{"id":118886,"date":"2026-10-28T10:40:31","date_gmt":"2026-10-28T02:40:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118886.html"},"modified":"2026-10-28T10:40:31","modified_gmt":"2026-10-28T02:40:31","slug":"deepseek-harness%e3%80%81loop-and-graph","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118886.html","title":{"rendered":"DeepSeek Harness\u3001Loop And Graph"},"content":{"rendered":"<h2>DeepSeek Harness\u3001Loop\u3001Graph&#xff1a;\u4ecb\u7ecd\u3001\u533a\u522b\u4e0e\u4f7f\u7528\u6307\u5357<\/h2>\n<p>\u4e00\u53e5\u8bdd\u5b9a\u4f4d&#xff1a;Loop \u7ba1\u4e00\u6b21\u5c40\u90e8\u6267\u884c&#xff0c;Graph \u7ba1\u591a\u4e2a\u5355\u5143\u600e\u4e48\u8fde&#xff0c;Harness \u7ba1\u6574\u5957\u8fd0\u884c\u7ea6\u5b9a\u3002 \u4e09\u8005\u662f\u4e0d\u540c\u5c3a\u5ea6\u7684\u6982\u5ff5&#xff0c;\u4e0d\u662f\u4e09\u4ee3\u66ff\u4ee3\u5173\u7cfb\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4e09\u8005\u662f\u4ec0\u4e48<\/h3>\n<h4>1. Agent Loop&#xff08;\u5faa\u73af&#xff09;<\/h4>\n<p>\u56de\u7b54\u7684\u95ee\u9898\u662f&#xff1a;\u201c\u8fd9\u4e00\u8f6e\u91cc&#xff0c;\u6a21\u578b\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48&#xff1f;\u201d<\/p>\n<p>\u6a21\u578b\u8bfb\u53d6\u4e0a\u4e0b\u6587 \u2192 \u53d1\u8d77\u5de5\u5177\u8c03\u7528 \u2192 \u62ff\u56de\u7ed3\u679c \u2192 \u518d\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u3002DeepSeek Harness \u7684\u67b6\u6784\u6587\u6863\u628a\u4e00\u6b21\u6a21\u578b\u8bf7\u6c42\u53ca\u5176\u89e6\u53d1\u7684\u5de5\u5177\u8c03\u7528\u79f0\u4e3a Step&#xff0c;\u628a\u7531\u96f6\u4e2a\u6216\u591a\u4e2a Step \u7ec4\u6210\u7684\u4e00\u8f6e\u5b8c\u6574\u7528\u6237\u4ea4\u4e92\u79f0\u4e3a Turn\u3002<\/p>\n<p>\u5173\u952e\u70b9&#xff1a;\u5728 DeepSeek Harness \u4e2d&#xff0c;Loop \u672c\u8eab\u4e5f\u53ea\u662f\u4e00\u4e2a\u53ef\u66ff\u6362\u7684\u63d2\u4ef6&#xff0c;\u5e76\u975e\u4e0d\u53ef\u52a8\u6447\u7684\u6838\u5fc3\u3002<\/p>\n<h4>2. Graph&#xff08;\u56fe&#xff09;<\/h4>\n<p>\u56de\u7b54\u7684\u95ee\u9898\u662f&#xff1a;\u201c\u591a\u4e2a\u6267\u884c\u5355\u5143\u600e\u4e48\u8fde\u63a5&#xff1f;\u201d<\/p>\n<p>\u53ea\u6709\u4e09\u4e2a\u6982\u5ff5&#xff1a;<\/p>\n<ul>\n<li>Node&#xff08;\u8282\u70b9&#xff09;&#xff1a;\u5e72\u6d3b\u7684\u5355\u5143&#xff0c;\u53ef\u4ee5\u662f Agent\u3001\u666e\u901a\u51fd\u6570\u3001\u6d4b\u8bd5\u811a\u672c&#xff0c;\u751a\u81f3&#034;\u4eba\u5de5\u5ba1\u6279&#034;&#xff1b;<\/li>\n<li>Edge&#xff08;\u8fb9&#xff09;&#xff1a;\u5e72\u5b8c\u4e4b\u540e\u53bb\u54ea\u2014\u2014\u5e76\u884c\u3001\u6c47\u5408\u3001\u5931\u8d25\u9000\u56de\u3001\u7b49\u5f85\u5ba1\u6279&#xff1b;<\/li>\n<li>State&#xff08;\u72b6\u6001&#xff09;&#xff1a;\u5927\u5bb6\u5171\u4eab\u7684\u6863\u6848\u2014\u2014\u4efb\u52a1\u8fdb\u5ea6\u3001\u8fd4\u5de5\u6b21\u6570\u3001\u9884\u7b97\u3002<\/li>\n<\/ul>\n<h4>3. Harness&#xff08;\u8fd0\u884c\u5916\u58f3&#xff09;<\/h4>\n<p>\u56de\u7b54\u7684\u95ee\u9898\u662f&#xff1a;\u201c\u6a21\u578b\u8fd0\u884c\u65f6\u9075\u5b88\u54ea\u4e9b\u6574\u5957\u7ea6\u5b9a&#xff1f;\u201d<\/p>\n<p>\u5305\u62ec\u4e0a\u4e0b\u6587\u7ec4\u88c5\u3001\u5de5\u5177\u66b4\u9732\u3001\u6743\u9650\u68c0\u67e5\u3001\u72b6\u6001\u4fdd\u5b58\u3001\u5931\u8d25\u6062\u590d\u7b49\u3002DeepSeek Harness \u5e95\u5c42\u57fa\u4e8e Cordis \u63d2\u4ef6\u6846\u67b6&#xff1a;Loop \u9a71\u52a8\u5668\u3001\u5de5\u5177\u6ce8\u518c\u8868\u3001\u6a21\u578b\u9002\u914d\u5668\u3001\u4f1a\u8bdd\u65e5\u5fd7\u5168\u662f\u63d2\u4ef6&#xff0c;\u7686\u53ef\u66ff\u6362\u91cd\u7ec4\u3002Graph \u53ea\u5360\u5176\u4e2d\u5de5\u4f5c\u6d41\u548c\u8c03\u5ea6\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u6838\u5fc3\u5224\u65ad&#xff1a;\u6a21\u578b\u53c2\u6570\u53ea\u51b3\u5b9a\u4e00\u90e8\u5206 Agent \u80fd\u529b&#xff0c;\u6a21\u578b\u88ab\u600e\u6837\u5305\u8d77\u6765&#xff0c;\u540c\u6837\u4f1a\u6539\u5199\u7ed3\u679c\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u4e09\u8005\u7684\u533a\u522b<\/h3>\n<table>\n<tr>\u7ef4\u5ea6LoopGraphHarness<\/tr>\n<tbody>\n<tr>\n<td>\u5c3a\u5ea6<\/td>\n<td>\u5355\u5143\u5185\u90e8&#xff08;\u5c40\u90e8&#xff09;<\/td>\n<td>\u5355\u5143\u4e4b\u95f4&#xff08;\u5168\u5c40\u6d41\u7a0b&#xff09;<\/td>\n<td>\u6574\u4e2a\u8fd0\u884c\u65f6&#xff08;\u7cfb\u7edf&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u95ee\u9898<\/td>\n<td>\u8fd9\u4e00\u6b65\u505a\u4ec0\u4e48<\/td>\n<td>\u8282\u70b9\u600e\u4e48\u8fde\u3001\u600e\u4e48\u534f\u4f5c<\/td>\n<td>\u4e00\u5207\u9075\u5b88\u4ec0\u4e48\u7ea6\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u7ec4\u6210<\/td>\n<td>Step \/ Turn \/ \u5de5\u5177\u8c03\u7528<\/td>\n<td>Node \/ Edge \/ State<\/td>\n<td>\u63d2\u4ef6\u3001\u4e0a\u4e0b\u6587\u3001\u6743\u9650\u3001\u6c99\u7bb1\u3001\u5b58\u50a8<\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u88ab\u66ff\u4ee3<\/td>\n<td>\u5426&#xff0c;\u53ef\u5d4c\u5165 Graph \u8282\u70b9\u5185<\/td>\n<td>\u5426&#xff0c;\u53ef\u51fa\u73b0\u5728 Harness \u8c03\u5ea6\u4e2d<\/td>\n<td>\u5426&#xff0c;\u662f\u627f\u8f7d\u4e8c\u8005\u7684\u5e95\u5ea7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7834\u9664\u4e00\u4e2a\u8ff7\u601d&#xff1a;Graph \u4e0d\u6bd4 Loop \u201c\u5148\u8fdb\u201d&#xff0c;Harness \u4e5f\u4e0d\u662f\u7ec8\u6781\u5f62\u6001\u3002\u4e09\u8005\u5404\u7ba1\u4e00\u5c42&#xff0c;\u5171\u540c\u6784\u6210\u5b8c\u6574\u7684 Agent \u5de5\u7a0b\u4f53\u7cfb\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u4f7f\u7528\u6307\u5357<\/h3>\n<h4>1. \u4ec0\u4e48\u65f6\u5019\u7528 Loop&#xff0c;\u4ec0\u4e48\u65f6\u5019\u753b Graph<\/h4>\n<table>\n<tr>\u60c5\u51b5\u9009\u4ec0\u4e48\u539f\u56e0<\/tr>\n<tbody>\n<tr>\n<td>\u4e0b\u4e00\u6b65\u53d6\u51b3\u4e8e\u63a2\u7d22\u7ed3\u679c&#xff08;\u5982\u6392\u67e5\u672a\u77e5 Bug&#xff09;<\/td>\n<td>\u5355\u4e2a Agent Loop<\/td>\n<td>\u8bfb\u5b8c\u624d\u77e5\u9053\u4e0b\u4e00\u6b65\u67e5\u54ea&#xff0c;\u753b\u4e0d\u51fa\u56fe<\/td>\n<\/tr>\n<tr>\n<td>\u6d41\u7a0b\u80fd\u7a33\u5b9a\u753b\u5728\u767d\u677f\u4e0a&#xff08;\u5982\u9700\u6c42 \u2192 \u53cc\u8def\u5b9e\u73b0 \u2192 \u5408\u5e76 \u2192 \u6d4b\u8bd5 \u2192 \u5ba1\u6279&#xff09;<\/td>\n<td>Graph<\/td>\n<td>\u8def\u7ebf\u56fa\u5b9a&#xff0c;\u663e\u5f0f\u56fe\u66f4\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5927\u591a\u6570\u771f\u5b9e\u7cfb\u7edf\u662f\u6df7\u7740\u7528\u7684&#xff1a;\u5916\u5c42\u7528 Graph \u89c4\u5b9a\u8282\u70b9\u8def\u7ebf&#xff0c;\u6bcf\u4e2a\u590d\u6742\u8282\u70b9\u5185\u90e8\u8dd1\u4e00\u4e2a Loop\u3002<\/p>\n<h4>2. \u9009 Harness \u6a21\u5f0f<\/h4>\n<p>DeepSeek Harness \u5f53\u524d\u63d0\u4f9b\u56db\u79cd\u6a21\u5f0f&#xff0c;\u540c\u4e00\u4e2a\u5e95\u5ea7\u6a21\u578b\u5728\u4e0d\u540c\u6a21\u5f0f\u4e0b\u8868\u73b0\u4f1a\u660e\u663e\u4e0d\u540c&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u5f0f\u5185\u5bb9\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>Standard<\/td>\n<td>\u5b8c\u6574\u7f16\u7801 Agent&#xff1a;\u6587\u4ef6\u7f16\u8f91\u3001\u7ec8\u7aef\u3001\u641c\u7d22\u3001Skills\u3001\u8ba1\u5212\u3001\u76ee\u6807\u3001\u5b50 Agent\u3001\u5de5\u4f5c\u6d41<\/td>\n<td>\u65e5\u5e38\u5f00\u53d1<\/td>\n<\/tr>\n<tr>\n<td>PTC \/ Code Mode<\/td>\n<td>\u6a21\u578b\u628a\u591a\u6b65\u5de5\u5177\u64cd\u4f5c\u7ec4\u5408\u6210\u4e00\u6bb5 TypeScript \u7a0b\u5e8f&#xff0c;\u4e00\u6b21\u6267\u884c\u5b8c\u6210<\/td>\n<td>\u591a\u6b65\u5de5\u5177\u5bc6\u96c6\u7684\u4efb\u52a1&#xff0c;\u51cf\u5c11\u96f6\u6563\u8c03\u7528<\/td>\n<\/tr>\n<tr>\n<td>Minimal<\/td>\n<td>\u53ea\u4fdd\u7559\u6301\u4e45\u5316 Bash \u548c\u6587\u672c\u66ff\u6362\u7f16\u8f91\u5668<\/td>\n<td>\u6781\u7b80\u8bc4\u6d4b\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>Creator<\/td>\n<td>Standard \u4e4b\u4e0a\u5f00\u653e\u8fd0\u884c\u65f6\u68c0\u67e5\u4e0e\u63d2\u4ef6\u5b9e\u9a8c&#xff0c;\u53ef\u76f4\u63a5\u89c2\u5bdf\u3001\u4fee\u6539 Cordis \u63d2\u4ef6\u73af\u5883\u5e76\u81ea\u5efa\u9884\u8bbe<\/td>\n<td>\u5f00\u53d1\u8005\u5b9a\u5236\u9884\u8bbe\u3001\u7814\u7a76 Harness \u672c\u8eab<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u540c\u4e00\u6a21\u578b\u6362\u4e00\u5957 Harness&#xff0c;\u7ed3\u679c\u53ef\u80fd\u5c31\u662f\u53e6\u4e00\u79cd\u4ea7\u54c1&#xff1a;Harness-Bench&#xff08;2026 \u5e74 5 \u6708\u53d1\u5e03&#xff09;\u7684\u4e3b\u5b9e\u9a8c\u5c06 6 \u79cd\u53ef\u914d\u7f6e Harness \u4e0e 8 \u4e2a\u6a21\u578b\u540e\u7aef\u4ea4\u53c9\u7ec4\u5408&#xff0c;\u5728 106 \u4e2a\u79bb\u7ebf\u4efb\u52a1\u4e0a\u5f97\u5230 5088 \u6761\u8fd0\u884c\u8f68\u8ff9&#xff0c;\u5728\u4efb\u52a1\u3001\u9884\u7b97\u3001\u8d85\u65f6\u548c\u8bc4\u4f30\u65b9\u5f0f\u56fa\u5b9a\u7684\u6761\u4ef6\u4e0b&#xff0c;\u516d\u79cd Harness \u7684\u6c47\u603b\u5f97\u5206\u76f8\u5dee 23.8 \u4e2a\u767e\u5206\u70b9\u3002\u56e0\u6b64\u8c08 Agent \u80fd\u529b\u65f6&#xff0c;\u6a21\u578b\u548c Harness \u5e94\u88ab\u89c6\u4e3a\u4e00\u4e2a\u7ec4\u5408\u3002<\/p>\n<h4>3. \u4e0a\u624b\u6ce8\u610f\u4e8b\u9879<\/h4>\n<ul>\n<li>\u542f\u52a8\u5165\u53e3&#xff1a;npx &#064;deepseek-ai\/dsh web&#xff08;\u9700\u81ea\u5907\u6a21\u578b\u51ed\u636e&#xff09;&#xff1b;<\/li>\n<li>\u5f53\u524d\u4e3a\u5f00\u53d1\u8005\u9884\u89c8\u7248&#xff08;MIT \u8bb8\u53ef\u8bc1&#xff09;&#xff0c;\u5b98\u65b9\u660e\u786e\u63d0\u793a\u540e\u7eed\u4f1a\u6709\u4e0d\u517c\u5bb9\u6539\u52a8&#xff0c;\u5148\u505a\u5c0f\u89c4\u6a21\u53d7\u63a7\u8bd5\u9a8c&#xff08;\u540c\u6a21\u578b\u3001\u540c\u4efb\u52a1\u3001\u540c\u9884\u7b97\u4e0b\u5bf9\u6bd4 Minimal \u4e0e Standard&#xff09;&#xff0c;\u518d\u51b3\u5b9a\u662f\u5426\u6269\u5927\u4f7f\u7528&#xff1b;<\/li>\n<li>\u6743\u9650\u548c\u6c99\u7bb1\u4e0d\u80fd\u53ea\u5199\u5728\u63d0\u793a\u8bcd\u91cc&#xff1a;\u5de5\u5177\u8c03\u7528\u9700\u7ecf\u8fc7\u6267\u884c\u524d\u94a9\u5b50\u3001\u6743\u9650\u68c0\u67e5\u3001\u6c99\u7bb1\u548c\u5ba1\u6279&#xff0c;\u5ba1\u6279\u91c7\u7528\u4e00\u6b21\u6027\u6388\u6743&#xff1b;\u6c99\u7bb1\u4e3b\u8981\u7ea6\u675f\u6587\u4ef6\u7cfb\u7edf\u5f71\u54cd&#xff0c;\u7f51\u7edc\u8bbf\u95ee\u548c\u8fdb\u7a0b\u53ef\u89c1\u6027\u4e0d\u5728\u901a\u7528\u89c4\u5219\u8986\u76d6\u8303\u56f4\u5185\u3002<\/li>\n<\/ul>\n<h4>4. \u5b9e\u8df5\u5efa\u8bae<\/h4>\n<li>Loop Engineering \u662f\u5de5\u7a0b\u65b9\u6cd5&#xff0c;\u4e0d\u662f\u529f\u80fd&#xff1a;Harness \u63d0\u4f9b\u5916\u5faa\u73af\u79ef\u6728&#xff08;\u8fde\u7eed\u8f6e\u6b21\u3001\u5b50 Agent\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u3001\u5b9a\u65f6\u89e6\u53d1&#xff09;&#xff0c;\u4f46&#034;\u8c01\u6765\u9a8c\u6536\u3001\u5931\u8d25\u91cd\u8bd5\u51e0\u6b21\u3001\u8d85\u65f6\u600e\u4e48\u529e&#034;\u8981\u9760\u4f60\u81ea\u5df1\u8bbe\u8ba1\u2014\u2014\u6d4b\u8bd5\u5e94\u7531\u72ec\u7acb\u7a0b\u5e8f\u5224\u5b9a&#xff0c;\u4e0d\u8981\u53ea\u9760\u6267\u884c\u8005\u81ea\u5df1\u4e0a\u62a5\u5b8c\u6210\u3002<\/li>\n<li>\u7a33\u5b9a\u6d41\u7a0b\u663e\u5f0f\u5316&#xff0c;\u63a2\u7d22\u8fc7\u7a0b\u653e\u5f00\u8dd1&#xff1a;\u53ef\u5ba1\u8ba1\u7684\u73af\u8282\u753b\u6210 Graph&#xff0c;\u4e0d\u786e\u5b9a\u6027\u9ad8\u7684\u4efb\u52a1\u4ea4\u7ed9 Loop\u3002<\/li>\n<li>\u5de5\u5177\u4e0e\u4e0a\u4e0b\u6587\u90fd\u53ef\u63d2\u62d4&#xff1a;\u5229\u7528 Pipeline Hook \u5e72\u9884\u5de5\u5177\u6267\u884c\u524d\u540e\u9636\u6bb5&#xff1b;\u4e0a\u4e0b\u6587\u7ec4\u88c5\u673a\u5236\u4e5f\u53ef\u66ff\u6362&#xff0c;\u4e14\u6bcf\u6b21\u6ce8\u5165\u90fd\u6709\u65e5\u5fd7\u4e8b\u4ef6&#xff0c;\u4fbf\u4e8e\u5ba1\u8ba1\u3002<\/li>\n<li>\u6a21\u578b\u53ef\u89c1\u5373\u5df2\u8bb0\u5f55&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u6a21\u578b\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u7ed3\u679c\u3001\u5b50 Agent \u8c03\u5ea6\u3001\u4e0a\u4e0b\u6587\u6ce8\u5165&#xff0c;\u51e1\u6a21\u578b\u770b\u5230\u7684\u90fd\u5199\u5165\u540c\u4e00\u6761\u53ea\u8ffd\u52a0\u7684\u4e8b\u4ef6\u6d41&#xff0c;\u6062\u590d\u3001\u5206\u53c9\u3001\u641c\u7d22\u548c\u56de\u653e\u90fd\u4ece\u8fd9\u91cc\u6d3e\u751f\u3002\u6bcf\u4e00\u6b65\u90fd\u80fd\u88ab\u91cd\u5efa&#xff0c;\u957f\u4efb\u52a1\u624d\u6709\u529e\u6cd5\u8c03\u8bd5\u3002<\/li>\n<hr \/>\n<h3>\u53c2\u8003\u8d44\u6599<\/h3>\n<ul>\n<li>DeepSeek Harness \u5f00\u6e90\u540e&#xff0c;Graph Engineering 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