{"id":101587,"date":"2026-09-07T02:09:28","date_gmt":"2026-09-06T18:09:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101587.html"},"modified":"2026-09-07T02:09:28","modified_gmt":"2026-09-06T18:09:28","slug":"openclaw-%e7%99%be%e7%af%87%e7%bb%88%e7%ab%a0%ef%bc%9a%e4%bb%8e-prompt-engineering-%e5%88%b0-agent-engineering-%e7%9a%84%e8%8c%83%e5%bc%8f%e8%b7%83%e8%bf%81%e4%b8%8e%e6%9c%aa%e6%9d%a5%e5%b1%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101587.html","title":{"rendered":"OpenClaw \u767e\u7bc7\u7ec8\u7ae0\uff1a\u4ece Prompt Engineering \u5230 Agent Engineering \u7684\u8303\u5f0f\u8dc3\u8fc1\u4e0e\u672a\u6765\u5c55\u671b"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;\u672c\u6587\u662f OpenClaw \u7cfb\u5217\u7b2c 100 \u7bc7\u6536\u5b98\u4e4b\u4f5c&#xff0c;\u7cfb\u7edf\u56de\u987e\u4ece Prompt Engineering \u5230 Agent Engineering \u7684\u56db\u4ee3\u8303\u5f0f\u6f14\u8fdb&#xff0c;\u63d0\u70bc\u767e\u7bc7\u7cfb\u5217\u6784\u5efa\u7684\u6838\u5fc3\u77e5\u8bc6\u4f53\u7cfb&#xff0c;\u5e76\u5c55\u671b Agent Engineering \u7684\u4e09\u5927\u524d\u6cbf\u8d8b\u52bf\u3002\u6587\u7ae0\u57fa\u4e8e OpenClaw v2.x \u751f\u6001\u64b0\u5199&#xff0c;\u6838\u5fc3\u6982\u5ff5\u9002\u7528\u4e8e 2024-2026 \u5e74 AI Agent \u6280\u672f\u53d1\u5c55\u9636\u6bb5\u3002\u6db5\u76d6\u56db\u4ee3\u8303\u5f0f\u7684\u6838\u5fc3\u5dee\u5f02\u3001Skill \u7cfb\u7edf\u8bbe\u8ba1\u54f2\u5b66\u3001\u81ea\u4e3b\u51b3\u7b56\u77e9\u9635\u3001\u80fd\u529b\u81ea\u6f14\u8fdb\u5faa\u73af\u3001\u4eba\u673a\u5171\u751f\u534f\u4f5c\u7b49\u5173\u952e\u8bae\u9898&#xff0c;\u4e3a\u5165\u95e8\u8005\u3001\u5f00\u53d1\u8005\u3001\u67b6\u6784\u5e08\u4e0e\u4f01\u4e1a\u51b3\u7b56\u8005\u56db\u7c7b\u89d2\u8272\u89c4\u5212\u5dee\u5f02\u5316\u5b66\u4e60\u8def\u5f84&#xff0c;\u5e76\u5766\u8bda\u8ba8\u8bba\u53ef\u9760\u6027\u3001\u6210\u672c\u3001\u4f26\u7406\u4e09\u5927\u5c40\u9650\u4e0e\u7a81\u7834\u65b9\u5411\u3002<\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u5f15\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u4ece&#034;\u5199\u63d0\u793a\u8bcd&#034;\u8d70\u5411&#034;\u9020\u667a\u80fd\u4f53&#034;<\/li>\n<li>\u4e00\u3001Prompt Engineering&#xff1a;\u88ab\u91cd\u65b0\u7406\u89e3\u7684\u8d77\u70b9<\/li>\n<li>\u4e8c\u3001Context Engineering \u4e0e Harness Engineering&#xff1a;\u8fc7\u6e21\u9636\u6bb5<\/li>\n<li>\n<ul>\n<li>2.1 Context Engineering&#xff1a;\u8ba9\u6a21\u578b&#034;\u77e5\u9053\u66f4\u591a&#034;<\/li>\n<li>2.2 Harness Engineering&#xff1a;\u8ba9\u6a21\u578b&#034;\u80fd\u505a&#034;<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001Agent Engineering&#xff1a;\u81ea\u4e3b\u6027\u7684\u8303\u5f0f\u8dc3\u8fc1<\/li>\n<li>\n<ul>\n<li>3.1 \u4e94\u5927\u5173\u952e\u7a81\u7834<\/li>\n<li>3.2 \u56db\u4ee3\u8303\u5f0f\u6838\u5fc3\u5dee\u5f02<\/li>\n<li>3.3 Skill \u7cfb\u7edf&#xff1a;Agent \u7684\u80fd\u529b\u5143\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u767e\u7bc7\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u516d\u5927\u9636\u6bb5\u4e0e\u5b66\u4e60\u8def\u5f84<\/li>\n<li>\n<ul>\n<li>4.1 \u56db\u7c7b\u89d2\u8272\u7684\u5b66\u4e60\u8def\u5f84<\/li>\n<li>4.2 \u5b66\u4e60\u8d44\u6e90\u63a8\u8350<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u4e09\u5927\u524d\u6cbf\u8d8b\u52bf\u5c55\u671b<\/li>\n<li>\n<ul>\n<li>5.1 \u8d8b\u52bf\u4e00&#xff1a;Agent \u81ea\u4e3b\u6f14\u8fdb<\/li>\n<li>5.2 \u8d8b\u52bf\u4e8c&#xff1a;\u591a\u6a21\u6001\u5177\u8eab\u4ea4\u4e92<\/li>\n<li>5.3 \u8d8b\u52bf\u4e09&#xff1a;\u4eba\u673a\u5171\u751f\u534f\u4f5c<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u5c40\u9650\u6027\u4e0e\u8fb9\u754c\u610f\u8bc6<\/li>\n<li>\n<ul>\n<li>6.1 \u4e09\u5927\u6838\u5fc3\u5c40\u9650<\/li>\n<li>6.2 \u4f01\u4e1a\u7ea7\u90e8\u7f72\u793a\u4f8b<\/li>\n<li>6.3 \u5c40\u9650\u7684\u76f8\u5bf9\u6027<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/li>\n<li>\u53c2\u8003\u94fe\u63a5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u5f15\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u4ece&#034;\u5199\u63d0\u793a\u8bcd&#034;\u8d70\u5411&#034;\u9020\u667a\u80fd\u4f53&#034;<\/h3>\n<p>2023 \u5e74\u521d ChatGPT \u5e2d\u5377\u5168\u7403\u65f6&#xff0c;\u7edd\u5927\u591a\u6570\u5f00\u53d1\u8005\u5c06&#034;AI \u5f00\u53d1&#034;\u7b49\u540c\u4e8e&#034;\u5199\u597d\u63d0\u793a\u8bcd&#034;\u3002\u5404\u79cd&#034;\u4e07\u80fd\u63d0\u793a\u8bcd\u6a21\u677f&#034;\u5728\u6280\u672f\u793e\u533a\u75af\u4f20&#xff0c;\u5355\u8f6e\u95ee\u7b54\u573a\u666f\u4e0b\u786e\u5b9e\u6709\u6548\u3002\u4f46\u5b83\u5ffd\u7565\u4e86\u4e00\u4e2a\u6839\u672c\u95ee\u9898&#xff1a;\u73b0\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u4ece\u6765\u4e0d\u662f\u5355\u8f6e\u95ee\u7b54\u3002<\/p>\n<p>\u4e00\u4e2a\u4ea7\u54c1\u7ecf\u7406\u9700\u8981\u7684\u662f&#034;\u628a\u7ade\u54c1\u5206\u6790\u505a\u5b8c\u5e76\u540c\u6b65\u5230\u98de\u4e66\u6587\u6863&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u5e2e\u6211\u5199\u4e00\u6bb5\u7ade\u54c1\u5206\u6790\u7684\u6587\u5b57&#034;\u3002\u8fd9\u4e24\u8005\u4e4b\u95f4\u7684\u9e3f\u6c9f&#xff0c;\u4e0d\u662f\u9760\u4f18\u5316\u63d0\u793a\u8bcd\u80fd\u586b\u5e73\u7684\u3002\u524d\u8005\u8981\u6c42 AI \u5177\u5907\u4efb\u52a1\u5206\u89e3\u3001\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u7ba1\u7406\u3001\u9519\u8bef\u6062\u590d\u3001\u591a\u6b65\u63a8\u7406\u7684\u80fd\u529b\u2014\u2014\u800c\u8fd9\u4e9b\u80fd\u529b&#xff0c;\u6070\u6070\u662f Agent Engineering \u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n<p>AI \u5f00\u53d1\u8303\u5f0f\u7684\u6f14\u8fdb\u4e0d\u662f\u5076\u7136&#xff0c;\u800c\u662f\u7531\u4efb\u52a1\u590d\u6742\u5ea6\u7684\u589e\u957f\u548c\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u53cc\u91cd\u9a71\u52a8\u3002\u5f53\u6a21\u578b\u53ea\u80fd\u505a\u5355\u8f6e\u6587\u672c\u751f\u6210\u65f6&#xff0c;Prompt Engineering \u662f\u552f\u4e00\u53ef\u884c\u7684\u8303\u5f0f&#xff1b;\u4f46\u5f53\u6a21\u578b\u5177\u5907\u4e86\u51fd\u6570\u8c03\u7528\u3001\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u3001\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u540e&#xff0c;\u5f00\u53d1\u8303\u5f0f\u5fc5\u987b\u5347\u7ea7&#xff0c;\u5426\u5219\u5c31\u662f\u5728\u7528\u9a6c\u8f66\u7684\u601d\u7ef4\u8bbe\u8ba1\u6c7d\u8f66\u3002<\/p>\n<p>\u672c\u6587\u7684\u6838\u5fc3\u8bba\u70b9\u662f&#xff1a;\u4ece Prompt Engineering \u5230 Agent Engineering \u7684\u6f14\u8fdb&#xff0c;\u4e0d\u662f\u5de5\u5177\u7684\u5347\u7ea7&#xff0c;\u800c\u662f\u5f00\u53d1\u8303\u5f0f\u7684\u6839\u672c\u8dc3\u8fc1\u2014\u2014\u4ece&#034;\u4eba\u4e0e\u6a21\u578b\u7684\u5bf9\u8bdd&#034;\u8d70\u5411&#034;\u667a\u80fd\u4f53\u5728\u73af\u5883\u4e2d\u7684\u81ea\u4e3b\u884c\u52a8&#034;\u3002<\/p>\n<p>\u26a0\ufe0f \u7248\u672c\u4e0e\u66ff\u4ee3\u65b9\u6848\u58f0\u660e&#xff1a;\u672c\u6587\u57fa\u4e8e OpenClaw v2.x \u751f\u6001\u64b0\u5199&#xff0c;\u6838\u5fc3\u6982\u5ff5\u4e0e\u539f\u5219\u957f\u671f\u9002\u7528&#xff0c;\u4e0d\u4f9d\u8d56\u5177\u4f53\u6a21\u578b\u7248\u672c\u3002\u82e5\u56e2\u961f\u4f7f\u7528\u5176\u4ed6 Agent \u6846\u67b6&#xff08;LangGraph\u3001CrewAI\u3001AutoGen&#xff09;&#xff0c;\u540c\u6837\u53ef\u4ee5\u53c2\u8003\u672c\u6587\u7684\u8303\u5f0f\u5206\u6790\u4e0e\u5b66\u4e60\u8def\u5f84\u8bbe\u8ba1\u3002\u82e5\u4f60\u60f3\u642d\u5efa\u7b80\u5355 RAG \u95ee\u7b54\u7cfb\u7edf&#xff0c;\u4f20\u7edf Prompt Engineering \u4ecd\u53ef\u80dc\u4efb&#xff1b;\u82e5\u76ee\u6807\u662f\u6784\u5efa\u80fd\u81ea\u4e3b\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u667a\u80fd\u4f53&#xff0c;\u5219\u5fc5\u987b\u5f15\u5165 Agent Engineering \u7684\u7cfb\u7edf\u8bbe\u8ba1\u601d\u60f3\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260906180922-6a9dac528bea2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e00\u3001Prompt Engineering&#xff1a;\u88ab\u91cd\u65b0\u7406\u89e3\u7684\u8d77\u70b9<\/h3>\n<p>Prompt Engineering \u662f AI \u5f00\u53d1\u7684\u7b2c\u4e00\u4ee3\u8303\u5f0f&#xff0c;\u65f6\u95f4\u7a97\u53e3\u5927\u81f4\u4e3a 2022-2023 \u5e74&#xff0c;\u4ee5 ChatGPT \u53d1\u5e03\u4e3a\u8d77\u70b9\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u7b80\u5355&#xff1a;\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u8f93\u5165\u6587\u672c\u6765\u5f15\u5bfc\u6a21\u578b\u4ea7\u751f\u671f\u671b\u7684\u8f93\u51fa\u3002\u5178\u578b\u6280\u672f\u5305\u62ec Few-shot Learning\u3001Chain-of-Thought\u3001ReAct \u63d0\u793a\u7b49\u3002<\/p>\n<p>Prompt Engineering \u89e3\u51b3\u7684\u662f\u5355\u8f6e\u4ea4\u4e92\u4e2d\u7684\u8f93\u51fa\u8d28\u91cf\u95ee\u9898\u3002\u5b83\u5728 FAQ\u3001\u5185\u5bb9\u751f\u6210\u3001\u7b80\u5355\u95ee\u7b54\u7b49\u573a\u666f\u4e0b\u8868\u73b0\u826f\u597d\u3002\u4f46\u5b83\u7684\u6839\u672c\u5c40\u9650\u5728\u4e8e&#xff1a;\u6a21\u578b\u6ca1\u6709\u72b6\u6001\u3001\u6ca1\u6709\u5de5\u5177\u3001\u6ca1\u6709\u81ea\u4e3b\u6027\u3001\u4e5f\u6ca1\u6709\u5bb9\u9519\u80fd\u529b\u3002\u6bcf\u4e00\u6b21\u4ea4\u4e92\u90fd\u662f\u72ec\u7acb\u7684&#xff0c;\u6bcf\u4e00\u6b21\u6267\u884c\u90fd\u9700\u8981\u4eba\u7c7b\u9a71\u52a8&#xff0c;\u4e00\u6b65\u51fa\u9519\u6574\u4e2a\u6d41\u7a0b\u5c31\u5d29\u6e83\u3002<\/p>\n<p>\u8fd9\u5c31\u50cf\u7528\u9a6c\u8f66\u62c9\u8d27\u2014\u2014\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316\u9a6c\u97ad\u3001\u8349\u6599\u548c\u9a7e\u9a6d\u6280\u5de7\u63d0\u5347\u6548\u7387&#xff0c;\u4f46\u5f53\u8d27\u7269\u7684\u4f53\u91cf\u548c\u8ddd\u79bb\u8d85\u8fc7\u9a6c\u5339\u80fd\u529b\u65f6&#xff0c;\u9a6c\u8f66\u601d\u7ef4\u5c31\u5230\u8fbe\u4e86\u5929\u82b1\u677f\u3002\u8981\u8fd0\u8f93\u66f4\u91cd\u7684\u8d27\u7269\u3001\u66f4\u8fdc\u7684\u8ddd\u79bb&#xff0c;\u5fc5\u987b\u53d1\u660e\u65b0\u7684\u52a8\u529b\u7cfb\u7edf\u3002<\/p>\n<p>\u53cd\u601d&#xff1a;Prompt Engineering \u7684\u672c\u8d28\u662f&#034;\u6559\u4eba\u600e\u4e48\u8bf4&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u8ba9\u673a\u5668\u80fd\u505a&#034;\u3002\u5b83\u89e3\u51b3\u7684\u662f\u4eba\u4e0e\u6a21\u578b\u4e4b\u95f4\u7684\u6c9f\u901a\u6548\u7387\u95ee\u9898&#xff0c;\u4f46\u6ca1\u6709\u89e6\u53ca\u6a21\u578b\u80fd\u529b\u7684\u7cfb\u7edf\u6027\u6269\u5c55\u3002<\/p>\n<h3>\u4e8c\u3001Context Engineering \u4e0e Harness Engineering&#xff1a;\u8fc7\u6e21\u9636\u6bb5<\/h3>\n<h4>2.1 Context Engineering&#xff1a;\u8ba9\u6a21\u578b&#034;\u77e5\u9053\u66f4\u591a&#034;<\/h4>\n<p>\u7b2c\u4e8c\u4ee3\u8303\u5f0f Context Engineering \u51fa\u73b0\u5728 2023-2024 \u5e74&#xff0c;\u4ee5 RAG \u6280\u672f\u6210\u719f\u4e3a\u6807\u5fd7\u3002\u5b83\u4e0d\u518d\u53ea\u4f18\u5316&#034;\u63d0\u793a\u8bcd&#034;&#xff0c;\u800c\u662f\u7cfb\u7edf\u6027\u5730\u7ba1\u7406\u8fdb\u5165\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6240\u6709\u4fe1\u606f\u2014\u2014\u5305\u62ec\u68c0\u7d22\u5230\u7684\u6587\u6863\u3001\u5bf9\u8bdd\u5386\u53f2\u3001\u7cfb\u7edf\u6307\u4ee4\u3001\u5de5\u5177\u63cf\u8ff0\u7b49\u3002<\/p>\n<p>\u5173\u952e\u7a81\u7834\u662f RAG \u67b6\u6784\u2014\u2014\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u4e0e\u6a21\u578b\u63a8\u7406\u7ed3\u5408&#xff0c;\u7a81\u7834\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u65f6\u6548\u6027\u9650\u5236\u3002\u4e0a\u4e0b\u6587\u7ba1\u7406\u7b56\u7565&#xff08;\u6ed1\u52a8\u7a97\u53e3\u3001\u6458\u8981\u538b\u7f29\u3001\u4f18\u5148\u7ea7\u6392\u5e8f&#xff09;\u8ba9\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a7a\u95f4\u5f97\u5230\u6709\u6548\u5229\u7528\u3002\u7ed3\u6784\u5316\u8f93\u5165\u8ba9\u6a21\u578b\u80fd\u66f4\u597d\u5730\u7406\u89e3\u4fe1\u606f\u3002<\/p>\n<p>\u4f46 Context Engineering \u4ecd\u7136\u6ca1\u6709\u89e3\u51b3&#034;\u8ba9\u6a21\u578b\u505a\u5230\u66f4\u591a&#034;\u7684\u95ee\u9898\u3002\u4fe1\u606f\u4e30\u5bcc\u4e0d\u7b49\u4e8e\u884c\u52a8\u6709\u529b\u3002\u5373\u4f7f\u7ed9\u4e86\u6a21\u578b\u518d\u591a\u6587\u6863&#xff0c;\u5b83\u4e5f\u53ea\u80fd&#034;\u770b\u5230&#034;&#xff0c;\u4e0d\u80fd&#034;\u52a8\u624b&#034;\u3002<\/p>\n<h4>2.2 Harness 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Engineering<\/tr>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u5bf9\u8c61<\/td>\n<td>\u63d0\u793a\u8bcd\u6587\u672c<\/td>\n<td>\u4e0a\u4e0b\u6587\u4fe1\u606f<\/td>\n<td>\u5de5\u4f5c\u6d41\u7f16\u6392<\/td>\n<td>\u81ea\u4e3b\u667a\u80fd\u4f53<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u53d1\u91cd\u5fc3<\/td>\n<td>\u8f93\u5165\u4f18\u5316<\/td>\n<td>\u4fe1\u606f\u7ba1\u7406<\/td>\n<td>\u6d41\u7a0b\u8bbe\u8ba1<\/td>\n<td>\u7cfb\u7edf\u67b6\u6784<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u89d2\u8272<\/td>\n<td>\u88ab\u52a8\u5e94\u7b54\u8005<\/td>\n<td>\u4fe1\u606f\u5904\u7406\u8005<\/td>\n<td>\u5de5\u5177\u6267\u884c\u8005<\/td>\n<td>\u81ea\u4e3b\u51b3\u7b56\u8005<\/td>\n<\/tr>\n<tr>\n<td>\u4ea4\u4e92\u6a21\u5f0f<\/td>\n<td>\u5355\u8f6e\u95ee\u7b54<\/td>\n<td>\u589e\u5f3a\u95ee\u7b54<\/td>\n<td>\u591a\u6b65\u5de5\u4f5c\u6d41<\/td>\n<td>\u81ea\u4e3b\u4efb\u52a1\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u72b6\u6001\u7ba1\u7406<\/td>\n<td>\u65e0<\/td>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\n<td>\u7f16\u6392\u72b6\u6001\u673a<\/td>\n<td>\u6301\u4e45\u8bb0\u5fc6 &#043; \u8fd0\u884c\u65f6\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u4f7f\u7528<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u9884\u5b9a\u4e49\u5de5\u5177\u94fe<\/td>\n<td>\u52a8\u6001\u5de5\u5177\u53d1\u73b0\u4e0e\u7ec4\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u9519\u8bef\u6062\u590d<\/td>\n<td>\u91cd\u65b0\u63d0\u95ee<\/td>\n<td>\u91cd\u65b0\u68c0\u7d22<\/td>\n<td>\u9884\u5b9a\u4e49\u91cd\u8bd5\u903b\u8f91<\/td>\n<td>\u81ea\u4e3b\u53cd\u601d\u4e0e\u7b56\u7565\u8c03\u6574<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u6269\u5c55\u6027<\/td>\n<td>\u4f4e&#xff08;\u7ebf\u6027&#xff09;<\/td>\n<td>\u4e2d&#xff08;\u68c0\u7d22\u6269\u5c55&#xff09;<\/td>\n<td>\u4e2d&#xff08;\u8282\u70b9\u6269\u5c55&#xff09;<\/td>\n<td>\u9ad8&#xff08;Skill \u52a8\u6001\u52a0\u8f7d&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u7b80\u5355\u95ee\u7b54<\/td>\n<td>\u77e5\u8bc6\u5bc6\u96c6\u578b\u95ee\u7b54<\/td>\n<td>\u6807\u51c6\u5316\u6d41\u7a0b<\/td>\n<td>\u590d\u6742\u5f00\u653e\u5f0f\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u7c7b\u89d2\u8272<\/td>\n<td>\u64cd\u4f5c\u8005<\/td>\n<td>\u5ba1\u9605\u8005<\/td>\n<td>\u8bbe\u8ba1\u8005<\/td>\n<td>\u76d1\u7763\u8005\/\u534f\u4f5c\u8005<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u8868\u5de5\u5177<\/td>\n<td>Prompt \u6a21\u677f\u5e93<\/td>\n<td>RAG \u6846\u67b6<\/td>\n<td>LangGraph\/CrewAI<\/td>\n<td>OpenClaw\/AutoGen v2<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u98ce\u9669<\/td>\n<td>\u8f93\u51fa\u4e0d\u53ef\u63a7<\/td>\n<td>\u4fe1\u606f\u8fc7\u8f7d<\/td>\n<td>\u7f16\u6392\u8106\u5f31<\/td>\n<td>\u81ea\u4e3b\u6027\u8fb9\u754c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u6d1e\u5bdf&#xff1a;Agent Engineering \u7684\u5173\u952e\u4e0d\u662f\u8ba9\u6a21\u578b\u66f4\u806a\u660e&#xff0c;\u800c\u662f\u8ba9\u7cfb\u7edf\u66f4\u81ea\u4e3b\u3002\u4e00\u4e2a GPT-3.5 \u7ea7\u522b\u7684\u6a21\u578b\u914d\u4e0a\u597d\u7684 Agent \u67b6\u6784&#xff0c;\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u53ef\u4ee5\u8d85\u8d8a GPT-4 \u7ea7\u522b\u7684\u6a21\u578b\u53ea\u9760 Prompt Engineering \u7684\u8868\u73b0\u3002\u67b6\u6784\u7684\u529b\u91cf\u5927\u4e8e\u6a21\u578b\u7684\u529b\u91cf\u3002<\/p>\n<h4>3.3 Skill \u7cfb\u7edf&#xff1a;Agent \u7684\u80fd\u529b\u5143\u6570\u636e<\/h4>\n<p>\u5982\u679c\u8bf4 Agent \u662f\u4e00\u4e2a\u667a\u80fd\u5458\u5de5&#xff0c;Skill \u5c31\u662f\u4ed6\u7684\u4e13\u4e1a\u6280\u80fd\u3002OpenClaw \u7684 Skill \u7cfb\u7edf\u8bbe\u8ba1\u54f2\u5b66\u662f&#xff1a;\u6bcf\u4e2a Skill \u90fd\u662f\u4e00\u4e2a\u81ea\u5305\u542b\u7684\u80fd\u529b\u5355\u5143&#xff0c;\u6709\u660e\u786e\u7684\u8f93\u5165\u8f93\u51fa\u3001\u524d\u7f6e\u6761\u4ef6\u548c\u8fb9\u754c\u3002<\/p>\n<p># SKILL.md \u793a\u4f8b\u7ed3\u6784<\/p>\n<p>## \u6982\u8ff0<br \/>\n\u672c Skill \u7684\u529f\u80fd\u63cf\u8ff0\u548c\u4f7f\u7528\u573a\u666f<\/p>\n<p>## \u524d\u7f6e\u6761\u4ef6<br \/>\n&#8211; \u9700\u8981\u7684\u73af\u5883\u53d8\u91cf<br \/>\n&#8211; \u4f9d\u8d56\u7684\u5176\u4ed6 Skill<br \/>\n&#8211; \u6a21\u578b\u80fd\u529b\u8981\u6c42<\/p>\n<p>## \u6267\u884c\u6d41\u7a0b<br \/>\n1. \u8f93\u5165\u9a8c\u8bc1<br \/>\n2. \u6838\u5fc3\u903b\u8f91\u6267\u884c<br \/>\n3. \u7ed3\u679c\u683c\u5f0f\u5316<br \/>\n4. \u9519\u8bef\u5904\u7406<\/p>\n<p>## \u8fb9\u754c\u4e0e\u9650\u5236<br \/>\n&#8211; \u4e0d\u652f\u6301\u7684\u573a\u666f<br \/>\n&#8211; \u5df2\u77e5\u9650\u5236<br \/>\n&#8211; \u6027\u80fd\u7ea6\u675f<br \/>\n&#8211; \u5931\u8d25\u56de\u9000\u65b9\u6848<\/p>\n<p>## \u793a\u4f8b\u8f93\u5165\u8f93\u51fa<br \/>\n&#8211; \u8f93\u5165&#xff1a;xxx<br \/>\n&#8211; \u8f93\u51fa&#xff1a;xxx<\/p>\n<p>## \u66f4\u65b0\u8bb0\u5f55<br \/>\n&#8211; v1.0.0: \u521d\u59cb\u7248\u672c<br \/>\n&#8211; v1.1.0: \u652f\u6301\u573a\u666f B<\/p>\n<p>SKILL.md \u770b\u4f3c\u662f\u914d\u7f6e\u6587\u4ef6&#xff0c;\u672c\u8d28\u662f Agent \u7684&#034;\u80fd\u529b\u8bf4\u660e\u4e66&#034;\u2014\u2014\u544a\u8bc9 Agent \u8fd9\u4e2a Skill \u80fd\u505a\u4ec0\u4e48\u3001\u600e\u4e48\u7528\u3001\u4ec0\u4e48\u65f6\u5019\u7528\u3001\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4e0d\u80fd\u7528\u3002\u8fd9\u79cd&#034;\u80fd\u529b\u5143\u6570\u636e&#034;\u8bbe\u8ba1&#xff0c;\u662f Agent Engineering \u533a\u522b\u4e8e Harness Engineering \u7684\u5173\u952e\u5dee\u5f02\u4e4b\u4e00&#xff1a;Harness \u9700\u8981\u4eba\u786c\u7f16\u7801&#034;\u4ec0\u4e48\u65f6\u5019\u8c03\u7528\u4ec0\u4e48\u5de5\u5177&#034;&#xff0c;\u800c Agent \u901a\u8fc7\u9605\u8bfb Skill \u63cf\u8ff0\u81ea\u4e3b\u51b3\u7b56\u3002<\/p>\n<h3>\u56db\u3001\u767e\u7bc7\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u516d\u5927\u9636\u6bb5\u4e0e\u5b66\u4e60\u8def\u5f84<\/h3>\n<p>100 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.edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-7uYes6mgCzQqpmEA .error-icon{fill:#552222;}#mermaid-svg-7uYes6mgCzQqpmEA .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-7uYes6mgCzQqpmEA .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-7uYes6mgCzQqpmEA .marker{fill:#333333;stroke:#333333;}#mermaid-svg-7uYes6mgCzQqpmEA .marker.cross{stroke:#333333;}#mermaid-svg-7uYes6mgCzQqpmEA svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-7uYes6mgCzQqpmEA 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path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-7uYes6mgCzQqpmEA .rough-node .label,#mermaid-svg-7uYes6mgCzQqpmEA .node .label,#mermaid-svg-7uYes6mgCzQqpmEA .image-shape .label,#mermaid-svg-7uYes6mgCzQqpmEA .icon-shape .label{text-align:center;}#mermaid-svg-7uYes6mgCzQqpmEA .node.clickable{cursor:pointer;}#mermaid-svg-7uYes6mgCzQqpmEA .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-7uYes6mgCzQqpmEA .arrowheadPath{fill:#333333;}#mermaid-svg-7uYes6mgCzQqpmEA .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-7uYes6mgCzQqpmEA .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-7uYes6mgCzQqpmEA .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-7uYes6mgCzQqpmEA .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-7uYes6mgCzQqpmEA .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-7uYes6mgCzQqpmEA .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-7uYes6mgCzQqpmEA .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-7uYes6mgCzQqpmEA .cluster text{fill:#333;}#mermaid-svg-7uYes6mgCzQqpmEA .cluster span{color:#333;}#mermaid-svg-7uYes6mgCzQqpmEA div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-7uYes6mgCzQqpmEA .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-7uYes6mgCzQqpmEA rect.text{fill:none;stroke-width:0;}#mermaid-svg-7uYes6mgCzQqpmEA .icon-shape,#mermaid-svg-7uYes6mgCzQqpmEA .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-7uYes6mgCzQqpmEA .icon-shape p,#mermaid-svg-7uYes6mgCzQqpmEA .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-7uYes6mgCzQqpmEA .icon-shape .label rect,#mermaid-svg-7uYes6mgCzQqpmEA .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-7uYes6mgCzQqpmEA .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-7uYes6mgCzQqpmEA .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-7uYes6mgCzQqpmEA :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f680; \u524d\u6cbf\u63a2\u7d22 \u7bc791-100<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Agent \u81ea\u6f14\u8fdb<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5177\u8eab\u4ea4\u4e92<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u4eba\u673a\u5171\u751f<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8303\u5f0f\u603b\u7ed3\u4e0e\u5c55\u671b<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f3d7;\ufe0f \u884c\u4e1a\u5b9e\u6218 \u7bc776-90<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7814\u53d1\u6548\u80fd<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9\u751f\u4ea7<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u5206\u6790<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5ba2\u670d\u81ea\u52a8\u5316<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u77e5\u8bc6\u7ba1\u7406<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f3e2; \u4f01\u4e1a\u7ea7\u90e8\u7f72 \u7bc756-75<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6743\u9650\u4e0e\u5b89\u5168<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u53ef\u89c2\u6d4b\u6027<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6210\u672c\u4f18\u5316<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u591a\u79df\u6237\u67b6\u6784<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5408\u89c4\u4e0e\u5ba1\u8ba1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f91d; \u591aAgent\u534f\u4f5c \u7bc736-55<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Leader-Worker \u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>MapReduce \u534f\u4f5c<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Supervisor \u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Agent \u95f4\u901a\u4fe1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u51b2\u7a81\u89e3\u51b3\u4e0e\u4e00\u81f4\u6027<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f527; Skill \u5f00\u53d1 \u7bc716-35<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill \u67b6\u6784\u8bbe\u8ba1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>SKILL.md \u89c4\u8303<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u5177\u96c6\u6210<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill \u8c03\u8bd5\u4e0e\u6d4b\u8bd5<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Skill \u5e02\u573a\u4e0e\u590d\u7528<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f4d6; \u5165\u95e8\u57fa\u7840 \u7bc71-15<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>OpenClaw \u662f\u4ec0\u4e48<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5b89\u88c5\u4e0e\u914d\u7f6e<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c\u4e00\u4e2a Agent<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6838\u5fc3\u6982\u5ff5\u89e3\u6790<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u4e0e Prompt Engineering \u7684\u533a\u522b<\/p>\n<p><\/span><\/p>\n<p>\u516d\u5927\u9636\u6bb5\u6838\u5fc3\u63d0\u70bc&#xff1a;<\/p>\n<ul>\n<li>\u9636\u6bb5\u4e00 \u5165\u95e8\u57fa\u7840&#xff08;\u7bc7 1-15&#xff09;&#xff1a;\u89e3\u51b3&#034;\u4e3a\u4ec0\u4e48&#034;\u7684\u95ee\u9898&#xff0c;\u5efa\u7acb&#034;Agent \u4e0d\u662f\u804a\u5929\u673a\u5668\u4eba&#034;\u7684\u8ba4\u77e5\u3002\u6838\u5fc3\u8ba4\u77e5\u8f6c\u53d8&#xff1a;AI \u5e94\u7528\u4e0d\u662f&#034;\u7ed9\u6a21\u578b\u53d1\u6d88\u606f&#034;&#xff0c;\u800c\u662f&#034;\u8bbe\u8ba1\u4e00\u4e2a\u80fd\u5728\u73af\u5883\u4e2d\u884c\u52a8\u7684\u7cfb\u7edf&#034;\u3002<\/li>\n<li>\u9636\u6bb5\u4e8c Skill \u5f00\u53d1&#xff08;\u7bc7 16-35&#xff09;&#xff1a;Skill \u662f Agent \u7684\u6838\u5fc3\u62bd\u8c61\u3002\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684 Skill \u53ef\u4ee5\u88ab\u6210\u5343\u4e0a\u4e07\u7684 Agent \u590d\u7528&#xff0c;\u5176\u4ef7\u503c\u8fdc\u8d85\u4e00\u4e2a\u7cbe\u5de7\u7684\u63d0\u793a\u8bcd\u3002<\/li>\n<li>\u9636\u6bb5\u4e09 \u591a Agent \u534f\u4f5c&#xff08;\u7bc7 36-55&#xff09;&#xff1a;\u5355\u4e2a Agent \u7684\u80fd\u529b\u518d\u5f3a&#xff0c;\u4e5f\u6709\u4e0a\u9650\u3002\u591a Agent \u534f\u4f5c\u4e0d\u662f\u7b80\u5355\u7684&#034;\u5e76\u884c\u8c03\u7528&#034;&#xff0c;\u800c\u662f\u9700\u8981\u89e3\u51b3\u4efb\u52a1\u5206\u89e3\u3001\u51b2\u7a81\u89e3\u51b3\u3001\u4e00\u81f4\u6027\u4fdd\u8bc1\u7b49\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u7ecf\u5178\u95ee\u9898\u3002<\/li>\n<li>\u9636\u6bb5\u56db \u4f01\u4e1a\u7ea7\u90e8\u7f72&#xff08;\u7bc7 56-75&#xff09;&#xff1a;\u80fd\u8dd1\u901a Demo \u548c\u80fd\u4e0a\u751f\u4ea7&#xff0c;\u662f\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u80fd\u529b\u5c42\u7ea7\u3002\u6743\u9650\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u3001\u591a\u79df\u6237\u3001\u5408\u89c4&#xff0c;\u7f3a\u4e00\u4e0d\u53ef\u3002<\/li>\n<li>\u9636\u6bb5\u4e94 \u884c\u4e1a\u5b9e\u6218&#xff08;\u7bc7 76-90&#xff09;&#xff1a;\u6280\u672f\u53ea\u6709\u5728\u5177\u4f53\u573a\u666f\u4e2d\u624d\u6709\u4ef7\u503c\u3002\u5178\u578b\u6a21\u5f0f\u662f&#034;\u590d\u7528\u901a\u7528 Agent \u57fa\u7840\u8bbe\u65bd &#043; \u5f00\u53d1\u5782\u76f4 Skill &#043; \u914d\u7f6e\u884c\u4e1a\u573a\u666f&#034;\u3002<\/li>\n<li>\u9636\u6bb5\u516d \u524d\u6cbf\u63a2\u7d22&#xff08;\u7bc7 91-100&#xff09;&#xff1a;\u6838\u5fc3\u95ee\u9898\u53ea\u6709\u4e00\u4e2a\u2014\u2014Agent \u7684\u4e0b\u4e00\u6b65\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260906180924-6a9dac545f448.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>4.1 \u56db\u7c7b\u89d2\u8272\u7684\u5b66\u4e60\u8def\u5f84<\/h4>\n<p>\u4e0d\u540c\u89d2\u8272\u5728 Agent Engineering \u751f\u6001\u4e2d\u6709\u4e0d\u540c\u7684\u5b9a\u4f4d\u548c\u5b66\u4e60\u9700\u6c42&#xff1a;<\/p>\n<p>\u5165\u95e8\u8005&#xff08;1-2 \u6708&#xff09;&#xff1a;\u7cbe\u8bfb\u7bc7 1-15 \u5efa\u7acb\u8ba4\u77e5&#xff0c;\u8dd1\u901a\u7b2c\u4e00\u4e2a Agent&#xff0c;\u7528 OpenClaw \u89e3\u51b3\u4e00\u4e2a\u5b9e\u9645\u5de5\u4f5c\u95ee\u9898\u3002\u907f\u5751&#xff1a;\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u5b66\u591a Agent \u534f\u4f5c\u2014\u2014\u5148\u628a\u5355\u4e2a Agent \u7528\u597d&#xff0c;\u7406\u89e3\u5176\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n<p>\u5f00\u53d1\u8005&#xff08;3-4 \u6708&#xff09;&#xff1a;\u7cbe\u8bfb\u7bc7 16-35 \u5f00\u53d1 3-5 \u4e2a\u4e0d\u540c\u7c7b\u578b\u7684 Skill&#xff0c;\u638c\u63e1\u8c03\u8bd5\u65b9\u6cd5&#xff0c;\u5c1d\u8bd5 Leader-Worker \u548c MapReduce \u4e24\u79cd\u591a Agent \u6a21\u5f0f\u3002\u907f\u5751&#xff1a;Skill \u6700\u5e38\u89c1\u7684\u9519\u8bef\u662f&#034;\u4ec0\u4e48\u90fd\u60f3\u505a&#034;\u2014\u2014\u4e00\u4e2a Skill \u5e94\u8be5\u53ea\u505a\u4e00\u4ef6\u4e8b&#xff0c;\u505a\u597d\u4e00\u4ef6\u4e8b\u3002<\/p>\n<p>\u67b6\u6784\u5e08&#xff08;4-6 \u6708&#xff09;&#xff1a;\u7cbe\u8bfb\u7bc7 36-75 \u6df1\u5165\u7406\u89e3\u4e09\u79cd\u534f\u4f5c\u6a21\u5f0f\u7684\u9002\u7528\u573a\u666f\u548c\u6743\u8861&#xff0c;\u9488\u5bf9\u7279\u5b9a\u884c\u4e1a\u8bbe\u8ba1 Agent \u67b6\u6784\u3002\u907f\u5751&#xff1a;\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\u2014\u2014\u4ece&#034;\u591f\u7528\u7684\u67b6\u6784&#034;\u5f00\u59cb&#xff0c;\u6839\u636e\u5b9e\u9645\u95ee\u9898\u6f14\u8fdb\u3002<\/p>\n<p>\u4f01\u4e1a\u51b3\u7b56\u8005&#xff08;2-3 \u6708&#xff09;&#xff1a;\u7406\u89e3\u56db\u4ee3\u8303\u5f0f\u5dee\u5f02&#xff0c;\u8bc6\u522b\u9002\u5408 Agent \u843d\u5730\u7684\u573a\u666f&#xff08;\u9ad8\u9891\u3001\u89c4\u5219\u6e05\u6670\u3001\u5bb9\u9519\u7a7a\u95f4\u5927&#xff09;&#xff0c;\u9009\u62e9\u4e00\u4e2a\u4f4e\u98ce\u9669\u9ad8\u4ef7\u503c\u573a\u666f\u505a PoC\u3002\u907f\u5751&#xff1a;\u4e0d\u8981\u7528&#034;ROI&#034;\u4f5c\u4e3a\u552f\u4e00\u8bc4\u4f30\u6807\u51c6\u2014\u2014Agent \u6280\u672f\u7684\u5f88\u591a\u4ef7\u503c&#xff08;\u77e5\u8bc6\u6c89\u6dc0\u3001\u6d41\u7a0b\u6807\u51c6\u5316&#xff09;\u96be\u4ee5\u77ed\u671f\u91cf\u5316\u3002<\/p>\n<h4>4.2 \u5b66\u4e60\u8d44\u6e90\u63a8\u8350<\/h4>\n<table>\n<tr>\u8d44\u6e90\u7c7b\u578b\u63a8\u8350\u9002\u7528\u89d2\u8272<\/tr>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u6587\u6863<\/td>\n<td>OpenClaw \u5b98\u65b9\u6587\u6863<\/td>\n<td>\u5168\u90e8<\/td>\n<\/tr>\n<tr>\n<td>\u5165\u95e8\u6559\u7a0b<\/td>\n<td>OpenClaw \u7cfb\u5217 \u7bc7 1-15<\/td>\n<td>\u5165\u95e8\u8005<\/td>\n<\/tr>\n<tr>\n<td>Skill \u5f00\u53d1<\/td>\n<td>OpenClaw \u7cfb\u5217 \u7bc7 16-35<\/td>\n<td>\u5f00\u53d1\u8005<\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784\u8bbe\u8ba1<\/td>\n<td>OpenClaw \u7cfb\u5217 \u7bc7 36-75<\/td>\n<td>\u67b6\u6784\u5e08<\/td>\n<\/tr>\n<tr>\n<td>\u884c\u4e1a\u6848\u4f8b<\/td>\n<td>OpenClaw \u7cfb\u5217 \u7bc7 76-90<\/td>\n<td>\u5168\u90e8<\/td>\n<\/tr>\n<tr>\n<td>\u524d\u6cbf\u7814\u7a76<\/td>\n<td>OpenClaw \u7cfb\u5217 \u7bc7 91-100<\/td>\n<td>\u67b6\u6784\u5e08\/\u51b3\u7b56\u8005<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u8df5\u5e73\u53f0<\/td>\n<td>OpenClaw Sandbox<\/td>\n<td>\u5165\u95e8\u8005\/\u5f00\u53d1\u8005<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e94\u3001\u4e09\u5927\u524d\u6cbf\u8d8b\u52bf\u5c55\u671b<\/h3>\n<h4>5.1 \u8d8b\u52bf\u4e00&#xff1a;Agent \u81ea\u4e3b\u6f14\u8fdb<\/h4>\n<p>\u5f53\u524d Agent Engineering \u7684\u4e00\u4e2a\u6839\u672c\u77db\u76fe\u662f&#xff1a;Agent \u7684\u80fd\u529b\u8fb9\u754c\u7531\u4eba\u7c7b\u5b9a\u4e49&#xff0c;\u4f46\u4eba\u7c7b\u5b9a\u4e49\u7684\u80fd\u529b\u8fb9\u754c\u6c38\u8fdc\u6ede\u540e\u4e8e\u9700\u6c42\u7684\u53d8\u5316\u3002Skill \u9700\u8981\u4eba\u5199&#xff0c;\u5de5\u4f5c\u6d41\u9700\u8981\u4eba\u8bbe\u8ba1&#xff0c;\u8bb0\u5fc6\u9700\u8981\u4eba\u6574\u7406\u2014\u2014\u6bcf\u4e00\u6b21\u80fd\u529b\u6269\u5c55\u90fd\u9700\u8981\u4eba\u7684\u4ecb\u5165\u3002<\/p>\n<p>Self-Evolving Agent \u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f&#xff1a;Agent \u80fd\u5426\u81ea\u4e3b\u6269\u5c55\u548c\u4f18\u5316\u81ea\u5df1\u7684\u80fd\u529b&#xff1f;\u8fd9\u5305\u542b\u4e09\u4e2a\u5c42\u6b21&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u6b21\u5f53\u524d\u72b6\u6001\u81ea\u6f14\u8fdb\u76ee\u6807\u5173\u952e\u6311\u6218<\/tr>\n<tbody>\n<tr>\n<td>Skill \u81ea\u751f\u6210<\/td>\n<td>\u4eba\u5de5\u7f16\u5199 SKILL.md<\/td>\n<td>Agent \u6839\u636e\u4efb\u52a1\u9700\u6c42\u81ea\u52a8\u751f\u6210\u65b0 Skill<\/td>\n<td>\u751f\u6210\u8d28\u91cf\u4e0d\u53ef\u63a7<\/td>\n<\/tr>\n<tr>\n<td>\u7b56\u7565\u81ea\u4f18\u5316<\/td>\n<td>\u56fa\u5b9a\u63a8\u7406\u7b56\u7565<\/td>\n<td>Agent \u6839\u636e\u6267\u884c\u53cd\u9988\u81ea\u52a8\u8c03\u6574\u63a8\u7406\u7b56\u7565<\/td>\n<td>\u641c\u7d22\u7a7a\u95f4\u8fc7\u5927<\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784\u81ea\u6f14\u8fdb<\/td>\n<td>\u4eba\u5de5\u8bbe\u8ba1\u7cfb\u7edf\u67b6\u6784<\/td>\n<td>Agent \u6839\u636e\u8fd0\u884c\u6570\u636e\u81ea\u52a8\u8c03\u6574\u7cfb\u7edf\u67b6\u6784<\/td>\n<td>\u5f71\u54cd\u8303\u56f4\u5927&#xff0c;\u56de\u6eda\u56f0\u96be<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>OpenClaw \u7684 Capability Evolver Skill \u5df2\u7ecf\u5728\u63a2\u7d22 Skill \u81ea\u751f\u6210\u7684\u53ef\u80fd\u6027\u3002\u5176\u6838\u5fc3\u5faa\u73af\u662f&#xff1a;\u68c0\u6d4b\u80fd\u529b\u7f3a\u53e3 \u2192 \u751f\u6210 Skill \u8349\u7a3f \u2192 \u6c99\u7bb1\u9a8c\u8bc1 \u2192 \u4e0a\u7ebf\u76d1\u63a7\u3002\u6574\u4e2a\u8fc7\u7a0b\u901a\u8fc7\u56db\u6b65\u5faa\u73af\u5b8c\u6210&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u6709\u660e\u786e\u7684\u5b89\u5168\u8fb9\u754c&#xff1a;<\/p>\n<p>     \u6c99\u7bb1\u9a8c\u8bc1\u5668<\/p>\n<p>     \u751f\u6210\u6a21\u578b<\/p>\n<p>     CapabilityEvolver<\/p>\n<p>     \u667a\u80fd\u4f53<\/p>\n<p>      \u6c99\u7bb1\u9a8c\u8bc1\u5668<\/p>\n<p>      \u751f\u6210\u6a21\u578b<\/p>\n<p>      CapabilityEvolver<\/p>\n<p>      \u667a\u80fd\u4f53<\/p>\n<p>  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path{fill:#333;stroke:#333;}#mermaid-svg-7uNogRBRDstC4LDL .sequenceNumber{fill:white;}#mermaid-svg-7uNogRBRDstC4LDL #sequencenumber{fill:#333;}#mermaid-svg-7uNogRBRDstC4LDL #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-7uNogRBRDstC4LDL .messageText{fill:#333;stroke:none;}#mermaid-svg-7uNogRBRDstC4LDL .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-7uNogRBRDstC4LDL .labelText,#mermaid-svg-7uNogRBRDstC4LDL .labelText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-7uNogRBRDstC4LDL .loopText,#mermaid-svg-7uNogRBRDstC4LDL .loopText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-7uNogRBRDstC4LDL .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-7uNogRBRDstC4LDL .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-7uNogRBRDstC4LDL .noteText,#mermaid-svg-7uNogRBRDstC4LDL .noteText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-7uNogRBRDstC4LDL .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-7uNogRBRDstC4LDL .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-7uNogRBRDstC4LDL .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-7uNogRBRDstC4LDL .actorPopupMenu{position:absolute;}#mermaid-svg-7uNogRBRDstC4LDL .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-7uNogRBRDstC4LDL .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-7uNogRBRDstC4LDL .actor-man circle,#mermaid-svg-7uNogRBRDstC4LDL line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-7uNogRBRDstC4LDL :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>    alt<\/p>\n<p>     [\u901a\u8fc7\u7387\u226580%]<\/p>\n<p>    [\u901a\u8fc7\u7387&lt;80%]<\/p>\n<p>   \u63d0\u4ea4\u65e0\u6cd5\u5b8c\u6210\u7684\u4efb\u52a1<\/p>\n<p>   \u5206\u6790\u5931\u8d25\u539f\u56e0<\/p>\n<p>   \u8fd4\u56de\u80fd\u529b\u7f3a\u53e3\u5206\u6790<\/p>\n<p>   \u751f\u6210 Skill \u8349\u7a3f<\/p>\n<p>   \u8fd4\u56de Skill \u4ee3\u7801<\/p>\n<p>   \u8bf7\u6c42\u6c99\u7bb1\u9a8c\u8bc1<\/p>\n<p>   \u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b<\/p>\n<p>   \u8fd4\u56de\u6d4b\u8bd5\u7ed3\u679c<\/p>\n<p>   \u6ce8\u518c\u65b0 Skill<\/p>\n<p>   \u4f7f\u7528\u65b0 Skill \u91cd\u8bd5\u4efb\u52a1<\/p>\n<p>   \u53cd\u9988\u5b66\u4e60&#xff0c;\u8c03\u6574\u7b56\u7565<\/p>\n<p>   \u57fa\u4e8e\u53cd\u9988\u91cd\u65b0\u751f\u6210<\/p>\n<p>\u6838\u5fc3\u4f2a\u4ee3\u7801\u5b9e\u73b0&#xff1a;<\/p>\n<p><span class=\"token comment\"># Capability Evolver \u7684\u6838\u5fc3\u5faa\u73af&#xff08;\u4f2a\u4ee3\u7801&#xff09;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CapabilityEvolver<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_gap<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">,<\/span> failed_attempt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u6790\u5931\u8d25\u539f\u56e0&#xff0c;\u8bc6\u522b\u80fd\u529b\u7f3a\u53e3&#034;&#034;&#034;<\/span><br \/>\n        analysis <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>analyze<span class=\"token punctuation\">(<\/span>task<span class=\"token operator\">&#061;<\/span>task<span class=\"token punctuation\">,<\/span> failure<span class=\"token operator\">&#061;<\/span>failed_attempt<span class=\"token punctuation\">,<\/span><br \/>\n                                       existing_skills<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>skill_registry<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> analysis<span class=\"token punctuation\">.<\/span>missing_capability<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_skill<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> capability_spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6839\u636e\u80fd\u529b\u89c4\u683c\u751f\u6210\u65b0 Skill&#034;&#034;&#034;<\/span><br \/>\n        skill_code <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>generate<span class=\"token punctuation\">(<\/span>template<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>skill_template<span class=\"token punctuation\">,<\/span><br \/>\n                                         spec<span class=\"token operator\">&#061;<\/span>capability_spec<span class=\"token punctuation\">,<\/span><br \/>\n                                         examples<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>skill_registry<span class=\"token punctuation\">.<\/span>similar<span class=\"token punctuation\">(<\/span>capability_spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> SkillDraft<span class=\"token punctuation\">(<\/span>code<span class=\"token operator\">&#061;<\/span>skill_code<span class=\"token punctuation\">,<\/span> spec<span class=\"token operator\">&#061;<\/span>capability_spec<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">validate_skill<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> skill_draft<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5728\u6c99\u7bb1\u4e2d\u9a8c\u8bc1\u65b0 Skill&#034;&#034;&#034;<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>sandbox<span class=\"token punctuation\">.<\/span>run_tests<span class=\"token punctuation\">(<\/span>skill<span class=\"token operator\">&#061;<\/span>skill_draft<span class=\"token punctuation\">,<\/span><br \/>\n                                        test_cases<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>generate_test_cases<span class=\"token punctuation\">(<\/span>skill_draft<span class=\"token punctuation\">.<\/span>spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> ValidationResult<span class=\"token punctuation\">(<\/span>approved<span class=\"token operator\">&#061;<\/span>results<span class=\"token punctuation\">.<\/span>pass_rate <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span> feedback<span class=\"token operator\">&#061;<\/span>results<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">evolve_loop<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">,<\/span> max_iterations<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u81ea\u6f14\u8fdb\u4e3b\u5faa\u73af&#xff08;\u542b\u5b89\u5168\u8fb9\u754c&#xff09;&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> _ <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>max_iterations<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            draft <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>generate_skill<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>detect_gap<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>last_attempt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>validate_skill<span class=\"token punctuation\">(<\/span>draft<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>approved<span class=\"token punctuation\">:<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>skill_registry<span class=\"token punctuation\">.<\/span>register<span class=\"token punctuation\">(<\/span>draft<span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> draft<br \/>\n            self<span class=\"token punctuation\">.<\/span>last_attempt <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">.<\/span>feedback<br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span>  <span class=\"token comment\"># \u81ea\u6f14\u8fdb\u5931\u8d25&#xff0c;\u5fc5\u987b\u9000\u56de\u5230\u4eba\u5de5\u4ecb\u5165\u6a21\u5f0f<\/span><\/p>\n<p>\u5173\u952e\u8bbe\u8ba1\u70b9&#xff1a;max_iterations&#061;3 \u548c\u6700\u540e\u7684 return None \u6784\u6210\u4e86\u81ea\u6f14\u8fdb\u7684\u5b89\u5168\u8fb9\u754c\u2014\u2014\u5f53 Agent \u65e0\u6cd5\u5728\u6709\u9650\u6b21\u8fed\u4ee3\u5185\u751f\u6210\u53ef\u9760\u7684 Skill \u65f6&#xff0c;\u5fc5\u987b\u9000\u56de\u5230\u4eba\u5de5\u4ecb\u5165\u6a21\u5f0f\u3002\u81ea\u6f14\u8fdb\u4e0d\u7b49\u4e8e\u5931\u63a7&#xff0c;\u53ef\u63a7\u6027\u662f\u7b2c\u4e00\u539f\u5219\u3002<\/p>\n<h4>5.2 \u8d8b\u52bf\u4e8c&#xff1a;\u591a\u6a21\u6001\u5177\u8eab\u4ea4\u4e92<\/h4>\n<p>\u5f53\u524d\u7684 Agent \u4e3b\u8981\u5728\u6587\u672c\u4e16\u754c\u4e2d\u8fd0\u4f5c\u2014\u2014\u8bfb\u6587\u672c\u3001\u5199\u6587\u672c\u3001\u8c03\u7528 API\u3002\u4f46\u4eba\u7c7b\u4e0d\u662f\u8fd9\u6837\u5de5\u4f5c\u7684&#xff1a;\u4eba\u4f1a\u770b\u3001\u4f1a\u542c\u3001\u4f1a\u89e6\u6478\u3001\u4f1a\u5728\u7269\u7406\u7a7a\u95f4\u4e2d\u79fb\u52a8\u3002Embodied Agent \u7684\u6838\u5fc3\u613f\u666f\u662f&#xff1a;\u8ba9 Agent \u4ece&#034;\u6570\u5b57\u4e16\u754c\u7684\u6587\u672c\u5de5\u4f5c\u8005&#034;\u8fdb\u5316\u4e3a&#034;\u80fd\u5728\u591a\u6a21\u6001\u73af\u5883\u4e2d\u611f\u77e5\u548c\u884c\u52a8\u7684\u667a\u80fd\u4f53&#034;\u3002<\/p>\n<p>OpenClaw \u5df2\u7ecf\u5728\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u548c\u56fe\u50cf\u7406\u89e3\u65b9\u9762\u505a\u4e86\u5177\u8eab\u5316\u7684\u521d\u6b65\u5c1d\u8bd5\u3002\u5177\u8eab Agent \u4e0e\u5f53\u524d Agent \u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u4ea4\u4e92\u6a21\u5f0f&#xff1a;<\/p>\n<p>  #mermaid-svg-gtCmZq0UXkcdp5vs{font-family:\\&#8221;trebuchet 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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-gtCmZq0UXkcdp5vs rect.text{fill:none;stroke-width:0;}#mermaid-svg-gtCmZq0UXkcdp5vs .icon-shape,#mermaid-svg-gtCmZq0UXkcdp5vs .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gtCmZq0UXkcdp5vs .icon-shape p,#mermaid-svg-gtCmZq0UXkcdp5vs .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-gtCmZq0UXkcdp5vs .icon-shape .label rect,#mermaid-svg-gtCmZq0UXkcdp5vs .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gtCmZq0UXkcdp5vs .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-gtCmZq0UXkcdp5vs .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-gtCmZq0UXkcdp5vs :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8303\u5f0f\u8dc3\u8fc1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5177\u8eab Agent \u7684\u4ea4\u4e92\u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u672c<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u591a\u6a21\u6001\u611f\u77e5\u5c42<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u56fe\u50cf<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8bed\u97f3<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u89c6\u9891<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>GUI\u72b6\u6001<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7edf\u4e00\u63a8\u7406\u5f15\u64ce<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u591a\u6a21\u6001\u884c\u52a8\u5c42<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u672c\u751f\u6210<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6d4f\u89c8\u5668\u64cd\u4f5c<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8bed\u97f3\u8f93\u51fa<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u56fe\u50cf\u751f\u6210<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7269\u7406\u8bbe\u5907\u63a7\u5236<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5f53\u524d Agent \u7684\u4ea4\u4e92\u6a21\u5f0f<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u672c\u8f93\u5165<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u672c\u8f93\u51fa<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>API \u8c03\u7528<\/p>\n<p><\/span><\/p>\n<p>\u4ee5\u6d4f\u89c8\u5668\u64cd\u4f5c\u4e3a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ OpenClaw \u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u7684\u5178\u578b\u64cd\u4f5c\u5e8f\u5217<\/span><br \/>\n<span class=\"token keyword\">const<\/span> flow <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u6b65\u9aa41: \u6253\u5f00\u76ee\u6807\u9875\u9762<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;open&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">url<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;https:\/\/example.com\/dashboard&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa42: 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property\">kind<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;fill&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">ref<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;e15&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">text<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Q3 \u5b63\u5ea6\u5206\u6790&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa45: \u9a8c\u8bc1\u64cd\u4f5c\u7ed3\u679c<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;screenshot&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa46: \u7b49\u5f85\u5f02\u6b65\u52a0\u8f7d\u5b8c\u6210<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;wait&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">selector<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;.report-loaded&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">timeout<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">5000<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa47: \u786e\u8ba4\u63d0\u4ea4\u6309\u94ae\u72b6\u6001<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;act&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">kind<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;click&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">ref<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;e20&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa48: \u9a8c\u8bc1\u6700\u7ec8\u7ed3\u679c<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;screenshot&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">name<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;final&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa49: \u5173\u95ed\u6d4f\u89c8\u5668\u91ca\u653e\u8d44\u6e90<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">action<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;close&#034;<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u7684\u5173\u952e\u8bbe\u8ba1\u70b9\u662f\u6b65\u9aa4 2 \u7684 snapshot &#043; \u6b65\u9aa4 3 \u7684 ref&#xff1a;Agent \u4e0d\u662f\u9760 CSS \u9009\u62e9\u5668\u6216 XPath \u5b9a\u4f4d\u5143\u7d20&#xff08;\u592a\u8106\u5f31&#xff09;&#xff0c;\u800c\u662f\u5148\u83b7\u53d6\u9875\u9762\u7684\u8bed\u4e49\u7ed3\u6784\u5feb\u7167&#xff0c;\u518d\u901a\u8fc7\u8bed\u4e49\u5f15\u7528&#xff08;\u5982 e12&#xff09;\u5b9a\u4f4d\u5143\u7d20\u3002\u8fd9\u79cd&#034;\u5148\u7406\u89e3\u518d\u64cd\u4f5c&#034;\u7684\u6a21\u5f0f&#xff0c;\u6bd4\u4f20\u7edf\u7684&#034;\u786c\u7f16\u7801\u5b9a\u4f4d\u5668&#034;\u6a21\u5f0f\u66f4\u5177\u9c81\u68d2\u6027\u3002<\/p>\n<h4>5.3 \u8d8b\u52bf\u4e09&#xff1a;\u4eba\u673a\u5171\u751f\u534f\u4f5c<\/h4>\n<p>\u5f53\u524d\u4e3b\u6d41\u6a21\u5f0f\u662f&#034;\u4eba\u53d1\u6307\u4ee4&#xff0c;Agent \u6267\u884c&#034;\u2014\u2014\u672c\u8d28\u4e0a\u8fd8\u662f\u4e3b\u4ece\u5173\u7cfb\u3002\u4f46\u771f\u6b63\u7684\u534f\u4f5c\u4e0d\u662f\u8fd9\u6837\u5de5\u4f5c\u7684\u3002\u4eba\u7c7b\u4e13\u5bb6\u4e4b\u95f4\u7684\u534f\u4f5c\u662f&#xff1a;\u5404\u81ea\u6709\u5224\u65ad\u529b&#xff0c;\u80fd\u5728\u81ea\u5df1\u64c5\u957f\u7684\u9886\u57df\u505a\u51b3\u7b56&#xff0c;\u5728\u9700\u8981\u5bf9\u65b9\u65f6\u4e3b\u52a8\u5bfb\u6c42\u5e2e\u52a9&#xff0c;\u5bf9\u4e0d\u786e\u5b9a\u7684\u4e8b\u60c5\u5766\u8bda\u6c9f\u901a\u3002<\/p>\n<p>Symbiotic Collaboration \u7684\u6838\u5fc3\u613f\u666f\u662f&#xff1a;\u6784\u5efa\u4eba Agent \u4e4b\u95f4\u7684\u5bf9\u7b49\u534f\u4f5c\u5173\u7cfb\u2014\u2014\u4eba\u53d1\u6325\u521b\u9020\u529b\u548c\u5224\u65ad\u529b\u7684\u4f18\u52bf&#xff0c;Agent \u53d1\u6325\u6267\u884c\u529b\u548c\u4e00\u81f4\u6027\u7684\u4f18\u52bf&#xff0c;\u4e24\u8005\u4e92\u8865\u800c\u975e\u66ff\u4ee3\u3002OpenClaw \u7684\u51e0\u4e2a\u6838\u5fc3\u8bbe\u8ba1\u5df2\u7ecf\u4f53\u73b0\u4e86\u8fd9\u4e00\u7406\u5ff5&#xff1a;<\/p>\n<p>\u5fc3\u8df3\u673a\u5236&#xff1a;Agent \u4e0d\u662f\u88ab\u52a8\u7b49\u5f85\u6307\u4ee4&#xff0c;\u800c\u662f\u4e3b\u52a8\u68c0\u67e5\u9700\u8981\u5173\u6ce8\u7684\u4e8b\u9879&#xff08;\u90ae\u4ef6\u3001\u65e5\u5386\u3001\u4efb\u52a1\u72b6\u6001&#xff09;&#xff0c;\u5728\u5fc5\u8981\u65f6\u4e3b\u52a8\u8054\u7cfb\u4eba\u7c7b\u3002\u4f46\u9075\u5faa&#034;\u6df1\u591c\u5b89\u9759&#034;\u3001&#034;\u4e0d\u9891\u7e41\u6253\u6270&#034;\u7b49\u793e\u4ea4\u89c4\u8303\u2014\u2014\u5c31\u50cf\u4e00\u4e2a\u6709\u5206\u5bf8\u611f\u7684\u540c\u4e8b\u3002<\/p>\n<p>\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;Agent \u7ef4\u62a4\u6bcf\u65e5\u7b14\u8bb0\u548c\u957f\u671f\u8bb0\u5fc6&#xff0c;\u5728\u8de8\u4f1a\u8bdd\u4e2d\u4fdd\u6301\u8fde\u7eed\u6027\u3002\u8fd9\u8ba9 Agent \u80fd\u7406\u89e3&#034;\u6628\u5929\u8ba8\u8bba\u8fc7\u4ec0\u4e48&#034;\u3001\u201c\u4e0a\u5468\u505a\u4e86\u4ec0\u4e48\u51b3\u7b56\u201d&#xff0c;\u907f\u514d\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n<p>\u8fb9\u754c\u610f\u8bc6&#xff1a;Agent \u660e\u786e\u533a\u5206&#034;\u53ef\u4ee5\u81ea\u4e3b\u505a\u7684\u4e8b&#034;&#xff08;\u8bfb\u6587\u4ef6\u3001\u6574\u7406\u6587\u6863&#xff09;\u548c&#034;\u9700\u8981\u5148\u8be2\u95ee\u7684\u4e8b&#034;&#xff08;\u53d1\u90ae\u4ef6\u3001\u516c\u5f00\u64cd\u4f5c&#xff09;\u3002<\/p>\n<p>\u6e10\u8fdb\u5f0f\u81ea\u4e3b&#xff1a;\u6839\u636e\u4efb\u52a1\u7684\u98ce\u9669\u7b49\u7ea7\u548c Agent \u7684\u7f6e\u4fe1\u5ea6&#xff0c;\u52a8\u6001\u8c03\u6574\u81ea\u4e3b\u7a0b\u5ea6\u3002\u9ad8\u7f6e\u4fe1\u5ea6 &#043; \u4f4e\u98ce\u9669 &#061; \u5168\u81ea\u4e3b&#xff1b;\u4f4e\u7f6e\u4fe1\u5ea6 &#043; \u9ad8\u98ce\u9669 &#061; \u5fc5\u987b\u786e\u8ba4\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260906180925-6a9dac55adbd6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u516d\u3001\u5c40\u9650\u6027\u4e0e\u8fb9\u754c\u610f\u8bc6<\/h3>\n<h4>6.1 \u4e09\u5927\u6838\u5fc3\u5c40\u9650<\/h4>\n<p>Agent Engineering \u5f53\u524d\u9762\u4e34\u4e09\u4e2a\u6838\u5fc3\u5c40\u9650&#xff0c;\u6bcf\u4e00\u4e2a\u90fd\u53ef\u80fd\u5bfc\u81f4&#034;Agent \u5f88\u9177\u4f46\u4e0d\u53ef\u7528&#034;\u7684\u5c34\u5c2c\u5c40\u9762\u3002<\/p>\n<p>\u5c40\u9650\u4e00&#xff1a;\u53ef\u9760\u6027\u2014\u2014Agent \u7684&#034;\u6700\u540e\u4e00\u516c\u91cc&#034;\u95ee\u9898\u3002Agent \u7684\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u8d8a\u5f3a&#xff0c;\u5176\u884c\u4e3a\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u5c31\u8d8a\u9ad8\u3002\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8d28\u4e0a\u662f\u6982\u7387\u6027\u7684\u2014\u2014\u540c\u6837\u7684\u8f93\u5165\u53ef\u80fd\u4ea7\u751f\u4e0d\u540c\u7684\u8f93\u51fa\u3002\u5f53\u591a\u6b65\u63a8\u7406\u4e32\u8054\u8d77\u6765\u65f6&#xff0c;\u9519\u8bef\u6982\u7387\u5448\u6307\u6570\u7ea7\u589e\u957f&#xff1a;\u5373\u4f7f\u6bcf\u4e00\u6b65\u6b63\u786e\u7387 99%&#xff0c;10 \u6b65\u4e4b\u540e\u6b63\u786e\u7387\u5c31\u53ea\u6709 90.4%\u3002\u7a81\u7834\u65b9\u5411&#xff1a;\u5f62\u5f0f\u5316\u9a8c\u8bc1\u3001\u6c99\u7bb1\u6267\u884c\u3001\u4eba\u673a\u6821\u9a8c\u70b9\u3002<\/p>\n<p>\u5c40\u9650\u4e8c&#xff1a;\u6210\u672c\u2014\u2014\u81ea\u4e3b\u6027\u7684\u4ee3\u4ef7\u3002\u4e00\u4e2a\u9700\u8981 5 \u8f6e\u63a8\u7406\u300110 \u6b21\u5de5\u5177\u8c03\u7528\u7684\u4efb\u52a1&#xff0c;\u5176 Token \u6d88\u8017\u53ef\u80fd\u662f\u5355\u8f6e\u95ee\u7b54\u7684 50-100 \u500d\u3002\u7a81\u7834\u65b9\u5411&#xff1a;\u6a21\u578b\u8def\u7531&#xff08;\u7b80\u5355\u4efb\u52a1\u7528\u5c0f\u6a21\u578b&#xff0c;\u590d\u6742\u4efb\u52a1\u7528\u5927\u6a21\u578b&#xff0c;\u53ef\u964d\u672c 60-80%&#xff09;\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u6267\u884c\u7f13\u5b58\u3002<\/p>\n<p>\u5c40\u9650\u4e09&#xff1a;\u4f26\u7406\u2014\u2014\u81ea\u4e3b\u6027\u7684\u8fb9\u754c\u3002\u5f53 Agent \u6709\u4e86\u81ea\u4e3b\u884c\u52a8\u80fd\u529b&#xff0c;\u5c31\u5fc5\u7136\u6d89\u53ca\u4f26\u7406\u95ee\u9898&#xff1a;Agent \u53ef\u4ee5\u81ea\u4e3b\u51b3\u5b9a\u4ec0\u4e48&#xff1f;\u8c01\u4e3a Agent \u7684\u9519\u8bef\u51b3\u7b56\u8d1f\u8d23&#xff1f;\u5982\u4f55\u9632\u6b62 Agent \u88ab\u6076\u610f\u5229\u7528&#xff1f;\u7a81\u7834\u65b9\u5411&#xff1a;\u5206\u5c42\u4f26\u7406\u6846\u67b6\u3001\u53ef\u5ba1\u8ba1\u51b3\u7b56\u3001\u793e\u533a\u6cbb\u7406\u3001\u6cd5\u89c4\u9002\u914d\u3002<\/p>\n<h4>6.2 \u4f01\u4e1a\u7ea7\u90e8\u7f72\u793a\u4f8b<\/h4>\n<p><span class=\"token comment\"># OpenClaw \u4f01\u4e1a\u7ea7\u90e8\u7f72\u914d\u7f6e\u793a\u4f8b<\/span><br \/>\n<span class=\"token key atrule\">agent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> enterprise<span class=\"token punctuation\">&#8211;<\/span>assistant<br \/>\n  <span class=\"token key atrule\">model<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">default<\/span><span class=\"token punctuation\">:<\/span> deepseek<span class=\"token punctuation\">&#8211;<\/span>v3<br \/>\n    <span class=\"token key atrule\">routing<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">simple_task<\/span><span class=\"token punctuation\">:<\/span> deepseek<span class=\"token punctuation\">&#8211;<\/span>v3<span class=\"token punctuation\">&#8211;<\/span>lite<br \/>\n      <span class=\"token key atrule\">complex_task<\/span><span class=\"token punctuation\">:<\/span> deepseek<span class=\"token punctuation\">&#8211;<\/span>v3<br \/>\n      <span class=\"token key atrule\">critical_task<\/span><span class=\"token punctuation\">:<\/span> gpt<span class=\"token punctuation\">&#8211;<\/span>4o<br \/>\n  <span class=\"token key atrule\">security<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">max_tool_calls<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">50<\/span><br \/>\n    <span class=\"token key atrule\">allowed_tools<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>web_search<span class=\"token punctuation\">,<\/span> doc_read<span class=\"token punctuation\">,<\/span> bitable_write<span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token key atrule\">denied_tools<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>shell_exec<span class=\"token punctuation\">,<\/span> file_delete<span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token key atrule\">observability<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">log_level<\/span><span class=\"token punctuation\">:<\/span> info<br \/>\n    <span class=\"token key atrule\">trace_enabled<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n    <span class=\"token key atrule\">audit_retention<\/span><span class=\"token punctuation\">:<\/span> 90d<br \/>\n  <span class=\"token key atrule\">cost_control<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">daily_token_limit<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">5000000<\/span><br \/>\n    <span class=\"token key atrule\">context_compression<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n    <span class=\"token key atrule\">cache_ttl<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">3600<\/span><\/p>\n<p>\u8fd9\u6bb5\u914d\u7f6e\u5c55\u793a\u4e86\u4f01\u4e1a\u7ea7\u90e8\u7f72\u7684\u51e0\u4e2a\u5173\u952e\u63a7\u5236\u7ef4\u5ea6\u3002\u6ce8\u610f model.routing \u90e8\u5206\u2014\u2014\u8fd9\u662f Agent Engineering \u72ec\u6709\u7684\u6210\u672c\u4f18\u5316\u624b\u6bb5&#xff1a;\u5728 Harness Engineering \u4e2d&#xff0c;\u6574\u4e2a\u5de5\u4f5c\u6d41\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b&#xff1b;\u800c\u5728 Agent Engineering \u4e2d&#xff0c;Agent \u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u52a8\u6001\u9009\u62e9\u6a21\u578b&#xff0c;\u5728\u4fdd\u8bc1\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<h4>6.3 \u5c40\u9650\u7684\u76f8\u5bf9\u6027<\/h4>\n<p>\u4ee5\u4e0a\u4e09\u4e2a\u5c40\u9650\u5e76\u975e Agent Engineering \u72ec\u6709&#xff0c;\u800c\u662f\u6240\u6709\u81ea\u4e3b\u7cfb\u7edf\u5171\u540c\u9762\u5bf9\u7684\u6311\u6218\u3002\u81ea\u52a8\u9a7e\u9a76\u9762\u4e34\u540c\u6837\u7684\u53ef\u9760\u6027\u95ee\u9898\u3001\u540c\u6837\u7684\u6210\u672c\u95ee\u9898\u3001\u540c\u6837\u7684\u4f26\u7406\u95ee\u9898\u3002\u5173\u952e\u533a\u522b\u5728\u4e8e&#xff1a;Agent Engineering \u7684\u5bb9\u9519\u7a7a\u95f4\u6bd4\u81ea\u52a8\u9a7e\u9a76\u5927\u5f97\u591a\u3002\u81ea\u52a8\u9a7e\u9a76\u7684\u4e00\u6b21\u9519\u8bef\u53ef\u80fd\u662f\u81f4\u547d\u7684&#xff0c;\u800c Agent \u7684\u4e00\u6b21\u9519\u8bef\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u56de\u6eda\u3001\u91cd\u8bd5\u3001\u4eba\u5de5\u5e72\u9884\u6765\u4fee\u590d\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740 Agent Engineering \u53ef\u4ee5\u91c7\u53d6\u66f4\u6fc0\u8fdb\u7684\u8fed\u4ee3\u7b56\u7565\u2014\u2014\u5148\u8ba9 Agent \u7528\u8d77\u6765&#xff0c;\u5728\u5b9e\u8df5\u4e2d\u6709\u9488\u5bf9\u6027\u5730\u89e3\u51b3\u53ef\u9760\u6027\u95ee\u9898&#xff0c;\u800c\u975e\u7b49\u5230&#034;\u8db3\u591f\u53ef\u9760&#034;\u624d\u4e0a\u7ebf\u3002\u52a1\u5b9e\u5efa\u8bae&#xff1a;\u4e0d\u8981\u7b49 Agent&#034;\u5b8c\u7f8e&#034;\u4e86\u518d\u7528\u3002\u4ece\u4f4e\u98ce\u9669\u573a\u666f\u5f00\u59cb&#xff0c;\u5728\u771f\u5b9e\u4f7f\u7528\u4e2d\u53d1\u73b0\u95ee\u9898\u3001\u89e3\u51b3\u95ee\u9898&#xff0c;\u8fd9\u662f\u76ee\u524d\u6700\u6709\u6548\u7684\u53ef\u9760\u6027\u63d0\u5347\u8def\u5f84\u3002<\/p>\n<h3>\u4e03\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<p>\u672c\u6587\u4f5c\u4e3a OpenClaw \u767e\u7bc7\u7cfb\u5217\u7684\u6536\u5b98\u4e4b\u4f5c&#xff0c;\u56de\u7b54\u4e86\u4e00\u4e2a\u6839\u672c\u6027\u7684\u95ee\u9898&#xff1a;AI \u5f00\u53d1\u8303\u5f0f\u7684\u4e0b\u4e00\u4e2a\u9636\u6bb5\u662f\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u4e3a\u4ec0\u4e48&#xff1f;\u6838\u5fc3\u7ed3\u8bba\u6709\u4e09&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u8303\u5f0f\u6f14\u8fdb\u662f\u5fc5\u7136\u7684\u3002\u4ece Prompt Engineering \u5230 Agent Engineering \u7684\u56db\u4ee3\u6f14\u8fdb&#xff0c;\u7531\u4efb\u52a1\u590d\u6742\u5ea6\u548c\u6a21\u578b\u80fd\u529b\u7684\u53cc\u91cd\u589e\u957f\u9a71\u52a8\u3002\u6bcf\u4e00\u4ee3\u8303\u5f0f\u90fd\u89e3\u51b3\u4e0a\u4e00\u4ee3\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u4ece&#034;\u600e\u4e48\u8bf4&#034;\u5230&#034;\u77e5\u9053\u4ec0\u4e48&#034;\u5230&#034;\u80fd\u505a\u4ec0\u4e48&#034;\u5230&#034;\u600e\u4e48\u81ea\u4e3b\u505a&#034;&#xff0c;\u65b9\u5411\u4e0d\u53ef\u9006\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;Agent Engineering 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