u7528 Python\u3001\u67e5\u8be2\u6570\u636e\u5e93\u3002<\/p>\n<p>\u9762\u8bd5\u5b98\u7ee7\u7eed\u8ffd\u95ee&#xff1a;<\/p>\n<p>\u5de5\u5177\u63a5\u597d\u4e86&#xff0c;\u8c01\u8d1f\u8d23\u771f\u6b63\u6267\u884c&#xff1f;\u6267\u884c\u5931\u8d25\u600e\u4e48\u529e&#xff1f;\u6a21\u578b\u4e0b\u4e00\u8f6e\u5e94\u8be5\u770b\u5230\u4ec0\u4e48&#xff1f;\u4efb\u52a1\u4e2d\u65ad\u540e\u600e\u4e48\u6062\u590d&#xff1f;<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898&#xff0c;\u5b9e\u9645\u4e0a\u90fd\u6307\u5411 Agent Harness\u3002<\/p>\n<p>\u5728\u666e\u901a\u7684\u5927\u6a21\u578b\u804a\u5929\u573a\u666f\u4e2d&#xff0c;\u7528\u6237\u63d0\u51fa\u95ee\u9898&#xff0c;\u6a21\u578b\u751f\u6210\u56de\u7b54&#xff0c;\u4ea4\u4e92\u5c31\u53ef\u80fd\u7ed3\u675f\u3002<\/p>\n<p>\u4f46 Agent \u4e0d\u4e00\u6837\u3002<\/p>\n<p>Agent \u5f80\u5f80\u9700\u8981\u5b8c\u6210\u591a\u4e2a\u8fde\u7eed\u6b65\u9aa4&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<li>\n<p>\u8bfb\u53d6\u7528\u6237\u6307\u5b9a\u7684\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5206\u6790\u6587\u4ef6\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p>\u8c03\u7528\u7a0b\u5e8f\u5904\u7406\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u6267\u884c\u7ed3\u679c\u8c03\u6574\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u67e5\u6700\u7ec8\u4ea7\u7269\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u7ed3\u679c\u4ea4\u4ed8\u7ed9\u7528\u6237\u3002<\/p>\n<\/li>\n<p>\u8fd9\u4e9b\u6b65\u9aa4\u4e0d\u4e00\u5b9a\u4e00\u6b21\u5c31\u80fd\u6210\u529f\u3002<\/p>\n<p>\u5982\u679c\u67d0\u4e00\u6b65\u51fa\u9519&#xff0c;Agent \u53ef\u80fd\u8fd8\u9700\u8981\u6839\u636e\u9519\u8bef\u4fe1\u606f\u91cd\u65b0\u5224\u65ad\u548c\u6267\u884c\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5b8c\u6574\u7684 Agent \u4e0d\u53ea\u662f\u201c\u5927\u6a21\u578b &#043; \u5de5\u5177\u201d\u3002<\/p>\n<p>\u8fd8\u9700\u8981\u6709\u4e00\u5957\u673a\u5236&#xff0c;\u8d1f\u8d23\u7ec4\u7ec7\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u3001\u7ed3\u679c\u53cd\u9988\u548c\u4efb\u52a1\u63a8\u8fdb\u3002<\/p>\n<p>\u8fd9\u5957\u8fd0\u884c\u652f\u6491\u673a\u5236&#xff0c;\u5c31\u53ef\u4ee5\u79f0\u4e3a Agent Harness\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u5148\u7406\u89e3 Agent Harness \u662f\u4ec0\u4e48<\/h3>\n<h4>2.1 Agent Harness \u7684\u57fa\u672c\u5b9a\u4e49<\/h4>\n<p>Agent Harness \u53ef\u4ee5\u7406\u89e3\u4e3a&#xff1a;<\/p>\n<p>\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e00\u5957\u8fd0\u884c\u652f\u6491\u673a\u5236&#xff0c;\u7528\u4e8e\u7ec4\u7ec7\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u3001\u7ed3\u679c\u53cd\u9988\u548c\u4efb\u52a1\u63a7\u5236&#xff0c;\u8ba9 Agent \u80fd\u591f\u56f4\u7ed5\u7528\u6237\u76ee\u6807\u8fde\u7eed\u6267\u884c\u4efb\u52a1\u3002<\/p>\n<p>\u901a\u4fd7\u4e00\u70b9&#xff1a;<\/p>\n<p>\u6a21\u578b\u8d1f\u8d23\u60f3&#xff0c;\u5de5\u5177\u8d1f\u8d23\u505a&#xff0c;Harness \u8d1f\u8d23\u8ba9\u6574\u4e2a\u8fc7\u7a0b\u771f\u6b63\u8fd0\u8f6c\u8d77\u6765\u3002<\/p>\n<p>\u4e3e\u4e2a\u751f\u6d3b\u4e2d\u7684\u4f8b\u5b50\u3002<\/p>\n<p>\u5047\u8bbe\u4e00\u4e2a\u5de5\u5382\u9700\u8981\u5b8c\u6210\u4e00\u7b14\u8ba2\u5355\u3002<\/p>\n<p>\u5de5\u5382\u91cc\u6709&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u51b3\u7b56\u4e3b\u7ba1\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u4ea7\u673a\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4eba\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u4ea7\u8c03\u5ea6\u7cfb\u7edf\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u51b3\u7b56\u4e3b\u7ba1\u51b3\u5b9a\u4e0b\u4e00\u6b65\u5e94\u8be5\u751f\u4ea7\u4ec0\u4e48\u3002<\/p>\n<p>\u673a\u5668\u548c\u5de5\u4eba\u8d1f\u8d23\u5b9e\u9645\u52a0\u5de5\u3002<\/p>\n<p>\u4f46\u5982\u679c\u6ca1\u6709\u751f\u4ea7\u8c03\u5ea6\u7cfb\u7edf&#xff0c;\u6574\u4e2a\u5de5\u5382\u5c31\u5f88\u96be\u534f\u8c03\u5404\u4e2a\u6b65\u9aa4\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u673a\u5668\u6267\u884c\u7ed3\u675f\u540e&#xff0c;\u8c01\u8d1f\u8d23\u6536\u96c6\u7ed3\u679c&#xff1f;<\/p>\n<p>\u51fa\u73b0\u6545\u969c\u540e&#xff0c;\u8c01\u8d1f\u8d23\u901a\u77e5\u4e3b\u7ba1&#xff1f;<\/p>\n<p>\u4efb\u52a1\u6682\u505c\u4e4b\u540e&#xff0c;\u8c01\u77e5\u9053\u5e94\u8be5\u4ece\u54ea\u91cc\u7ee7\u7eed&#xff1f;<\/p>\n<p>\u4ea7\u54c1\u52a0\u5de5\u5b8c\u6210\u540e&#xff0c;\u8c01\u8d1f\u8d23\u68c0\u67e5\u662f\u5426\u7b26\u5408\u8981\u6c42&#xff1f;<\/p>\n<p>\u5728 Agent \u7cfb\u7edf\u4e2d&#xff0c;Harness \u5c31\u7c7b\u4f3c\u8fd9\u6837\u7684\u8fd0\u884c\u8c03\u5ea6\u673a\u5236\u3002<\/p>\n<h4>2.2 Agent \u7684\u51e0\u4e2a\u6838\u5fc3\u7ec4\u6210\u90e8\u5206<\/h4>\n<p>\u6211\u4eec\u5148\u533a\u5206\u51e0\u4e2a\u5bb9\u6613\u6df7\u6dc6\u7684\u6982\u5ff5\u3002<\/p>\n<table>\n<tbody>\n<tr>\u7ec4\u4ef6\u901a\u4fd7\u7406\u89e3\u6838\u5fc3\u804c\u8d23<\/tr>\n<tr>\n<td>LLM<\/td>\n<td>\u5927\u8111<\/td>\n<td>\u7406\u89e3\u4efb\u52a1\u3001\u5206\u6790\u95ee\u9898\u3001\u751f\u6210\u51b3\u7b56<\/td>\n<\/tr>\n<tr>\n<td>Prompt<\/td>\n<td>\u5de5\u4f5c\u8981\u6c42<\/td>\n<td>\u8868\u8fbe\u76ee\u6807\u3001\u89c4\u5219\u548c\u7ea6\u675f<\/td>\n<\/tr>\n<tr>\n<td>Skill<\/td>\n<td>\u64cd\u4f5c\u624b\u518c<\/td>\n<td>\u63d0\u4f9b\u7279\u5b9a\u4efb\u52a1\u7684\u64cd\u4f5c\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td>Tool<\/td>\n<td>\u53cc\u624b<\/td>\n<td>\u6267\u884c\u6587\u4ef6\u3001\u6570\u636e\u5e93\u3001\u7a0b\u5e8f\u7b49\u64cd\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>Harness<\/td>\n<td>\u8fd0\u884c\u8c03\u5ea6\u673a\u5236<\/td>\n<td>\u7ec4\u7ec7\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u53cd\u9988\u548c\u4efb\u52a1\u63a7\u5236<\/td>\n<\/tr>\n<tr>\n<td>Agent<\/td>\n<td>\u5b8c\u6574\u667a\u80fd\u4f53\u7cfb\u7edf<\/td>\n<td>\u5c06\u5404\u90e8\u5206\u7ec4\u7ec7\u8d77\u6765\u5b8c\u6210\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u9700\u8981\u7279\u522b\u6ce8\u610f&#xff1a;<\/p>\n<p>Harness \u5e76\u4e0d\u4e00\u5b9a\u662f\u67d0\u4e00\u4e2a\u72ec\u7acb\u8f6f\u4ef6&#xff0c;\u4e5f\u4e0d\u4e00\u5b9a\u5fc5\u987b\u6709\u4e00\u4e2a\u540d\u4e3a harness.py \u7684\u6587\u4ef6\u3002<\/p>\n<p>\u5b83\u63cf\u8ff0\u7684\u662f\u4e00\u7ec4\u8fd0\u884c\u804c\u8d23\u3002<\/p>\n<p>\u8fd9\u4e9b\u804c\u8d23\u53ef\u4ee5\u7531\u5f00\u53d1\u8005\u81ea\u884c\u5b9e\u73b0&#xff0c;\u4e5f\u53ef\u4ee5\u7531\u73b0\u6709 SDK\u3001\u6846\u67b6\u6216\u5bbf\u4e3b\u5e94\u7528\u5c01\u88c5\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u4e3a\u4ec0\u4e48\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u8fd8\u4e0d\u7b49\u4e8e\u4efb\u52a1\u6267\u884c&#xff1f;<\/h3>\n<p>\u8fd9\u662f\u7406\u89e3 Harness \u7684\u7b2c\u4e00\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9\u3002<\/p>\n<p>\u5047\u8bbe\u7528\u6237\u63d0\u51fa&#xff1a;<\/p>\n<p>\u5e2e\u6211\u8bfb\u53d6 data.xlsx&#xff0c;\u5220\u9664\u5176\u4e2d\u7684\u91cd\u590d\u884c&#xff0c;\u5e76\u53e6\u5b58\u4e3a cleaned.xlsx\u3002<\/p>\n<p>\u5927\u6a21\u578b\u6536\u5230\u4efb\u52a1\u4ee5\u540e&#xff0c;\u5224\u65ad&#xff1a;<\/p>\n<p>\u6211\u5e94\u8be5\u5148\u8bfb\u53d6 Excel \u6587\u4ef6\u3002<\/p>\n<p>\u4e8e\u662f\u6a21\u578b\u4ea7\u751f\u4e00\u4e2a\u7ed3\u6784\u5316\u5de5\u5177\u8c03\u7528\u8bf7\u6c42&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;tool&#034;: &#034;read_file&#034;,<br \/>\n  &#034;arguments&#034;: {<br \/>\n    &#034;path&#034;: &#034;data.xlsx&#034;<br \/>\n  }<br \/>\n}<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u601d\u8003\u4e00\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<p>\u6a21\u578b\u8f93\u51fa\u4e86\u5de5\u5177\u8c03\u7528\u8bf7\u6c42&#xff0c;\u6587\u4ef6\u662f\u4e0d\u662f\u5df2\u7ecf\u88ab\u8bfb\u53d6\u4e86&#xff1f;<\/p>\n<p>\u7b54\u6848\u662f&#xff1a;\u6ca1\u6709\u3002<\/p>\n<p>\u56e0\u4e3a\u8fd9\u4e2a JSON \u53ea\u8868\u8fbe\u4e86\u4e00\u4ef6\u4e8b&#xff1a;<\/p>\n<p>\u6a21\u578b\u5e0c\u671b\u8c03\u7528\u540d\u4e3a read_file \u7684\u5de5\u5177&#xff0c;\u5e76\u4f20\u5165\u6587\u4ef6\u8def\u5f84\u3002<\/p>\n<p>\u4f46\u6a21\u578b\u8f93\u51fa\u8bf7\u6c42\u672c\u8eab&#xff0c;\u4e0d\u4f1a\u8ba9\u7535\u8111\u81ea\u52a8\u6253\u5f00\u6587\u4ef6\u3002<\/p>\n<p>\u771f\u6b63\u7684\u6267\u884c\u8fd8\u9700\u8981\u5916\u90e8\u7a0b\u5e8f\u5b8c\u6210\u3002<\/p>\n<h4>3.1 \u8c01\u8d1f\u8d23\u771f\u6b63\u6267\u884c\u5de5\u5177&#xff1f;<\/h4>\n<p>\u5178\u578b\u8fc7\u7a0b\u5982\u4e0b&#xff1a;<\/p>\n<p>\u5927\u6a21\u578b\u751f\u6210\u5de5\u5177\u8c03\u7528\u8bf7\u6c42<br \/>\n          |<br \/>\n          v<br \/>\nHarness \u63a5\u6536\u5de5\u5177\u8bf7\u6c42<br \/>\n          |<br \/>\n          v<br \/>\n\u68c0\u67e5\u5de5\u5177\u540d\u548c\u53c2\u6570<br \/>\n          |<br \/>\n          v<br \/>\n\u68c0\u67e5\u6267\u884c\u6743\u9650\u548c\u8fd0\u884c\u6761\u4ef6<br \/>\n          |<br \/>\n          v<br \/>\n\u8c03\u7528\u5b9e\u9645\u5de5\u5177<br \/>\n          |<br \/>\n          v<br \/>\n\u83b7\u53d6\u5de5\u5177\u6267\u884c\u7ed3\u679c<br \/>\n          |<br \/>\n          v<br \/>\n\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b<\/p>\n<p>\u4f8b\u5982&#xff0c;\u5de5\u5177\u771f\u6b63\u6267\u884c\u540e\u8fd4\u56de&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;status&#034;: &#034;success&#034;,<br \/>\n  &#034;file&#034;: &#034;data.xlsx&#034;,<br \/>\n  &#034;rows&#034;: 100,<br \/>\n  &#034;columns&#034;: [&#034;\u59d3\u540d&#034;, &#034;\u65e5\u671f&#034;, &#034;\u91d1\u989d&#034;]<br \/>\n}<\/p>\n<p>\u6b64\u65f6\u6a21\u578b\u624d\u77e5\u9053&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6587\u4ef6\u786e\u5b9e\u8bfb\u53d6\u6210\u529f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u5305\u542b 100 \u884c\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u6709\u59d3\u540d\u3001\u65e5\u671f\u548c\u91d1\u989d\u4e09\u4e2a\u5b57\u6bb5\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u6ca1\u6709\u628a\u5b9e\u9645\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b&#xff0c;\u6a21\u578b\u5c31\u65e0\u6cd5\u53ef\u9760\u5224\u65ad\u4e0b\u4e00\u6b65\u5e94\u8be5\u600e\u4e48\u505a\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u91cc\u5fc5\u987b\u533a\u5206\u4e24\u79cd\u80fd\u529b&#xff1a;<\/p>\n<p>\u6a21\u578b\u7684\u80fd\u529b&#xff1a;\u6839\u636e\u5f53\u524d\u8f93\u5165\u51b3\u5b9a\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002<\/p>\n<p>\u5de5\u5177\u548c\u8fd0\u884c\u7a0b\u5e8f\u7684\u80fd\u529b&#xff1a;\u771f\u6b63\u6267\u884c\u52a8\u4f5c&#xff0c;\u5e76\u8fd4\u56de\u5b9e\u9645\u7ed3\u679c\u3002<\/p>\n<p>Harness \u7684\u91cd\u8981\u4f5c\u7528&#xff0c;\u5c31\u662f\u628a\u8fd9\u4e24\u79cd\u80fd\u529b\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001Agent Harness \u7684\u6838\u5fc3&#xff1a;Agent Loop \u6267\u884c\u5faa\u73af<\/h3>\n<p>\u524d\u9762\u8bb2\u7684\u662f\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u4f46\u662f\u4e00\u4e2a\u5b8c\u6574\u4efb\u52a1&#xff0c;\u901a\u5e38\u9700\u8981\u591a\u6b21\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u8fd9\u5c31\u5f15\u51fa\u4e86 Agent Harness \u6700\u91cd\u8981\u7684\u6982\u5ff5&#xff1a;<\/p>\n<p>Agent Loop&#xff08;\u667a\u80fd\u4f53\u6267\u884c\u5faa\u73af&#xff09;\u3002<\/p>\n<p>\u5b83\u7684\u57fa\u672c\u903b\u8f91\u662f&#xff1a;<\/p>\n<p>\u601d\u8003 \u2192 \u6267\u884c \u2192 \u89c2\u5bdf \u2192 \u518d\u601d\u8003\u3002<\/p>\n<h4>4.1 Agent Loop \u7684\u8fd0\u884c\u539f\u7406<\/h4>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u6267\u884c\u8fc7\u7a0b\u5982\u4e0b&#xff1a;<\/p>\n<p>          \u7528\u6237\u63d0\u51fa\u4efb\u52a1<br \/>\n                |<br \/>\n                v<br \/>\n        Harness \u51c6\u5907\u8f93\u5165<br \/>\n                |<br \/>\n                v<br \/>\n          \u8c03\u7528\u5927\u6a21\u578b<br \/>\n                |<br \/>\n                v<br \/>\n       \u6a21\u578b\u51b3\u5b9a\u4e0b\u4e00\u6b65\u64cd\u4f5c<br \/>\n                |<br \/>\n                v<br \/>\n       Harness \u5904\u7406\u5de5\u5177\u8bf7\u6c42<br \/>\n                |<br \/>\n                v<br \/>\n          \u5de5\u5177\u5b9e\u9645\u6267\u884c<br \/>\n                |<br \/>\n                v<br \/>\n       Harness \u6536\u96c6\u6267\u884c\u7ed3\u679c<br \/>\n                |<br \/>\n                v<br \/>\n       \u5c06\u7ed3\u679c\u4ea4\u7ed9\u4e0b\u4e00\u8f6e\u6a21\u578b<br \/>\n                |<br \/>\n                |<br \/>\n                &#043;&#8212;-&gt; \u7ee7\u7eed\u601d\u8003\u4e0e\u6267\u884c<\/p>\n<p>\u6ee1\u8db3\u7ed3\u675f\u6761\u4ef6\u540e&#xff0c;\u8fd4\u56de\u6700\u7ec8\u7ed3\u679c<\/p>\n<p>\u6838\u5fc3\u5728\u4e8e&#xff1a;<\/p>\n<p>\u6a21\u578b\u4e0d\u662f\u4e00\u6b21\u6027\u51b3\u5b9a\u5b8c\u6240\u6709\u64cd\u4f5c&#xff0c;\u800c\u662f\u53ef\u4ee5\u6839\u636e\u524d\u4e00\u6b65\u6267\u884c\u7684\u771f\u5b9e\u7ed3\u679c&#xff0c;\u52a8\u6001\u8c03\u6574\u4e0b\u4e00\u6b65\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u667a\u80fd\u4f53\u533a\u522b\u4e8e\u7b80\u5355\u56fa\u5b9a\u811a\u672c\u6d41\u7a0b\u7684\u91cd\u8981\u7279\u70b9\u4e4b\u4e00\u3002<\/p>\n<h4>4.2 \u7528 Excel \u6e05\u7406\u4efb\u52a1\u7406\u89e3\u6267\u884c\u5faa\u73af<\/h4>\n<p>\u5047\u8bbe\u7528\u6237\u63d0\u51fa&#xff1a;<\/p>\n<p>\u5e2e\u6211\u6e05\u7406 Excel \u8868\u683c\u4e2d\u7684\u91cd\u590d\u884c&#xff0c;\u5e76\u7edf\u4e00\u65e5\u671f\u683c\u5f0f&#xff0c;\u6700\u540e\u4fdd\u5b58\u65b0\u6587\u4ef6\u3002<\/p>\n<h5>\u7b2c\u4e00\u8f6e&#xff1a;\u8bfb\u53d6\u6587\u4ef6<\/h5>\n<p>\u6a21\u578b\u51b3\u5b9a\u8c03\u7528\u8bfb\u53d6\u5de5\u5177\u3002<\/p>\n<p>\u5de5\u5177\u8fd4\u56de&#xff1a;<\/p>\n<p>\u6587\u4ef6\u8bfb\u53d6\u6210\u529f\u3002<\/p>\n<p>\u603b\u884c\u6570&#xff1a;100<br \/>\n\u5b57\u6bb5&#xff1a;\u59d3\u540d\u3001\u65e5\u671f\u3001\u91d1\u989d<\/p>\n<p>Harness \u628a\u7ed3\u679c\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<h5>\u7b2c\u4e8c\u8f6e&#xff1a;\u6e05\u7406\u6570\u636e<\/h5>\n<p>\u6a21\u578b\u6839\u636e\u5b9e\u9645\u6587\u4ef6\u7ed3\u6784&#xff0c;\u51b3\u5b9a\u8c03\u7528 Python \u6e05\u7406\u6570\u636e\u3002<\/p>\n<p>\u5de5\u5177\u8fd4\u56de&#xff1a;<\/p>\n<p>\u539f\u59cb\u6570\u636e&#xff1a;100 \u884c<\/p>\n<p>\u5220\u9664\u91cd\u590d\u6570\u636e&#xff1a;10 \u884c<\/p>\n<p>\u6e05\u7406\u540e\u6570\u636e&#xff1a;90 \u884c<\/p>\n<p>\u8f93\u51fa\u6587\u4ef6&#xff1a;cleaned.xlsx<\/p>\n<p>Harness \u518d\u6b21\u628a\u7ed3\u679c\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<h5>\u7b2c\u4e09\u8f6e&#xff1a;\u9a8c\u8bc1\u7ed3\u679c<\/h5>\n<p>\u6a21\u578b\u5224\u65ad\u8fd8\u9700\u8981\u68c0\u67e5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u65b0\u6587\u4ef6\u662f\u5426\u5b58\u5728&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u4ecd\u7136\u5b58\u5728\u91cd\u590d\u884c&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u65e5\u671f\u683c\u5f0f\u662f\u5426\u7edf\u4e00&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u539f\u59cb\u6587\u4ef6\u6709\u6ca1\u6709\u88ab\u4fee\u6539&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>Harness \u8c03\u7528\u76f8\u5e94\u5de5\u5177\u8fdb\u884c\u68c0\u67e5\u3002<\/p>\n<p>\u53ea\u6709\u9a8c\u8bc1\u7ed3\u679c\u7b26\u5408\u7528\u6237\u8981\u6c42&#xff0c;\u624d\u80fd\u6709\u4f9d\u636e\u5730\u5224\u65ad\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u8bf4\u660e&#xff1a;<\/p>\n<p>Harness \u4e0d\u53ea\u662f\u591a\u6b21\u8c03\u7528\u6a21\u578b&#xff0c;\u800c\u662f\u8ba9\u6bcf\u8f6e\u51b3\u7b56\u90fd\u80fd\u591f\u6839\u636e\u771f\u5b9e\u6267\u884c\u7ed3\u679c\u7ee7\u7eed\u63a8\u8fdb\u3002<\/p>\n<h4>4.3 \u7528\u7b80\u5316\u4f2a\u4ee3\u7801\u7406\u89e3 Harness<\/h4>\n<p>\u4e0b\u9762\u662f\u4e00\u6bb5\u6559\u5b66\u7528\u4f2a\u4ee3\u7801&#xff0c;\u7528\u4e8e\u5e2e\u52a9\u7406\u89e3\u6267\u884c\u5faa\u73af\u7684\u6838\u5fc3\u7ed3\u6784&#xff0c;\u5e76\u4e0d\u662f\u53ef\u4ee5\u76f4\u63a5\u90e8\u7f72\u7684\u5b8c\u6574\u5b9e\u73b0\u3002<\/p>\n<p>def agent_harness(user_task):<\/p>\n<p>    state &#061; create_task_state(user_task)<\/p>\n<p>    while not state.is_terminal():<\/p>\n<p>        # 1. \u51c6\u5907\u5f53\u524d\u6a21\u578b\u9700\u8981\u7684\u4fe1\u606f<br \/>\n        context &#061; build_context(state)<\/p>\n<p>        # 2. \u8c03\u7528\u5927\u6a21\u578b<br \/>\n        response &#061; call_llm(context)<\/p>\n<p>        # 3. \u6a21\u578b\u8bf7\u6c42\u4f7f\u7528\u5de5\u5177<br \/>\n        if response.has_tool_call():<\/p>\n<p>            tool_call &#061; response.tool_call<\/p>\n<p>            # \u68c0\u67e5\u5de5\u5177\u3001\u53c2\u6570\u3001\u6743\u9650\u548c\u9884\u7b97<br \/>\n            check_execution_policy(tool_call, state)<\/p>\n<p>            # 4. \u771f\u6b63\u6267\u884c\u5de5\u5177<br \/>\n            result &#061; execute_tool(tool_call)<\/p>\n<p>            # 5. \u4fdd\u5b58\u6267\u884c\u7ed3\u679c\u548c\u8fdb\u5ea6<br \/>\n            state.record(tool_call, result)<br \/>\n            save_state(state)<\/p>\n<p>        else:<br \/>\n            # 6. \u6a21\u578b\u751f\u6210\u6700\u7ec8\u7ed3\u679c<br \/>\n            if verify_completion(response, state):<br \/>\n                state.mark_completed(response)<br \/>\n            else:<br \/>\n                state.handle_incomplete(response)<\/p>\n<p>    return state.result()<\/p>\n<p>\u8fd9\u6bb5\u4f2a\u4ee3\u7801\u6700\u503c\u5f97\u5173\u6ce8\u7684&#xff0c;\u4e0d\u662f Python \u8bed\u6cd5&#xff0c;\u800c\u662f\u5176\u4e2d\u7684\u903b\u8f91&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;Harness \u8c03\u7528\u6a21\u578b\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u6a21\u578b\u51b3\u5b9a\u662f\u5426\u4f7f\u7528\u5de5\u5177\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;Harness \u5b89\u6392\u5de5\u5177\u771f\u6b63\u6267\u884c\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;\u5de5\u5177\u6267\u884c\u7ed3\u679c\u88ab\u8bb0\u5f55\u4e0b\u6765\u3002<\/p>\n<p>\u7b2c\u4e94&#xff0c;Harness \u518d\u6b21\u8c03\u7528\u6a21\u578b\u3002<\/p>\n<p>\u7b2c\u516d&#xff0c;\u6ee1\u8db3\u7ed3\u675f\u6761\u4ef6\u540e&#xff0c;\u4efb\u52a1\u624d\u7ec8\u6b62\u3002<\/p>\n<p>\u771f\u5b9e\u7cfb\u7edf\u8fd8\u9700\u8981\u8865\u5145\u5f02\u5e38\u5904\u7406\u3001\u8d85\u65f6\u3001\u53d6\u6d88\u3001\u6301\u4e45\u5316\u3001\u5e42\u7b49\u63a7\u5236\u548c\u6743\u9650\u9694\u79bb\u7b49\u673a\u5236\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u4e3a\u4ec0\u4e48 Harness \u9700\u8981\u7ba1\u7406\u4e0a\u4e0b\u6587&#xff1f;<\/h3>\n<p>\u968f\u7740 Agent \u4e0d\u65ad\u6267\u884c\u4efb\u52a1&#xff0c;\u4f1a\u51fa\u73b0\u4e00\u4e2a\u65b0\u7684\u95ee\u9898&#xff1a;<\/p>\n<p>\u6a21\u578b\u4e0b\u4e00\u8f6e\u5e94\u8be5\u770b\u5230\u54ea\u4e9b\u4fe1\u606f&#xff1f;<\/p>\n<p>\u5047\u8bbe Agent \u5df2\u7ecf\u6267\u884c\u4e86 20 \u6b21\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u6267\u884c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4ea7\u751f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7528\u6237\u6700\u521d\u7684\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u8bfb\u53d6\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>Python \u6267\u884c\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u62a5\u9519\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fee\u6539\u540e\u7684\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5df2\u7ecf\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c1a\u672a\u5b8c\u6210\u7684\u6b65\u9aa4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u6bcf\u8f6e\u90fd\u628a\u6240\u6709\u5386\u53f2\u4fe1\u606f\u5b8c\u6574\u4ea4\u7ed9\u6a21\u578b&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e0d\u65ad\u589e\u957f\u3002<\/p>\n<p>\u800c\u4e14\u6709\u4e9b\u5386\u53f2\u4fe1\u606f\u5df2\u7ecf\u5931\u6548\u3002<\/p>\n<h4>5.1 \u4e00\u4e2a\u7b80\u5355\u4f8b\u5b50<\/h4>\n<p>\u5047\u8bbe Agent \u7b2c\u4e00\u6b21\u8bfb\u53d6\u6587\u4ef6\u65f6&#xff0c;\u5de5\u5177\u8fd4\u56de&#xff1a;<\/p>\n<p>\u9519\u8bef&#xff1a;\u627e\u4e0d\u5230 data.xlsx<\/p>\n<p>\u968f\u540e&#xff0c;Agent \u53d1\u73b0\u6b63\u786e\u8def\u5f84\u662f&#xff1a;<\/p>\n<p>\/project\/data.xlsx<\/p>\n<p>\u5e76\u4e14\u6210\u529f\u8bfb\u53d6\u4e86\u6587\u4ef6\u3002<\/p>\n<p>\u90a3\u4e48\u4e0b\u4e00\u8f6e\u6a21\u578b\u9700\u8981\u91cd\u70b9\u77e5\u9053\u7684\u662f&#xff1a;<\/p>\n<p>\u5f53\u524d\u6587\u4ef6\u8def\u5f84&#xff1a;<br \/>\n\/project\/data.xlsx<\/p>\n<p>\u5f53\u524d\u72b6\u6001&#xff1a;<br \/>\n\u6587\u4ef6\u8bfb\u53d6\u6210\u529f\u3002<\/p>\n<p>\u5386\u53f2\u95ee\u9898&#xff1a;<br \/>\n\u8def\u5f84\u9519\u8bef&#xff0c;\u5df2\u7ecf\u89e3\u51b3\u3002<\/p>\n<p>\u800c\u4e0d\u662f\u59cb\u7ec8\u628a\u4e4b\u524d\u7684\u9519\u8bef\u5f53\u6210\u5f53\u524d\u72b6\u6001\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;Harness \u9700\u8981\u7ec4\u7ec7\u6bcf\u8f6e\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u8fd9\u7c7b\u5de5\u4f5c\u53eb&#xff1a;<\/p>\n<p>Context Management&#xff08;\u4e0a\u4e0b\u6587\u7ba1\u7406&#xff09;\u3002<\/p>\n<p>\u901a\u4fd7\u7406\u89e3&#xff1a;<\/p>\n<p>\u4e0a\u4e0b\u6587\u7ba1\u7406&#xff0c;\u5c31\u662f\u51b3\u5b9a\u6a21\u578b\u8fd9\u4e00\u8f6e\u5e94\u8be5\u770b\u5230\u4ec0\u4e48\u3002<\/p>\n<p>\u5b83\u53ef\u4ee5\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4fdd\u7559\u7528\u6237\u76ee\u6807\u548c\u7ea6\u675f\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fdd\u7559\u5f53\u524d\u5173\u952e\u8bc1\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6574\u7406\u5386\u53f2\u6267\u884c\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u51cf\u5c11\u91cd\u590d\u6216\u8fc7\u65f6\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u8f83\u957f\u8d44\u6599\u4fdd\u5b58\u5728\u5916\u90e8&#xff0c;\u9700\u8981\u65f6\u518d\u8bfb\u53d6\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f46\u9700\u8981\u6ce8\u610f&#xff0c;\u4e0d\u80fd\u4e3a\u4e86\u538b\u7f29\u4e0a\u4e0b\u6587\u800c\u4e22\u5931\u5173\u952e\u89c4\u5219\u6216\u9a8c\u8bc1\u4f9d\u636e\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u4efb\u52a1\u72b6\u6001\u7ba1\u7406\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h3>\n<p>\u8fd9\u662f Agent Harness \u4e2d\u53e6\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6982\u5ff5\u3002<\/p>\n<p>\u5f88\u591a\u521d\u5b66\u8005\u5bb9\u6613\u628a Context \u548c State \u6df7\u4e3a\u4e00\u8c08\u3002<\/p>\n<p>\u5176\u5b9e\u5b83\u4eec\u5173\u6ce8\u7684\u95ee\u9898\u4e0d\u540c\u3002<\/p>\n<p>Context&#xff1a;\u6a21\u578b\u8fd9\u4e00\u8f6e\u9700\u8981\u770b\u5230\u4ec0\u4e48&#xff1f;<\/p>\n<p>State&#xff1a;\u4efb\u52a1\u5b9e\u9645\u5df2\u7ecf\u8fdb\u884c\u5230\u54ea\u91cc&#xff1f;<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u3002<\/p>\n<p>\u5047\u8bbe Excel \u6e05\u7406\u4efb\u52a1\u7684\u6267\u884c\u8fdb\u5ea6\u5982\u4e0b&#xff1a;<\/p>\n<p>\u4efb\u52a1&#xff1a;\u6e05\u7406 Excel<\/p>\n<p>\u5df2\u5b8c\u6210&#xff1a;<br \/>\n1. \u8bfb\u53d6 Excel \u6587\u4ef6<br \/>\n2. \u5220\u9664\u91cd\u590d\u6570\u636e<br \/>\n3. \u7edf\u4e00\u65e5\u671f\u683c\u5f0f<\/p>\n<p>\u672a\u5b8c\u6210&#xff1a;<br \/>\n4. \u68c0\u67e5\u6e05\u7406\u7ed3\u679c<br \/>\n5. \u9a8c\u8bc1\u539f\u59cb\u6587\u4ef6\u672a\u4fee\u6539<br \/>\n6. \u5411\u7528\u6237\u4ea4\u4ed8\u6587\u4ef6<\/p>\n<p>\u8fd9\u4e9b\u4fe1\u606f\u5c5e\u4e8e\u4efb\u52a1\u72b6\u6001\u3002<\/p>\n<p>\u5b83\u63cf\u8ff0\u6574\u4e2a\u4efb\u52a1\u7684\u8fdb\u5c55\u3002<\/p>\n<p>\u4f46\u4e0b\u4e00\u8f6e\u6a21\u578b\u53ef\u80fd\u53ea\u9700\u8981\u77e5\u9053&#xff1a;<\/p>\n<p>\u7528\u6237\u76ee\u6807&#xff1a;<br \/>\n\u6e05\u7406 Excel&#xff0c;\u4e0d\u4fee\u6539\u539f\u6587\u4ef6\u3002<\/p>\n<p>\u5f53\u524d\u8fdb\u5ea6&#xff1a;<br \/>\n\u6570\u636e\u5df2\u7ecf\u6e05\u7406\u5b8c\u6210\u3002<\/p>\n<p>\u5f53\u524d\u6587\u4ef6&#xff1a;<br \/>\ncleaned.xlsx<\/p>\n<p>\u4e0b\u4e00\u6b65&#xff1a;<br \/>\n\u68c0\u67e5\u7ed3\u679c\u662f\u5426\u6ee1\u8db3\u8981\u6c42\u3002<\/p>\n<p>\u8fd9\u90e8\u5206\u624d\u662f\u5f53\u524d\u6a21\u578b\u9700\u8981\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u4e24\u8005\u7684\u533a\u522b\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\u5bf9\u6bd4Context \u4e0a\u4e0b\u6587State \u4efb\u52a1\u72b6\u6001<\/tr>\n<tr>\n<td>\u6838\u5fc3\u95ee\u9898<\/td>\n<td>\u6a21\u578b\u73b0\u5728\u9700\u8981\u770b\u4ec0\u4e48&#xff1f;<\/td>\n<td>\u4efb\u52a1\u5df2\u7ecf\u8fdb\u884c\u5230\u54ea\u91cc&#xff1f;<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u5185\u5bb9<\/td>\n<td>\u6307\u4ee4\u3001\u8bc1\u636e\u3001\u53cd\u9988<\/td>\n<td>\u8fdb\u5ea6\u3001\u4ea7\u7269\u3001\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u5168\u90e8\u4ea4\u7ed9\u6a21\u578b<\/td>\n<td>\u5c5e\u4e8e\u5f53\u524d\u8f93\u5165\u5185\u5bb9<\/td>\n<td>\u4e0d\u4e00\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u4f5c\u7528<\/td>\n<td>\u5e2e\u52a9\u6a21\u578b\u5224\u65ad\u4e0b\u4e00\u6b65<\/td>\n<td>\u8bb0\u5f55\u548c\u6062\u590d\u4efb\u52a1\u8fdb\u5c55<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53ef\u4ee5\u628a\u5b83\u4eec\u7406\u89e3\u6210&#xff1a;<\/p>\n<p>\u4e0a\u4e0b\u6587\u662f\u5de5\u4eba\u5f53\u524d\u624b\u91cc\u7684\u65bd\u5de5\u8bf4\u660e&#xff0c;\u4efb\u52a1\u72b6\u6001\u662f\u6574\u4e2a\u5de5\u7a0b\u7684\u8fdb\u5ea6\u8bb0\u5f55\u8868\u3002<\/p>\n<p>\u4efb\u52a1\u72b6\u6001\u53ef\u4ee5\u6301\u4e45\u5316\u4fdd\u5b58&#xff0c;\u4f46\u6bcf\u4e00\u8f6e\u4e0d\u9700\u8981\u628a\u5b8c\u6574\u72b6\u6001\u90fd\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001Agent \u6267\u884c\u4e00\u534a\u4e2d\u65ad&#xff0c;Harness \u600e\u4e48\u6062\u590d&#xff1f;<\/h3>\n<p>\u5047\u8bbe Agent \u6b63\u5728\u6267\u884c\u4e00\u4e2a\u6bd4\u8f83\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u4efb\u52a1\u5305\u542b&#xff1a;<\/p>\n<li>\n<p>\u8bfb\u53d6 Excel\u3002<\/p>\n<\/li>\n<li>\n<p>\u5220\u9664\u91cd\u590d\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u7edf\u4e00\u65e5\u671f\u683c\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u67e5\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ea4\u4ed8\u7ed3\u679c\u3002<\/p>\n<\/li>\n<p>\u6267\u884c\u5230\u7b2c\u4e09\u6b65\u65f6&#xff0c;\u670d\u52a1\u5668\u7a81\u7136\u91cd\u542f\u3002<\/p>\n<p>\u5982\u679c\u7cfb\u7edf\u6ca1\u6709\u4fdd\u5b58\u4efb\u52a1\u8fdb\u5ea6&#xff0c;\u5c31\u53ef\u80fd\u9700\u8981\u91cd\u65b0\u5f00\u59cb\u3002<\/p>\n<p>\u5bf9\u4e8e\u957f\u65f6\u95f4\u8fd0\u884c\u7684 Agent&#xff0c;\u8fd9\u663e\u7136\u4e0d\u7406\u60f3\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;Harness \u53ef\u4ee5\u914d\u5408\u72b6\u6001\u5b58\u50a8\u673a\u5236\u5b9e\u73b0\u65ad\u70b9\u6062\u590d\u3002<\/p>\n<h4>7.1 \u4ec0\u4e48\u662f Checkpoint&#xff1f;<\/h4>\n<p>Checkpoint \u53ef\u4ee5\u7406\u89e3\u4e3a\u4efb\u52a1\u7684\u68c0\u67e5\u70b9\u3002<\/p>\n<p>\u5b83\u8bb0\u5f55\u4efb\u52a1\u5728\u67d0\u4e2a\u9636\u6bb5\u7684\u5fc5\u8981\u72b6\u6001\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u4efb\u52a1 ID&#xff1a;task_001<\/p>\n<p>\u5df2\u5b8c\u6210&#xff1a;<br \/>\n&#8211; \u6587\u4ef6\u8bfb\u53d6<br \/>\n&#8211; \u91cd\u590d\u6570\u636e\u6e05\u7406<\/p>\n<p>\u6267\u884c\u4e2d&#xff1a;<br \/>\n&#8211; \u65e5\u671f\u683c\u5f0f\u7edf\u4e00<\/p>\n<p>\u672a\u5b8c\u6210&#xff1a;<br \/>\n&#8211; \u6587\u4ef6\u9a8c\u8bc1<br \/>\n&#8211; \u6700\u7ec8\u4ea4\u4ed8<\/p>\n<p>\u8f93\u51fa\u6587\u4ef6&#xff1a;<br \/>\ncleaned.xlsx<\/p>\n<p>\u5f53\u524d\u72b6\u6001&#xff1a;<br \/>\n\u8fd0\u884c\u4e2d\u65ad&#xff0c;\u5f85\u6062\u590d<\/p>\n<p>\u6062\u590d\u65f6&#xff0c;Harness \u8bfb\u53d6\u8fd9\u4e9b\u8bb0\u5f55\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u7ec6\u8282&#xff1a;<\/p>\n<p>\u8bb0\u5f55\u67d0\u4e2a\u52a8\u4f5c\u5df2\u7ecf\u53d1\u51fa&#xff0c;\u4e0d\u4ee3\u8868\u52a8\u4f5c\u4e00\u5b9a\u6210\u529f\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Harness \u5411\u5916\u90e8\u670d\u52a1\u53d1\u51fa\u4e86\u4e0a\u4f20\u8bf7\u6c42\u3002<\/p>\n<p>\u8bf7\u6c42\u53d1\u9001\u540e&#xff0c;\u7f51\u7edc\u7a81\u7136\u65ad\u5f00\u3002<\/p>\n<p>\u6b64\u65f6\u53ef\u80fd\u5b58\u5728\u4e09\u79cd\u60c5\u51b5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e0a\u4f20\u6ca1\u6709\u53d1\u751f\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4f20\u5df2\u7ecf\u6210\u529f\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4f20\u53ea\u5b8c\u6210\u4e86\u4e00\u90e8\u5206\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u7cfb\u7edf\u76f4\u63a5\u91cd\u65b0\u4e0a\u4f20&#xff0c;\u53ef\u80fd\u53d1\u751f\u91cd\u590d\u64cd\u4f5c\u3002<\/p>\n<p>\u5c24\u5176\u662f\u53d1\u9001\u90ae\u4ef6\u3001\u652f\u4ed8\u3001\u521b\u5efa\u8ba2\u5355\u7b49\u64cd\u4f5c&#xff0c;\u91cd\u590d\u6267\u884c\u53ef\u80fd\u9020\u6210\u4e25\u91cd\u540e\u679c\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u6b63\u786e\u7684\u6062\u590d\u8fc7\u7a0b\u5e94\u8be5\u662f&#xff1a;<\/p>\n<p>\u4efb\u52a1\u53d1\u751f\u4e2d\u65ad<br \/>\n      |<br \/>\n      v<br \/>\n\u8bfb\u53d6\u4fdd\u5b58\u7684\u4efb\u52a1\u72b6\u6001<br \/>\n      |<br \/>\n      v<br \/>\n\u6838\u5bf9\u5b9e\u9645\u6587\u4ef6\u6216\u5916\u90e8\u7cfb\u7edf\u72b6\u6001<br \/>\n      |<br \/>\n      v<br \/>\n\u786e\u8ba4\u5df2\u7ecf\u5b8c\u6210\u7684\u64cd\u4f5c<br \/>\n      |<br \/>\n      v<br \/>\n\u8bc6\u522b\u5c1a\u672a\u5b8c\u6210\u6216\u72b6\u6001\u4e0d\u660e\u7684\u64cd\u4f5c<br \/>\n      |<br \/>\n      v<br \/>\n\u51b3\u5b9a\u7ee7\u7eed\u3001\u8865\u67e5\u6216\u91cd\u8bd5<br \/>\n      |<br \/>\n      v<br \/>\n\u6062\u590d\u540e\u7eed\u4efb\u52a1\u6267\u884c<\/p>\n<p>\u5bf9\u4e8e\u53ef\u80fd\u91cd\u590d\u4ea7\u751f\u526f\u4f5c\u7528\u7684\u64cd\u4f5c&#xff0c;\u8fd8\u53ef\u4ee5\u91c7\u7528\u5e42\u7b49\u952e\u3001\u64cd\u4f5c ID \u6216\u53bb\u91cd\u673a\u5236\u3002<\/p>\n<h4>7.2 \u4e3a\u4ec0\u4e48\u4e0d\u80fd\u53ea\u5bf9\u6a21\u578b\u8bf4\u201c\u7ee7\u7eed\u201d&#xff1f;<\/h4>\n<p>\u56e0\u4e3a\u6a21\u578b\u53ef\u80fd\u4e0d\u77e5\u9053&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u54ea\u4e9b\u64cd\u4f5c\u5df2\u7ecf\u6210\u529f\u3002<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e9b\u6587\u4ef6\u5df2\u7ecf\u751f\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e9b\u8bf7\u6c42\u4ecd\u7136\u5728\u6267\u884c\u3002<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e9b\u64cd\u4f5c\u53ef\u4ee5\u5b89\u5168\u91cd\u8bd5\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6240\u4ee5&#xff1a;<\/p>\n<p>\u65ad\u70b9\u6062\u590d\u4e0d\u662f\u7b80\u5355\u6062\u590d\u4e00\u6bb5\u804a\u5929\u8bb0\u5f55&#xff0c;\u800c\u662f\u6062\u590d\u4efb\u52a1\u72b6\u6001\u5e76\u6838\u5bf9\u771f\u5b9e\u6267\u884c\u7ed3\u679c\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f&#xff0c;\u6301\u4e45\u5316\u548c\u65ad\u70b9\u6062\u590d\u5e76\u975e\u6240\u6709 Harness \u90fd\u81ea\u52a8\u5177\u5907\u7684\u80fd\u529b\u3002<\/p>\n<p>\u7b80\u5355 Agent \u53ef\u80fd\u53ea\u9700\u8981\u5185\u5b58\u4e2d\u7684\u77ed\u5faa\u73af&#xff1b;\u590d\u6742\u4efb\u52a1\u624d\u4f1a\u66f4\u4f9d\u8d56\u6301\u4e45\u5316\u72b6\u6001\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u4e3a\u4ec0\u4e48\u6743\u9650\u7ba1\u7406\u4e5f\u662f Harness \u7684\u804c\u8d23&#xff1f;<\/h3>\n<p>Agent \u80fd\u591f\u63d0\u51fa\u64cd\u4f5c\u8bf7\u6c42&#xff0c;\u4e0d\u4ee3\u8868\u6240\u6709\u8bf7\u6c42\u90fd\u5e94\u8be5\u88ab\u6267\u884c\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7528\u6237\u8981\u6c42&#xff1a;<\/p>\n<p>\u6e05\u7406 Excel \u6587\u4ef6&#xff0c;\u4f46\u4e0d\u8981\u5220\u9664\u539f\u59cb\u6570\u636e\u3002<\/p>\n<p>\u6a21\u578b\u5374\u63d0\u51fa&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;tool&#034;: &#034;delete_file&#034;,<br \/>\n  &#034;arguments&#034;: {<br \/>\n    &#034;path&#034;: &#034;data.xlsx&#034;<br \/>\n  }<br \/>\n}<\/p>\n<p>\u8fd9\u65f6\u5019\u80fd\u4e0d\u80fd\u76f4\u63a5\u6267\u884c&#xff1f;<\/p>\n<p>\u663e\u7136\u4e0d\u5e94\u8be5\u3002<\/p>\n<p>\u56e0\u4e3a\u8fd9\u4e2a\u8bf7\u6c42\u8fdd\u53cd\u4e86\u7528\u6237\u8981\u6c42\u3002<\/p>\n<p>Harness \u5e94\u8be5\u5728\u5b9e\u9645\u6267\u884c\u8def\u5f84\u4e0a\u843d\u5b9e\u5fc5\u8981\u7684\u68c0\u67e5\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5f53\u524d\u5de5\u5177\u662f\u5426\u5141\u8bb8\u4f7f\u7528&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u8def\u5f84\u662f\u5426\u5728\u6388\u6743\u8303\u56f4\u5185&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u5141\u8bb8\u4fee\u6539\u539f\u59cb\u6587\u4ef6&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u9700\u8981\u7528\u6237\u786e\u8ba4&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u64cd\u4f5c\u662f\u5426\u8d85\u8fc7\u4efb\u52a1\u5141\u8bb8\u7684\u6743\u9650&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u91cc\u5b58\u5728\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u533a\u522b&#xff1a;<\/p>\n<p>Prompt \u4e2d\u5199\u7740\u201c\u7981\u6b62\u5220\u9664\u539f\u59cb\u6587\u4ef6\u201d&#xff0c;\u4e0d\u7b49\u4e8e\u7cfb\u7edf\u771f\u6b63\u62e5\u6709\u963b\u6b62\u5220\u9664\u7684\u80fd\u529b\u3002<\/p>\n<p>Prompt \u4e3b\u8981\u7528\u4e8e\u6307\u5bfc\u6a21\u578b\u884c\u4e3a\u3002<\/p>\n<p>\u771f\u6b63\u7684\u6743\u9650\u63a7\u5236\u8fd8\u9700\u8981\u6267\u884c\u7a0b\u5e8f\u548c\u8fd0\u884c\u73af\u5883\u5b9e\u65bd\u7ea6\u675f\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u53ea\u8bfb\u6743\u9650\u3002<\/p>\n<\/li>\n<li>\n<p>\u6c99\u7bb1\u9694\u79bb\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u8bbf\u95ee\u8303\u56f4\u9650\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u767d\u540d\u5355\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u98ce\u9669\u64cd\u4f5c\u786e\u8ba4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff1a;<\/p>\n<p>\u6a21\u578b\u8d1f\u8d23\u63d0\u51fa\u52a8\u4f5c&#xff0c;Harness \u548c\u6267\u884c\u73af\u5883\u8d1f\u8d23\u843d\u5b9e\u53ef\u68c0\u67e5\u7684\u6267\u884c\u8fb9\u754c\u3002<\/p>\n<hr \/>\n<h3>\u4e5d\u3001\u4e3a\u4ec0\u4e48 Harness \u8fd8\u8981\u63a7\u5236\u9884\u7b97\u548c\u6267\u884c\u6b21\u6570&#xff1f;<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e2a Agent \u4e0d\u65ad\u91cd\u590d\u4e0b\u9762\u7684\u8fc7\u7a0b&#xff1a;<\/p>\n<p>\u6a21\u578b\u601d\u8003<br \/>\n   |<br \/>\n   v<br \/>\n\u8c03\u7528\u5de5\u5177<br \/>\n   |<br \/>\n   v<br \/>\n\u6267\u884c\u5931\u8d25<br \/>\n   |<br \/>\n   v<br \/>\n\u6a21\u578b\u518d\u6b21\u601d\u8003<br \/>\n   |<br \/>\n   v<br \/>\n\u91cd\u590d\u8c03\u7528\u5de5\u5177<br \/>\n   |<br \/>\n   v<br \/>\n\u7ee7\u7eed\u5931\u8d25\u2026\u2026<\/p>\n<p>\u5982\u679c\u6ca1\u6709\u63a7\u5236\u673a\u5236&#xff0c;\u4efb\u52a1\u53ef\u80fd\u4e00\u76f4\u8fd0\u884c\u4e0b\u53bb\u3002<\/p>\n<p>\u8fd9\u4f1a\u9020\u6210&#xff1a;<\/p>\n<ul>\n<li>\n<p>Token \u6d88\u8017\u6301\u7eed\u589e\u957f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u8c03\u7528\u6b21\u6570\u8fc7\u591a\u3002<\/p>\n<\/li>\n<li>\n<p>\u6267\u884c\u65f6\u95f4\u8fc7\u957f\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u548c\u8d39\u7528\u6d6a\u8d39\u3002<\/p>\n<\/li>\n<li>\n<p>Agent \u9677\u5165\u6ca1\u6709\u8fdb\u5c55\u7684\u5faa\u73af\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;Harness \u901a\u5e38\u9700\u8981\u8bbe\u7f6e\u8fd0\u884c\u9884\u7b97\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\u63a7\u5236\u65b9\u5f0f\u4f5c\u7528<\/tr>\n<tr>\n<td>\u6700\u5927\u6267\u884c\u8f6e\u6570<\/td>\n<td>\u9650\u5236\u6a21\u578b\u4e0e\u5de5\u5177\u7684\u5faa\u73af\u6b21\u6570<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u95f4\u9650\u5236<\/td>\n<td>\u907f\u514d\u4efb\u52a1\u65e0\u9650\u8fd0\u884c<\/td>\n<\/tr>\n<tr>\n<td>Token \u9884\u7b97<\/td>\n<td>\u63a7\u5236\u6a21\u578b\u8f93\u5165\u8f93\u51fa\u89c4\u6a21<\/td>\n<\/tr>\n<tr>\n<td>\u8d39\u7528\u9884\u7b97<\/td>\n<td>\u63a7\u5236\u8c03\u7528\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8d85\u65f6<\/td>\n<td>\u907f\u514d\u5de5\u5177\u4e00\u76f4\u6ca1\u6709\u54cd\u5e94<\/td>\n<\/tr>\n<tr>\n<td>\u53d6\u6d88\u673a\u5236<\/td>\n<td>\u5141\u8bb8\u7528\u6237\u7ec8\u6b62\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4f46\u662f&#xff1a;<\/p>\n<p>\u8fbe\u5230\u9884\u7b97\u4e0a\u9650&#xff0c;\u4e0d\u7b49\u4e8e\u4efb\u52a1\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;Agent \u6267\u884c\u5230\u7b2c 20 \u8f6e&#xff0c;\u89e6\u53d1\u4e86\u6700\u5927\u6267\u884c\u6b21\u6570\u9650\u5236\u3002<\/p>\n<p>\u6b64\u65f6\u4efb\u52a1\u505c\u6b62\u3002<\/p>\n<p>\u4f46\u662f\u7ed3\u679c\u53ef\u80fd\u4ecd\u7136\u6ca1\u6709\u8fbe\u5230\u8981\u6c42\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u7cfb\u7edf\u5e94\u8be5\u533a\u5206&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6210\u529f\u5b8c\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fd0\u884c\u5931\u8d25\u3002<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u53d6\u6d88\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d85\u8fc7\u9884\u7b97\u3002<\/p>\n<\/li>\n<li>\n<p>\u6682\u505c\u6216\u7b49\u5f85\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u679c\u9700\u8981\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4e0d\u80fd\u628a\u8fd9\u4e9b\u60c5\u51b5\u90fd\u5f53\u6210\u4efb\u52a1\u6210\u529f\u3002<\/p>\n<hr \/>\n<h3>\u5341\u3001\u6a21\u578b\u8bf4\u5b8c\u6210&#xff0c;\u4e3a\u4ec0\u4e48\u4e0d\u4ee3\u8868\u4efb\u52a1\u771f\u6b63\u5b8c\u6210&#xff1f;<\/h3>\n<p>\u8fd9\u662f Agent \u5de5\u7a0b\u5b9e\u8df5\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u70b9\u3002<\/p>\n<p>\u5047\u8bbe\u7528\u6237\u8981\u6c42&#xff1a;<\/p>\n<p>\u5e2e\u6211\u4fee\u590d Python \u9879\u76ee\u4e2d\u7684 Bug&#xff0c;\u5e76\u786e\u4fdd\u539f\u6765\u7684\u6d4b\u8bd5\u5168\u90e8\u901a\u8fc7\u3002<\/p>\n<p>\u6a21\u578b\u4fee\u6539\u4ee3\u7801\u540e\u56de\u590d&#xff1a;<\/p>\n<p>\u6211\u5df2\u7ecf\u4fee\u590d\u5b8c\u6210\u3002<\/p>\n<p>\u8fd9\u662f\u5426\u610f\u5473\u7740\u4efb\u52a1\u6210\u529f&#xff1f;<\/p>\n<p>\u4e0d\u4e00\u5b9a\u3002<\/p>\n<p>\u56e0\u4e3a\u6a21\u578b\u53ef\u80fd\u53ea\u662f\u8ba4\u4e3a\u4ee3\u7801\u5df2\u7ecf\u4fee\u597d&#xff0c;\u4f46\u5e76\u6ca1\u6709\u771f\u6b63\u8fd0\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>\u5373\u4f7f\u4fee\u6539\u547d\u4ee4\u6267\u884c\u6210\u529f&#xff0c;\u4e5f\u53ea\u80fd\u8bc1\u660e\u4ee3\u7801\u64cd\u4f5c\u5df2\u7ecf\u53d1\u751f&#xff0c;\u4e0d\u80fd\u8bc1\u660e\u4e1a\u52a1\u884c\u4e3a\u6b63\u786e\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;Harness \u8fd8\u9700\u8981\u7ec4\u7ec7\u5fc5\u8981\u7684\u5b8c\u6210\u68c0\u67e5\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u6a21\u578b\u4fee\u6539\u4ee3\u7801<br \/>\n      |<br \/>\n      v<br \/>\nHarness \u8c03\u7528\u6d4b\u8bd5\u5de5\u5177<br \/>\n      |<br \/>\n      v<br \/>\n\u83b7\u5f97\u771f\u5b9e\u6d4b\u8bd5\u7ed3\u679c<br \/>\n      |<br \/>\n      v<br \/>\n\u68c0\u67e5\u662f\u5426\u6ee1\u8db3\u9a8c\u6536\u8981\u6c42<br \/>\n      |<br \/>\n      &#043;&#8212;- \u6d4b\u8bd5\u5931\u8d25 &#8212;&gt; \u7ee7\u7eed\u4fee\u590d<br \/>\n      |<br \/>\n      &#043;&#8212;- \u6d4b\u8bd5\u901a\u8fc7 &#8212;&gt; \u68c0\u67e5\u5176\u4ed6\u8981\u6c42<br \/>\n                              |<br \/>\n                              v<br \/>\n                        \u4efb\u52a1\u9a8c\u6536\u901a\u8fc7<\/p>\n<p>\u8fd9\u91cc\u8981\u533a\u5206\u4e09\u4e2a\u6982\u5ff5\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u6a21\u578b\u8ba4\u4e3a\u5b8c\u6210\u3002<\/p>\n<p>\u53ea\u662f\u6a21\u578b\u8f93\u51fa\u7684\u5224\u65ad\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u5de5\u5177\u6267\u884c\u6210\u529f\u3002<\/p>\n<p>\u53ea\u8bf4\u660e\u67d0\u6b21\u5de5\u5177\u64cd\u4f5c\u6210\u529f\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u4efb\u52a1\u771f\u6b63\u5b8c\u6210\u3002<\/p>\n<p>\u8868\u793a\u6700\u7ec8\u7ed3\u679c\u6ee1\u8db3\u660e\u786e\u7684\u4efb\u52a1\u8981\u6c42&#xff0c;\u5e76\u901a\u8fc7\u5fc5\u8981\u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u4e09\u4e2a\u6982\u5ff5\u4e0d\u80fd\u6df7\u6dc6\u3002<\/p>\n<p>\u5bf9\u4e8e\u4ee3\u7801\u4fee\u590d\u4efb\u52a1&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u6d4b\u8bd5\u548c\u6784\u5efa\u68c0\u67e5\u63d0\u4f9b\u5b8c\u6210\u4f9d\u636e\u3002<\/p>\n<p>\u5bf9\u4e8e\u6587\u4ef6\u5904\u7406\u4efb\u52a1&#xff0c;\u53ef\u4ee5\u68c0\u67e5\u8f93\u51fa\u6587\u4ef6\u53ca\u5176\u5185\u5bb9\u3002<\/p>\n<p>\u5bf9\u4e8e\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u9a8c\u8bc1\u7684\u590d\u6742\u4efb\u52a1&#xff0c;\u5219\u53ef\u80fd\u9700\u8981\u4eba\u5de5\u9a8c\u6536\u3002<\/p>\n<p>Harness \u53ef\u4ee5\u7ec4\u7ec7\u5b8c\u6210\u5224\u65ad&#xff0c;\u4f46\u4e0d\u4f1a\u81ea\u52a8\u77e5\u9053\u6240\u6709\u4e1a\u52a1\u573a\u666f\u4e0b\u4ec0\u4e48\u624d\u7b97\u6b63\u786e\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e00\u3001Harness \u4e0e Host\u3001Skill\u3001Framework \u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h3>\n<p>\u5728 Agent \u5f00\u53d1\u4e2d&#xff0c;\u4ee5\u4e0b\u51e0\u4e2a\u6982\u5ff5\u7ecf\u5e38\u540c\u65f6\u51fa\u73b0&#xff1a;<\/p>\n<ul>\n<li>\n<p>Agent\u3002<\/p>\n<\/li>\n<li>\n<p>LLM\u3002<\/p>\n<\/li>\n<li>\n<p>Host\u3002<\/p>\n<\/li>\n<li>\n<p>Harness\u3002<\/p>\n<\/li>\n<li>\n<p>Framework\u3002<\/p>\n<\/li>\n<li>\n<p>Skill\u3002<\/p>\n<\/li>\n<li>\n<p>Tool\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u8054\u7cfb&#xff0c;\u4f46\u4fa7\u91cd\u70b9\u4e0d\u540c\u3002<\/p>\n<h4>11.1 Harness \u548c Host \u7684\u533a\u522b<\/h4>\n<p>Host \u4e2d\u6587\u901a\u5e38\u79f0\u4e3a\u5bbf\u4e3b\u3002<\/p>\n<p>\u5b83\u53ef\u4ee5\u7406\u89e3\u4e3a\u8d1f\u8d23\u627f\u8f7d\u548c\u7ba1\u7406 Agent \u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u5bbf\u4e3b\u53ef\u80fd\u8d1f\u8d23&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>Skill \u53d1\u73b0\u548c\u52a0\u8f7d\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u4ef6\u8bfb\u53d6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u7ba1\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u7ef4\u62a4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>Harness \u5219\u66f4\u5f3a\u8c03&#xff1a;<\/p>\n<p>\u56f4\u7ed5\u6a21\u578b\u7ec4\u7ec7\u4efb\u52a1\u6267\u884c\u7684\u8fd0\u884c\u673a\u5236\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5982\u4f55\u6267\u884c\u6a21\u578b\u4e0e\u5de5\u5177\u4e4b\u95f4\u7684\u5faa\u73af&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u6839\u636e\u5de5\u5177\u7ed3\u679c\u7ee7\u7eed\u6267\u884c&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u4fdd\u5b58\u4efb\u52a1\u72b6\u6001&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u7ba1\u7406\u8fd0\u884c\u6743\u9650&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5982\u4f55\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5b8c\u6210&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u6240\u4ee5\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3&#xff1a;<\/p>\n<p>Host \u66f4\u5f3a\u8c03\u8c01\u5728\u8fd0\u884c Agent&#xff0c;Harness \u66f4\u5f3a\u8c03 Agent \u7684\u4efb\u52a1\u600e\u6837\u6301\u7eed\u8fd0\u884c\u3002<\/p>\n<p>\u4f46\u4e8c\u8005\u5e76\u4e0d\u662f\u4e25\u683c\u4e92\u65a5\u7684\u4e24\u4e2a\u6a21\u5757\u3002<\/p>\n<p>\u5728\u5f88\u591a\u9879\u76ee\u4e2d&#xff0c;\u5bbf\u4e3b\u5e94\u7528\u672c\u8eab\u5c31\u5b9e\u73b0\u4e86 Harness\u3002<\/p>\n<h4>11.2 Harness \u548c Skill \u7684\u533a\u522b<\/h4>\n<p>Skill \u53ef\u4ee5\u7406\u89e3\u4e3a\u4e13\u4e1a\u64cd\u4f5c\u624b\u518c\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u4e00\u4e2a table-cleaning Skill \u544a\u8bc9\u6a21\u578b&#xff1a;<\/p>\n<li>\n<p>\u8bfb\u53d6 Excel \u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5220\u9664\u91cd\u590d\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u7edf\u4e00\u5b57\u6bb5\u683c\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u9a8c\u8bc1\u5904\u7406\u7ed3\u679c\u3002<\/p>\n<\/li>\n<p>\u4f46 Skill \u53ea\u662f\u63d0\u4f9b\u5de5\u4f5c\u65b9\u6cd5\u3002<\/p>\n<p>\u5b83\u4e0d\u4f1a\u56e0\u4e3a\u88ab\u6a21\u578b\u8bfb\u53d6&#xff0c;\u5c31\u81ea\u52a8\u6267\u884c Python\u3002<\/p>\n<p>Harness \u8d1f\u8d23\u7ec4\u7ec7\u6a21\u578b\u6309\u7167\u8fd9\u4e9b\u6b65\u9aa4\u5de5\u4f5c&#xff0c;\u5e76\u534f\u8c03\u5b9e\u9645\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u56e0\u6b64&#xff1a;<\/p>\n<p>Skill \u89e3\u51b3\u201c\u5e94\u8be5\u600e\u4e48\u505a\u201d&#xff0c;Harness \u89e3\u51b3\u201c\u600e\u6837\u8ba9\u4efb\u52a1\u6301\u7eed\u6267\u884c\u201d\u3002<\/p>\n<h4>11.3 Harness \u548c Framework \u7684\u533a\u522b<\/h4>\n<p>Framework \u662f\u6846\u67b6\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u5f00\u53d1 Agent \u65f6\u4f7f\u7528\u7684\u4e00\u5957\u5de5\u5177\u7bb1\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u4e00\u4e2a\u6846\u67b6\u53ef\u80fd\u63d0\u4f9b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u8c03\u7528\u63a5\u53e3\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u6ce8\u518c\u673a\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u6d88\u606f\u7ba1\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u72b6\u6001\u5b58\u50a8\u3002<\/p>\n<\/li>\n<li>\n<p>\u6267\u884c\u5faa\u73af\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u7ec4\u4ef6\u6784\u5efa Agent\u3002<\/p>\n<p>\u4f46\u662f&#xff1a;<\/p>\n<p>\u4f7f\u7528\u4e86 Agent \u6846\u67b6&#xff0c;\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u5df2\u7ecf\u62e5\u6709\u5b8c\u6574\u7684 Harness \u80fd\u529b\u3002<\/p>\n<p>\u539f\u56e0\u5728\u4e8e&#xff1a;<\/p>\n<p>\u6709\u7684\u6846\u67b6\u53ea\u63d0\u4f9b\u57fa\u7840\u7ec4\u4ef6&#xff0c;\u9700\u8981\u5f00\u53d1\u8005\u81ea\u5df1\u7ec4\u5408\u3002<\/p>\n<p>\u6709\u7684 SDK \u5219\u5df2\u7ecf\u5c01\u88c5\u597d\u4e86\u6a21\u578b\u5faa\u73af\u3001\u5de5\u5177\u8c03\u5ea6\u3001\u72b6\u6001\u7ba1\u7406\u7b49\u8fd0\u884c\u673a\u5236\u3002<\/p>\n<p>\u6240\u4ee5\u662f\u5426\u5177\u5907\u5b8c\u6574 Harness \u80fd\u529b&#xff0c;\u9700\u8981\u770b\u5b9e\u9645\u5b9e\u73b0\u3002<\/p>\n<p>\u4e0d\u80fd\u4ec5\u51ed\u4f7f\u7528\u67d0\u4e2a\u6846\u67b6&#xff0c;\u5c31\u8ba4\u4e3a\u6743\u9650\u3001\u9884\u7b97\u3001\u6062\u590d\u548c\u4efb\u52a1\u9a8c\u6536\u7b49\u95ee\u9898\u5df2\u7ecf\u5168\u90e8\u89e3\u51b3\u3002<\/p>\n<h4>11.4 \u6574\u4f53\u5173\u7cfb\u603b\u7ed3<\/h4>\n<table>\n<tbody>\n<tr>\u6982\u5ff5\u6838\u5fc3\u4f5c\u7528\u901a\u4fd7\u7406\u89e3<\/tr>\n<tr>\n<td>Agent<\/td>\n<td>\u56f4\u7ed5\u76ee\u6807\u5de5\u4f5c\u7684\u6574\u4f53\u667a\u80fd\u7cfb\u7edf<\/td>\n<td>\u5b8c\u6574\u5de5\u5382<\/td>\n<\/tr>\n<tr>\n<td>LLM<\/td>\n<td>\u7406\u89e3\u95ee\u9898\u3001\u751f\u6210\u51b3\u7b56<\/td>\n<td>\u5927\u8111<\/td>\n<\/tr>\n<tr>\n<td>Prompt<\/td>\n<td>\u8868\u8fbe\u76ee\u6807\u548c\u7ea6\u675f<\/td>\n<td>\u5de5\u4f5c\u8981\u6c42<\/td>\n<\/tr>\n<tr>\n<td>Skill<\/td>\n<td>\u63d0\u4f9b\u4e13\u4e1a\u64cd\u4f5c\u65b9\u6cd5<\/td>\n<td>\u64cd\u4f5c\u624b\u518c<\/td>\n<\/tr>\n<tr>\n<td>Tool<\/td>\n<td>\u771f\u6b63\u6267\u884c\u5177\u4f53\u52a8\u4f5c<\/td>\n<td>\u53cc\u624b<\/td>\n<\/tr>\n<tr>\n<td>Host<\/td>\n<td>\u627f\u8f7d\u548c\u7ba1\u7406 Agent \u7684\u7a0b\u5e8f<\/td>\n<td>\u7ba1\u7406\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td>Harness<\/td>\n<td>\u7ec4\u7ec7\u6301\u7eed\u6267\u884c\u4e0e\u8fd0\u884c\u63a7\u5236<\/td>\n<td>\u8c03\u5ea6\u673a\u5236<\/td>\n<\/tr>\n<tr>\n<td>Framework<\/td>\n<td>\u63d0\u4f9b\u5f00\u53d1\u7ec4\u4ef6\u548c\u5c01\u88c5<\/td>\n<td>\u5de5\u5177\u7bb1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u5341\u4e8c\u3001\u4ece\u96f6\u5f00\u53d1\u4e00\u4e2a Agent&#xff0c;\u6700\u57fa\u7840\u7684 Harness \u9700\u8981\u4ec0\u4e48&#xff1f;<\/h3>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u7b80\u5355 Agent&#xff0c;\u4e0d\u9700\u8981\u4e00\u5f00\u59cb\u5c31\u5b9e\u73b0\u6240\u6709\u590d\u6742\u529f\u80fd\u3002<\/p>\n<p>\u53ef\u4ee5\u5148\u5efa\u7acb\u4e00\u5957\u6700\u5c0f\u8fd0\u884c\u5faa\u73af\u3002<\/p>\n<h4>\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u5b9e\u73b0\u57fa\u7840\u6267\u884c\u80fd\u529b<\/h4>\n<p>\u9700\u8981\u80fd\u591f&#xff1a;<\/p>\n<li>\n<p>\u63a5\u6536\u7528\u6237\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u51c6\u5907\u6a21\u578b\u8f93\u5165\u3002<\/p>\n<\/li>\n<li>\n<p>\u8c03\u7528\u5927\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bc6\u522b\u6a21\u578b\u8f93\u51fa\u7684\u5de5\u5177\u8bf7\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u6267\u884c\u88ab\u5141\u8bb8\u7684\u5de5\u5177\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u6267\u884c\u7ed3\u679c\u4ea4\u7ed9\u4e0b\u4e00\u8f6e\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5408\u7406\u6761\u4ef6\u4e0b\u7ed3\u675f\u4efb\u52a1\u3002<\/p>\n<\/li>\n<p>\u8fd9\u662f\u57fa\u7840 Harness \u7684\u6838\u5fc3\u3002<\/p>\n<h4>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u589e\u5f3a\u8fd0\u884c\u53ef\u9760\u6027<\/h4>\n<p>\u5f53\u4efb\u52a1\u590d\u6742\u5ea6\u63d0\u9ad8&#xff0c;\u53ef\u4ee5\u7ee7\u7eed\u52a0\u5165&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e0a\u4e0b\u6587\u6574\u7406\u4e0e\u538b\u7f29\u3002<\/p>\n<\/li>\n<li>\n<p>\u9519\u8bef\u5904\u7406\u548c\u91cd\u8bd5\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d85\u65f6\u4e0e\u53d6\u6d88\u673a\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u8fdb\u5ea6\u8bb0\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fd0\u884c\u9884\u7b97\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u679c\u9a8c\u8bc1\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u7b2c\u4e09\u9636\u6bb5&#xff1a;\u652f\u6301\u957f\u4efb\u52a1\u548c\u9ad8\u98ce\u9669\u64cd\u4f5c<\/h4>\n<p>\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u7cfb\u7edf&#xff0c;\u53ef\u4ee5\u7ee7\u7eed\u52a0\u5165&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6301\u4e45\u5316\u72b6\u6001\u3002<\/p>\n<\/li>\n<li>\n<p>Checkpoint \u68c0\u67e5\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u65ad\u6062\u590d\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u6743\u9650\u7ba1\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u6c99\u7bb1\u9694\u79bb\u3002<\/p>\n<\/li>\n<li>\n<p>\u5e42\u7b49\u63a7\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u5ba1\u8ba1\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eba\u5de5\u5ba1\u6279\u673a\u5236\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5177\u4f53\u9700\u8981\u54ea\u4e9b\u80fd\u529b&#xff0c;\u53d6\u51b3\u4e8e\u4efb\u52a1\u548c\u5b89\u5168\u8981\u6c42\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u4e00\u4e2a\u53ea\u8d1f\u8d23\u67e5\u8be2\u5929\u6c14\u7684\u7b80\u5355 Agent&#xff0c;\u4e0e\u4e00\u4e2a\u80fd\u591f\u4fee\u6539\u4ee3\u7801\u3001\u6267\u884c\u547d\u4ee4\u5e76\u90e8\u7f72\u670d\u52a1\u7684 Agent&#xff0c;\u5bf9 Harness \u7684\u8981\u6c42\u663e\u7136\u4e0d\u540c\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e09\u3001\u4e3a\u4ec0\u4e48\u540c\u4e00\u4e2a\u6a21\u578b&#xff0c;\u5728\u4e0d\u540c Agent \u7cfb\u7edf\u4e2d\u7684\u8868\u73b0\u53ef\u80fd\u4e0d\u540c&#xff1f;<\/h3>\n<p>\u7406\u89e3 Harness \u4ee5\u540e&#xff0c;\u5c31\u80fd\u591f\u56de\u7b54\u53e6\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002<\/p>\n<p>\u5047\u8bbe\u4e24\u4e2a Agent \u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684\u5927\u6a21\u578b\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u6700\u7ec8\u6267\u884c\u6548\u679c\u53ef\u80fd\u4e0d\u4e00\u6837&#xff1f;<\/p>\n<p>\u539f\u56e0\u53ef\u80fd\u5305\u62ec&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u4e0a\u4e0b\u6587\u4e0d\u540c\u3002<\/p>\n<p>\u4e24\u4e2a\u7cfb\u7edf\u63d0\u4f9b\u7ed9\u6a21\u578b\u7684\u8d44\u6599\u3001\u5386\u53f2\u7ed3\u679c\u548c\u89c4\u5219\u4e0d\u540c\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u5de5\u5177\u4e0d\u540c\u3002<\/p>\n<p>\u4e00\u4e2a Agent \u53ea\u80fd\u8bfb\u53d6\u6587\u4ef6&#xff0c;\u53e6\u4e00\u4e2a\u8fd8\u80fd\u591f\u6267\u884c Python \u548c\u6d4b\u8bd5\u4ee3\u7801\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u6267\u884c\u53cd\u9988\u4e0d\u540c\u3002<\/p>\n<p>\u4e00\u4e2a\u7cfb\u7edf\u53ea\u544a\u8bc9\u6a21\u578b\u201c\u6267\u884c\u5931\u8d25\u201d&#xff0c;\u53e6\u4e00\u4e2a\u80fd\u591f\u8fd4\u56de\u5177\u4f53\u9519\u8bef\u4fe1\u606f\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;\u8fd0\u884c\u7b56\u7565\u4e0d\u540c\u3002<\/p>\n<p>\u4e00\u4e2a\u7cfb\u7edf\u9047\u5230\u5931\u8d25\u76f4\u63a5\u7ed3\u675f&#xff0c;\u53e6\u4e00\u4e2a\u53ef\u4ee5\u6839\u636e\u9519\u8bef\u4fe1\u606f\u91cd\u65b0\u89c4\u5212\u3002<\/p>\n<p>\u7b2c\u4e94&#xff0c;\u9a8c\u8bc1\u673a\u5236\u4e0d\u540c\u3002<\/p>\n<p>\u4e00\u4e2a\u7cfb\u7edf\u53ea\u8981\u6a21\u578b\u8bf4\u5b8c\u6210\u5c31\u505c\u6b62&#xff0c;\u53e6\u4e00\u4e2a\u8981\u6c42\u901a\u8fc7\u5b9e\u9645\u6d4b\u8bd5\u3002<\/p>\n<p>\u56e0\u6b64&#xff1a;<\/p>\n<p>Agent \u7684\u80fd\u529b\u548c\u6548\u679c&#xff0c;\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6a21\u578b\u672c\u8eab&#xff0c;\u4e5f\u53d7\u5230 Harness\u3001\u5de5\u5177\u3001\u4e0a\u4e0b\u6587\u548c\u6267\u884c\u73af\u5883\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u540c\u4e00\u4e2a\u5927\u6a21\u578b&#xff0c;\u63a5\u5165\u4e0d\u540c\u7684 Agent \u7cfb\u7edf\u540e&#xff0c;\u53ef\u80fd\u8868\u73b0\u51fa\u4e0d\u540c\u7684\u4efb\u52a1\u6267\u884c\u80fd\u529b\u3002<\/p>\n<hr \/>\n<h3>\u5341\u56db\u3001\u9762\u8bd5\u5b98\u95ee&#xff1a;Agent Harness \u5230\u5e95\u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p>\u53ef\u4ee5\u8fd9\u6837\u56de\u7b54&#xff1a;<\/p>\n<p>Agent Harness \u53ef\u4ee5\u7406\u89e3\u4e3a\u56f4\u7ed5\u5927\u6a21\u578b\u7684\u4e00\u5957\u8fd0\u884c\u652f\u6491\u673a\u5236&#xff0c;\u6838\u5fc3\u662f\u7ec4\u7ec7\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u548c\u7ed3\u679c\u53cd\u9988&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u6839\u636e\u5b9e\u9645\u6267\u884c\u7ed3\u679c\u8fde\u7eed\u63a8\u8fdb\u4efb\u52a1\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u5927\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u7528\u6237\u76ee\u6807\u548c\u5224\u65ad\u4e0b\u4e00\u6b65\u64cd\u4f5c&#xff0c;\u4f46\u6a21\u578b\u8f93\u51fa\u7684\u5de5\u5177\u8c03\u7528\u53ea\u662f\u4e00\u4e2a\u8bf7\u6c42\u3002\u771f\u6b63\u7684\u6587\u4ef6\u8bfb\u53d6\u3001\u4ee3\u7801\u6267\u884c\u6216\u63a5\u53e3\u8c03\u7528&#xff0c;\u9700\u8981\u5916\u90e8\u7a0b\u5e8f\u5b8c\u6210\u3002<\/p>\n<p>Harness \u8d1f\u8d23\u63a5\u6536\u8fd9\u4e9b\u8bf7\u6c42&#xff0c;\u68c0\u67e5\u53c2\u6570\u548c\u6743\u9650&#xff0c;\u534f\u8c03\u5de5\u5177\u6267\u884c&#xff0c;\u518d\u628a\u5b9e\u9645\u7ed3\u679c\u63d0\u4f9b\u7ed9\u4e0b\u4e00\u8f6e\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<p>\u5176\u6b21&#xff0c;\u5bf9\u4e8e\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1&#xff0c;Harness \u8fd8\u9700\u8981\u7ec4\u7ec7\u4e0a\u4e0b\u6587\u548c\u7ba1\u7406\u4efb\u52a1\u72b6\u6001\u3002\u4e0a\u4e0b\u6587\u7ba1\u7406\u51b3\u5b9a\u6a21\u578b\u5f53\u524d\u9700\u8981\u770b\u5230\u54ea\u4e9b\u4fe1\u606f&#xff0c;\u4efb\u52a1\u72b6\u6001\u8bb0\u5f55\u4efb\u52a1\u8fdb\u5ea6&#xff0c;\u5e76\u53ef\u4ee5\u914d\u5408\u6301\u4e45\u5316\u673a\u5236\u652f\u6301\u4e2d\u65ad\u6062\u590d\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;Harness \u8fd8\u9700\u8981\u843d\u5b9e\u8fd0\u884c\u9884\u7b97\u3001\u8d85\u65f6\u3001\u53d6\u6d88\u548c\u5fc5\u8981\u7684\u5b8c\u6210\u68c0\u67e5&#xff0c;\u907f\u514d Agent \u65e0\u9650\u6267\u884c&#xff0c;\u6216\u8005\u4ec5\u51ed\u6a21\u578b\u58f0\u660e\u5c31\u8ba4\u5b9a\u4efb\u52a1\u6210\u529f\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u548c\u51b3\u7b56&#xff0c;\u5de5\u5177\u8d1f\u8d23\u5b9e\u9645\u64cd\u4f5c&#xff0c;\u800c Harness \u8d1f\u8d23\u534f\u8c03\u5b83\u4eec\u5982\u4f55\u6301\u7eed\u3001\u53ef\u63a7\u5730\u8fd0\u884c\u3002<\/p>\n<p>\u81f3\u4e8e Agent Framework&#xff0c;\u5b83\u53ef\u4ee5\u63d0\u4f9b\u6784\u5efa Harness \u7684\u7ec4\u4ef6&#xff0c;\u4e5f\u53ef\u80fd\u5df2\u7ecf\u5c01\u88c5\u4e86\u8fd0\u884c\u673a\u5236&#xff0c;\u5177\u4f53\u53d6\u51b3\u4e8e\u6846\u67b6\u6216 SDK \u7684\u5b9e\u9645\u80fd\u529b\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e94\u3001\u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u6a21\u578b\u53d1\u51fa\u5de5\u5177\u8c03\u7528\u8bf7\u6c42&#xff0c;\u4e0d\u7b49\u4e8e\u5de5\u5177\u5df2\u7ecf\u6267\u884c\u3002<\/p>\n<p>\u771f\u6b63\u7684\u64cd\u4f5c\u4ecd\u7136\u9700\u8981\u5916\u90e8\u7a0b\u5e8f\u5b8c\u6210\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;Agent Harness \u7684\u6838\u5fc3\u662f\u6267\u884c\u5faa\u73af\u3002<\/p>\n<p>\u901a\u8fc7\u6a21\u578b\u51b3\u7b56\u3001\u5de5\u5177\u6267\u884c\u3001\u7ed3\u679c\u53cd\u9988\u548c\u518d\u6b21\u51b3\u7b56&#xff0c;\u4f7f Agent \u80fd\u591f\u8fde\u7eed\u63a8\u8fdb\u4efb\u52a1\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;Harness 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