{"id":95545,"date":"2026-08-26T14:48:31","date_gmt":"2026-08-26T06:48:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95545.html"},"modified":"2026-08-26T14:48:31","modified_gmt":"2026-08-26T06:48:31","slug":"deepseek-harness%e4%b8%8a%e7%ba%bf%e5%90%8e%ef%bc%8c%e6%88%91%e6%95%b4%e7%90%86%e4%ba%8610%e9%81%93%e5%8f%af%e8%83%bd%e5%87%ba%e7%8e%b0%e5%9c%a8%e6%b5%8b%e8%af%95%e5%bc%80%e5%8f%91%e9%9d%a2%e8%af%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95545.html","title":{"rendered":"DeepSeek Harness\u4e0a\u7ebf\u540e\uff0c\u6211\u6574\u7406\u4e8610\u9053\u53ef\u80fd\u51fa\u73b0\u5728\u6d4b\u8bd5\u5f00\u53d1\u9762\u8bd5\u91cc\u7684\u9898"},"content":{"rendered":"<p>\u5173\u6ce8 \u970d\u683c\u6c83\u5179\u8f6f\u4ef6\u6d4b\u8bd5\u5f00\u53d1 \u516c\u4f17\u53f7&#xff0c;\u56de\u590d\u300c\u8d44\u6599\u300d, \u9886\u53d6\u4eba\u5de5\u667a\u80fd\u6d4b\u8bd5\u5f00\u53d1\u6280\u672f\u5408\u96c6<\/p>\n<p>\u4e0a\u5468\u7ed9\u56e2\u961f\u505a\u6a21\u62df\u9762\u8bd5&#xff0c;\u6211\u95ee\u4e86\u4e00\u9053\u9898&#xff1a;&#034;\u600e\u4e48\u6d4b\u4e00\u4e2a\u4f1a\u81ea\u5df1\u6539\u81ea\u5df1\u7684\u7cfb\u7edf&#xff1f;&#034;\u73b0\u573a\u5b89\u9759\u4e86\u4e09\u79d2\u3002\u8fd9\u9053\u9898\u4e0d\u662f\u51ed\u7a7a\u7f16\u7684\u30022026\u5e748\u670813\u65e5\u665a&#xff0c;DeepSeek \u53d1\u5e03\u4e86\u9996\u6b3e\u5f00\u6e90 Agent \u4ea7\u54c1 DeepSeek Harness&#xff08;\u7b80\u79f0 dsh&#xff09;&#xff0c;MIT \u8bb8\u53ef\u8bc1&#xff0c;\u4e0a\u7ebf\u7ea6 42 \u5c0f\u65f6\u7834 10 \u4e07\u661f&#xff0c;\u76ee\u524d\u5df2\u8d85 15 \u4e07\u661f\u3002\u66f4\u5173\u952e\u7684\u662f&#xff0c;\u5b83\u7684\u7ec8\u6781\u76ee\u6807\u662f Self-Evolving Agent Harness\u2014\u2014Agent \u5728\u8fd0\u884c\u4e2d\u81ea\u5df1\u7f16\u5199\u3001\u5b89\u88c5\u63d2\u4ef6\u3002\u5f53\u6d4b\u8bd5\u5bf9\u8c61\u5f00\u59cb&#034;\u81ea\u8fdb\u5316&#034;&#xff0c;\u9762\u8bd5\u9898\u8fdf\u65e9\u8ddf\u4e0a\u3002\u6211\u6574\u7406\u4e86 10 \u9053\u9898&#xff0c;\u6bcf\u9898\u9644\u8003\u5bdf\u70b9\u548c\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u80cc\u8bf5\u590d\u7528\u3002<\/p>\n<h3>\u6982\u5ff5\u9898<\/h3>\n<h4>Q1&#xff1a;\u7528\u4e00\u5206\u949f\u4ecb\u7ecd\u4e00\u4e0b DeepSeek Harness&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;\u6280\u672f\u654f\u611f\u5ea6&#xff0c;\u662f\u5426\u8ddf\u8fdb\u884c\u4e1a\u52a8\u6001\u3002<\/p>\n<p>\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff1a;\u5b83\u662f DeepSeek \u5728 2026 \u5e74 8 \u6708 13 \u65e5\u53d1\u5e03\u7684\u9996\u6b3e\u5f00\u6e90 Agent \u4ea7\u54c1&#xff0c;MIT \u8bb8\u53ef\u8bc1\u3002\u8bbe\u8ba1\u7406\u5ff5\u662f&#034;\u4e00\u5207\u7686\u63d2\u4ef6&#034;&#xff1a;Model Adapter\u3001Tool Registry\u3001Session Log\u3001Agent Loop \u5168\u90e8\u53ef\u63d2\u62d4\u3001\u53ef\u66ff\u6362\u3001\u53ef\u68c0\u67e5&#xff0c;\u5e95\u5c42\u7531 Cordis \u63d2\u4ef6\u6cbb\u7406\u6846\u67b6\u9a71\u52a8\u3002\u5b83\u6807\u5fd7\u7740 DeepSeek \u4ece&#034;\u9020\u6a21\u578b&#034;\u8d70\u5411&#034;\u9020 Agent \u4ea7\u54c1&#034;\u3002\u52a0\u5206\u9879&#xff1a;\u8865\u4e00\u53e5\u5b98\u65b9\u660e\u786e\u8b66\u544a\u5f53\u524d\u662f developer preview&#xff0c;\u4f1a\u6709\u7834\u574f\u6027\u53d8\u66f4\u2014\u2014\u8bf4\u660e\u4f60\u771f\u7684\u8bfb\u8fc7 README\u3002<\/p>\n<h4>Q2&#xff1a;\u4ec0\u4e48\u662f Agent Loop&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;\u5bf9 Agent \u8fd0\u884c\u539f\u7406\u7684\u7406\u89e3&#xff0c;\u800c\u4e0d\u662f\u80cc\u540d\u8bcd\u3002<\/p>\n<p>\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff1a;Agent \u5faa\u73af\u5c31\u662f&#034;\u601d\u8003\u2014\u8c03\u7528\u5de5\u5177\u2014\u89c2\u5bdf\u7ed3\u679c\u2014\u518d\u601d\u8003&#034;\u7684\u8fed\u4ee3\u8fc7\u7a0b&#xff0c;\u76f4\u5230\u6ee1\u8db3\u7ec8\u6b62\u6761\u4ef6\u3002\u5b83\u548c\u804a\u5929\u673a\u5668\u4eba\u6700\u672c\u8d28\u7684\u533a\u522b\u5728\u4e8e&#xff1a;\u6a21\u578b\u4e0d\u53ea\u7ed9\u7b54\u6848&#xff0c;\u8fd8\u4f1a\u91c7\u53d6\u884c\u52a8&#xff0c;\u5e76\u6839\u636e\u53cd\u9988\u4fee\u6b63\u81ea\u5df1\u3002<\/p>\n<p># \u7b80\u5316\u793a\u610f&#xff1a;Agent Loop \u7684\u9aa8\u67b6&#xff08;\u975e dsh \u6e90\u7801&#xff09;<br \/>\nwhile\u00a0not\u00a0done\u00a0and\u00a0step &lt; MAX_STEPS:<br \/>\n\u00a0 \u00a0 action &#061; llm.decide(context) \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0# \u601d\u8003&#xff1a;\u6a21\u578b\u51b3\u5b9a\u4e0b\u4e00\u6b65\u52a8\u4f5c<br \/>\n\u00a0 \u00a0 observation &#061; execute_tool(action) \u00a0 \u00a0\u00a0# \u884c\u52a8&#xff1a;\u6267\u884c\u5de5\u5177\u8c03\u7528<br \/>\n\u00a0 \u00a0 context.append(observation) \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0# \u89c2\u5bdf&#xff1a;\u7ed3\u679c\u5199\u56de\u4e0a\u4e0b\u6587<br \/>\n\u00a0 \u00a0 done &#061; action.type &#061;&#061;\u00a0&#034;final_answer&#034;\u00a0 \u00a0# \u7ec8\u6b62&#xff1a;\u6a21\u578b\u5224\u65ad\u4efb\u52a1\u5b8c\u6210<\/p>\n<p>\u7edd\u5927\u591a\u6570 Agent \u5f02\u5e38\u2014\u2014\u6253\u8f6c\u3001\u8dd1\u504f\u3001\u6210\u672c\u5931\u63a7\u2014\u2014\u90fd\u80fd\u8ffd\u6eaf\u5230\u8fd9\u4e2a\u5faa\u73af\u51fa\u4e86\u95ee\u9898&#xff0c;\u8fd9\u4e5f\u662f\u5b83\u6210\u4e3a\u9762\u8bd5\u9ad8\u9891\u70b9\u7684\u539f\u56e0\u3002<\/p>\n<h4>Q3&#xff1a;\u600e\u4e48\u7406\u89e3&#034;\u4e00\u5207\u7686\u63d2\u4ef6&#034;&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;\u67b6\u6784\u7406\u89e3&#xff0c;\u4ee5\u53ca\u80fd\u5426\u770b\u51fa\u8bbe\u8ba1\u5bf9\u6d4b\u8bd5\u7684\u610f\u4e49\u3002<\/p>\n<p>\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff1a;\u5728 dsh \u91cc&#xff0c;\u6a21\u578b\u9002\u914d\u3001\u5de5\u5177\u6ce8\u518c\u3001\u4f1a\u8bdd\u65e5\u5fd7\u3001Agent Loop \u8fd9\u4e9b\u6838\u5fc3\u90e8\u4ef6\u90fd\u88ab\u5f53\u4f5c\u53ef\u63d2\u62d4\u7ec4\u4ef6&#xff0c;\u7edf\u4e00\u7531 Cordis \u6846\u67b6\u6cbb\u7406&#xff0c;\u5bf9\u5e94\u8bba\u6587\u63d0\u51fa&#034;\u65f6\u7a7a\u53ef\u7ec4\u5408\u6027&#034;\u3002\u5bf9\u6d4b\u8bd5\u7684\u7ea2\u5229\u6709\u4e24\u5c42&#xff1a;\u5176\u4e00&#xff0c;\u51e1\u662f\u53ef\u63d2\u62d4\u7684&#xff0c;\u5c31\u80fd\u5355\u72ec\u66ff\u6362\u3001\u5355\u72ec\u9a8c\u8bc1&#xff0c;\u5929\u7136\u9002\u5408\u7ec4\u4ef6\u7ea7\u6d4b\u8bd5\u548c\u6545\u969c\u6ce8\u5165&#xff1b;\u5176\u4e8c&#xff0c;&#034;\u53ef\u68c0\u67e5&#034;\u610f\u5473\u7740\u5185\u90e8\u72b6\u6001\u53ef\u89c2\u6d4b&#xff0c;\u6b63\u597d\u7f13\u89e3 Agent \u6d4b\u8bd5\u6700\u5934\u75bc\u7684\u9ed1\u76d2\u95ee\u9898\u3002<\/p>\n<h4>Q4&#xff1a;Revertible Effects \u4e3a\u4ec0\u4e48\u91cd\u8981&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;\u5173\u952e\u673a\u5236\u7684\u7406\u89e3&#xff0c;\u80fd\u5426\u548c\u8d28\u91cf\u6302\u94a9\u3002<\/p>\n<p>\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff1a;\u5b83\u8981\u6c42\u5bf9\u4e0a\u4e0b\u6587\u7684\u6bcf\u6b21\u4fee\u6539\u90fd\u7559\u4e0b\u4e00\u4e2a&#034;\u53cd\u5411\u65b9\u6cd5&#034;&#xff0c;\u5378\u8f7d\u65f6\u6309\u76f8\u53cd\u987a\u5e8f\u64a4\u9500&#xff0c;\u5a92\u4f53\u79f0\u4e4b\u4e3a\u7ed9 AGI \u81ea\u8fdb\u5316\u53d1\u7684&#034;\u540e\u6094\u836f&#034;\u3002\u91cd\u8981\u6027\u5728\u4e8e&#xff1a;\u5f53 Agent \u5f00\u59cb\u81ea\u5df1\u5199\u63d2\u4ef6\u3001\u6539\u81ea\u5df1&#xff0c;\u72af\u9519\u662f\u5e38\u6001&#xff0c;&#034;\u80fd\u56de\u6eda&#034;\u5c31\u662f\u6700\u540e\u4e00\u9053\u5b89\u5168\u515c\u5e95\u3002\u518d\u5f80\u524d\u8bf4\u4e00\u6b65\u4f1a\u66f4\u51fa\u5f69&#xff1a;\u56de\u6eda\u672c\u8eab\u4e5f\u8981\u6d4b\u2014\u2014\u53cd\u5411\u65b9\u6cd5\u662f\u5426\u5b8c\u5907\u3001\u64a4\u9500\u987a\u5e8f\u662f\u5426\u6b63\u786e\u3001\u8fde\u7eed\u591a\u6b21\u4fee\u6539\u540e\u80fd\u5426\u5e72\u51c0\u8fd8\u539f\u3002<\/p>\n<\/p>\n<h3>\u5b9e\u8df5\u9898<\/h3>\n<h4>Q5&#xff1a;AI \u8f93\u51fa\u662f\u975e\u786e\u5b9a\u6027\u7684&#xff0c;\u600e\u4e48\u6d4b&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;AI \u6d4b\u8bd5\u7684\u6838\u5fc3\u65b9\u6cd5\u8bba&#xff0c;\u8fd1\u671f\u6700\u9ad8\u9891\u7684\u65b0\u9898\u578b\u3002<\/p>\n<p>\u53c2\u8003\u56de\u7b54\u601d\u8def&#xff1a;\u653e\u5f03&#034;\u65ad\u8a00\u7cbe\u786e\u503c&#034;&#xff0c;\u8f6c\u5411&#034;\u65ad\u8a00\u6027\u8d28&#034;\u3002\u56db\u4e2a\u5e38\u7528\u624b\u6bb5&#xff1a;\u4e00\u662f\u591a\u6b21\u8fd0\u884c\u770b\u5206\u5e03&#xff0c;\u7528\u7edf\u8ba1\u901a\u8fc7\u7387\u4ee3\u66ff\u5355\u6b21\u6210\u8d25&#xff1b;\u4e8c\u662f\u7ed3\u6784\u65ad\u8a00&#xff0c;\u53ea\u6821\u9a8c\u683c\u5f0f\u3001\u5fc5\u586b\u5b57\u6bb5\u3001\u5173\u952e\u8bcd&#xff1b;\u4e09\u662f golden set \u5bf9\u6bd4&#xff0c;\u7528\u7cbe\u9009\u7684\u4ee3\u8868\u6027\u7528\u4f8b\u5f53\u57fa\u7ebf&#xff1b;\u56db\u662f LLM-as-Judge \u8f85\u52a9\u6253\u5206&#xff0c;\u4f46\u88c1\u5224\u6a21\u578b\u672c\u8eab\u8981\u5148\u6821\u51c6\u3002<\/p>\n<p># \u7b80\u5316\u793a\u610f&#xff1a;\u5bf9\u975e\u786e\u5b9a\u6027\u8f93\u51fa\u505a\u7edf\u8ba1\u65ad\u8a00<br \/>\ndef\u00a0test_agent_answer(run_agent, judge, runs&#061;10, threshold&#061;0.8):<br \/>\n\u00a0 \u00a0 passed &#061; sum(<br \/>\n\u00a0 \u00a0 \u00a0 \u00a0\u00a01\u00a0for\u00a0_\u00a0in\u00a0range(runs)<br \/>\n\u00a0 \u00a0 \u00a0 \u00a0\u00a0if\u00a0judge(run_agent(&#034;\u5982\u4f55\u5bf9 Python \u5217\u8868\u6392\u5e8f&#xff1f;&#034;))<br \/>\n\u00a0 \u00a0 )<br \/>\n\u00a0 \u00a0\u00a0assert\u00a0passed \/ runs &gt;&#061; threshold,\u00a0&#034;\u591a\u6b21\u8fd0\u884c\u901a\u8fc7\u7387\u4e0d\u8fbe\u6807&#034;<\/p>\n<h4>Q6&#xff1a;AI \u751f\u6210\u4e86\u4e00\u6279\u6d4b\u8bd5\u7528\u4f8b&#xff0c;\u4f60\u5982\u4f55\u8bc4\u4f30\u5b83\u4eec&#xff1f;<\/h4>\n<p>\u8003\u5bdf\u70b9&#xff1a;\u5bf9 AI 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