{"id":9523,"date":"2026-03-31T13:23:49","date_gmt":"2026-03-31T05:23:49","guid":{"rendered":"\/?p=9523"},"modified":"2026-03-31T13:23:49","modified_gmt":"2026-03-31T05:23:49","slug":"%e4%bb%80%e4%b9%88%e6%98%afharness","status":"publish","type":"post","link":"\/?p=9523","title":{"rendered":"\u4ec0\u4e48\u662fHarness"},"content":{"rendered":"<p><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MjM5MjAyNDUyMA==&amp;mid=2651084978&amp;idx=1&amp;sn=6a6f08350eb1a2049405fcf2c6ecd3e6&amp;scene=21#wechat_redirect\"><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640.png\" alt=\"\u56fe\u7247\" \/><\/a><\/p>\n<p>\u8fd9\u5e74\u5934\u60f3\u8981\u5728 AI \u5708\u5b50\u91cc\u5f53\u4e2a\u300c\u5168\u9762\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb\u300d\uff0c\u6bcf\u5929\u8981\u5b66\u4e60\u7684\u6982\u5ff5\u662f\u771f\u7684\u591a\u3002\u4ece\u6700\u65e9\u4e00\u4e2a ChatGPT \u80fd\u6307\u4ee3\u4e00\u5207 AI\uff0c\u6211\u80fd\u77e5\u9053 ChatGPT \u5c31\u5df2\u7ecf\u9886\u5148\u8eab\u8fb9\u5927\u591a\u6570\u4eba\u3002<\/p>\n<p>\u5230\u540e\u9762\u6162\u6162\u53d1\u5c55\u5230\uff0c\u6211\u8981\u53bb\u5b66\u4e60\u4ec0\u4e48\u662f Prompt\uff0c\u662f\u63d0\u793a\u8bcd\u8fd8\u662f\u6587\u4ee4\u3001\u300c\u5df2\u6b7b\u7684\u300dMCP\uff0c\u662f\u88ab CLI \u66ff\u4ee3\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u3001RAG \u662f\u98ce\u9761\u4e00\u65f6\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001Agent \u4e0d\u662f\u4ee3\u7406\uff0c\u662f\u667a\u80fd\u4f53\u3001Skills \u662f\u6280\u80fd\uff0c\u4e5f\u662f\u4e13\u5bb6\u3001Claude Code \u662f\u4ee3\u7801\u52a9\u624b\u3002<\/p>\n<p>\u8fd8\u6709\u56e0\u4e3a\u722a\u5b50 Claw \u5f97\u540d\u9f99\u867e\u7684 OpenClaw\u3001\u4ee5\u53ca\u9f99\u867e\u592a\u706b\u9700\u8981\u5927\u91cf\u6d88\u8017\u7684 Token = xxx\u2026\u2026<\/p>\n<p>\u8fd9\u4e9b\u582a\u6bd4\u300c\u9897\u7c92\u5ea6\u300d\u3001\u300c\u5bf9\u9f50\u300d\u7684\u804c\u573a\u9ed1\u8bdd\uff0c\u5982\u679c\u4f60\u90fd\u542c\u8fc7\uff0c\u5927\u6982\u7387\u8fd8\u662f\u80fd\u5728\u4e00\u4e9b\u804a AI \u7684\u996d\u5c40\u4e0a\u7a0d\u5fae\u663e\u9732\u4e00\u6ce2\u7684\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132009537.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e4b\u524d MiniMax M2.7 \u6a21\u578b\u4ecb\u7ecd\u535a\u5ba2\u91cc\u63d0\u5230\u7684 Agent Harness \u80fd\u529b<\/p>\n<p>\u4f46\u73b0\u5728\uff0c\u65b0\u7684\u8bcd\u53c8\u6765\u4e86\uff0c\u4ec0\u4e48\u662f Harness\u3002\u6709\u7f51\u53cb\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u7528\u4e00\u5f20\u6dd8\u5b9d\u641c\u7d22\u7684\u622a\u56fe\u56de\u5e94\uff0c\u8868\u793a\u300c\u5f88\u597d\u7406\u89e3\u300d\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132011031.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5f88\u79bb\u8c31\uff0c\u4f46\u662f\u6211\u4eec\u628a AI \u5f53\u725b\u9a6c\u53bb\u6307\u6325\u5b83\u5e72\u6d3b\uff0cHarness \u7ffb\u8bd1\u6210\u5957\u5728 AI \u8eab\u4e0a\u7684\u9a6c\u5177\/\u675f\u7f1a\uff0c\u4e5f\u5e76\u4e0d\u662f\u5168\u65e0\u9053\u7406\u3002<\/p>\n<p>\u5176\u5b9e Harness \u6700\u65e9\u88ab\u771f\u6b63\u653e\u8fdb Agent \u9886\u57df\uff0c\u8fd8\u662f\u5728 Anthropic \u53bb\u5e74\u5341\u4e00\u6708\u7684\u4e00\u7bc7\u535a\u5ba2\uff0c\u6587\u7ae0\u91cc\u4ed6\u4eec\u63a2\u8ba8\u4e86\u73b0\u5728\u7684 Agent \u8981\u6267\u884c\u7684\u4efb\u52a1\u8d8a\u6765\u8d8a\u957f\uff0c\u9700\u8981\u4e00\u4e2a\u6709\u6548\u7684 Harness \u6765\u786e\u4fdd Agent \u7684\u8fd0\u4f5c\u6b63\u5e38\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132011686.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u535a\u5ba2\u94fe\u63a5\uff1a<a href=\"https:\/\/www.anthropic.com\/engineering\/effective-harnesses-for-long-running-agents\">https:\/\/www.anthropic.com\/engineering\/effective-harnesses-for-long-running-agents<\/a><\/p>\n<p>\u5230\u4e86\u4eca\u5e74\u672c\u5730\u8fd0\u884c\u7684 Agent \u91cd\u65b0\u642c\u4e0a\u53f0\u9762\uff0c\u4e00\u4f17 AI \u5f00\u53d1\u8005\u548c\u7814\u7a76\u5458\u5728\u81ea\u5df1\u7684\u6280\u672f\u535a\u5ba2\u91cc\uff0c\u4e5f\u9891\u7e41\u63d0\u5230 Harness \u8fd9\u4e2a\u8bcd\u3002\u77e5\u540d\u535a\u4e3b Mitchell \u63d0\u5230 Harness Engineering \u7684\u7406\u5ff5\u662f\uff0c\u300c\u6bcf\u5f53\u53d1\u73b0\u67d0\u4e2a\u667a\u80fd\u4f53\u72af\u9519\u65f6\uff0c\u5c31\u82b1\u65f6\u95f4\u8bbe\u8ba1\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\uff0c\u786e\u4fdd\u5b83\u4ee5\u540e\u4e0d\u518d\u72af\u540c\u6837\u7684\u9519\u8bef\u3002\u300d<\/p>\n<p>\u7d27\u63a5\u7740 OpenAI \u5728\u4eca\u5e74\u4e8c\u6708\u4e5f\u53d1\u4e86\u51e0\u7bc7\u535a\u5ba2\uff0c\u8bb2\u7684\u4e5f\u662f Harness engineering\uff0c<strong>\u5728\u4ed6\u4eec\u770b\u6765\uff0c\u672a\u6765\u5de5\u7a0b\u5e08\u7684\u5de5\u4f5c\uff0c\u4e0d\u662f\u5199\u4ee3\u7801\uff0c\u800c\u662f\u8bbe\u8ba1\u667a\u80fd\u4f53\u7684\u300c\u5de5\u4f5c\u73af\u5883\u300d\uff0cHarness \u5c31\u662f\u8fd9\u4e2a\u5de5\u4f5c\u73af\u5883\u3002<\/strong><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132012041.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5728 OpenAI \u5b98\u7f51\u9009\u62e9\u4e2d\u6587\u540e\uff0c\u76f4\u63a5\u7ffb\u8bd1\u6210\u4e86\u300c\u5de5\u7a0b\u6280\u672f\u300d\uff0c\u535a\u5ba2\u94fe\u63a5\uff1a<a href=\"https:\/\/openai.com\/zh-Hans-CN\/index\/harness-engineering\/\">https:\/\/openai.com\/zh-Hans-CN\/index\/harness-engineering\/<\/a><\/p>\n<p>\u4e3a\u4ec0\u4e48 Harness \u5f00\u59cb\u88ab\u91cd\u89c6<\/p>\n<p>\u65e0\u8bba\u662f Anthropic \u6700\u65e9\u7684\u535a\u5ba2\uff0c\u8fd8\u662f\u540e\u9762 OpenAI \u7684 Harness \u5de5\u7a0b\uff0c\u5b83\u4eec\u5728\u6587\u7ae0\u91cc\u9762\u63cf\u8ff0\u7684\u6545\u4e8b\u90fd\u662f\u4e00\u6837\u7684\u3002<\/p>\n<p><strong>Harness \u662f\u4e00\u79cd\u5305\u542b\u73af\u5883\u914d\u7f6e\u3001\u591a Agents \u534f\u4f5c\u673a\u5236\u3001\u4e25\u683c\u67b6\u6784\u7ea6\u675f\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u7cfb\u7edf\uff0c\u5b83\u5f25\u8865\u4e86 AI \u7684\u300c\u4e0a\u4e0b\u6587\u7126\u8651\u300d\u548c\u6613\u9519\u6027\u3002<\/strong><\/p>\n<p>\u4e24\u5bb6\u9876\u7ea7 AI \u5b9e\u9a8c\u5ba4\u90fd\u7528\u5927\u91cf\u7684\u5185\u90e8\u5de5\u7a0b\u5b9e\u8df5\u8bc1\u660e\u4e86\uff0c<strong>\u8ba9\u5927\u6a21\u578b\u81ea\u4e3b\u5199\u51fa\u767e\u4e07\u884c\u4ee3\u7801\u7684\u5173\u952e\uff0c\u5e76\u975e\u6a21\u578b\u672c\u8eab\u6709\u591a\u806a\u660e\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684 Harness\uff08\u5de5\u4f5c\u6d41\u6846\u67b6 \/ \u62a4\u680f\u7cfb\u7edf\uff09\u3002<\/strong><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132013079.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6211\u4eec\u8ba9 Claude \u753b\u4e86\u4e00\u5f20\u56fe\uff0c\u6765\u5b8c\u6574\u4ecb\u7ecd\u4e00\u4e0b Agent Harness\uff0c<strong>Harness = Agent \u7684\u8fd0\u884c\u5bb9\u5668 + \u5b89\u5168\u8fb9\u754c + \u8c03\u5ea6\u63a7\u5236\u5668<\/strong><\/p>\n<p>\u5728 Anthropic \u7684\u5185\u90e8\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0 AI \u7adf\u7136\u4e5f\u4f1a\u6709\u300c\u5fc3\u7406\u95ee\u9898\u300d\u3002<\/p>\n<p>\u5f53 Claude \u6267\u884c\u957f\u5468\u671f\u7684\u4ee3\u7801\u4efb\u52a1\u65f6\uff0c<strong>\u4e00\u65e6\u5b83\u611f\u89c9\u5230\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5feb\u8981\u586b\u6ee1\u4e86\uff0c\u5b83\u5c31\u4f1a\u4ea7\u751f\u300c\u4e0a\u4e0b\u6587\u7126\u8651\u300d<\/strong>\u3002\u5c31\u50cf\u5feb\u8981\u4e0b\u73ed\u7684\u6253\u5de5\u4eba\uff0c\u5f00\u59cb\u75af\u72c2\u6577\u884d\uff0c\u8bd5\u56fe\u8d76\u7d27\u7ed3\u675f\u4efb\u52a1\u3002<\/p>\n<p>\u8981\u547d\u7684\u662f\uff0cClaude \u5e76\u4e0d\u89c9\u5f97\u81ea\u5df1\u5728\u6577\u884d\uff0c\u5f53\u7814\u7a76\u5458\u8981\u6c42 AI \u8bc4\u4f30\u8fd9\u4e9b\u300c\u4e3a\u4e86\u4e0b\u73ed\u8d76\u7d27\u7ed3\u675f\u4efb\u52a1\u300d\u6240\u7f16\u5199\u7684\u4ee3\u7801\u65f6\uff0c\u5b83\u53d1\u73b0\u4e0d\u4e86\u5176\u4e2d\u7684\u95ee\u9898\u3002<\/p>\n<p>\u9762\u5bf9\u8fd9\u79cd\u6bdb\u75c5\uff0c\u4f20\u7edf\u7684\u63d0\u793a\u8bcd\u8bbe\u8ba1\u6beb\u65e0\u7528\u5904\u3002Anthropic \u7684\u7814\u7a76\u5458\u7ed9\u51fa\u7684 Harness \u89e3\u6cd5\u662f\uff1a\u6539\u53d8\u7ec4\u7ec7\u67b6\u6784\u3002<\/p>\n<p>\u4ed6\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5305\u542b\u4e09\u4e2a\u89d2\u8272\u7684 Harness \u95ed\u73af\uff1a<\/p>\n<p>\u89c4\u5212\u5e08\uff08Planner\uff09\uff1a\u8d1f\u8d23\u628a\u4e00\u53e5\u8bdd\u9700\u6c42\u6269\u5199\u6210\u8be6\u7ec6\u7684\u4ea7\u54c1\u6587\u6863\u3002<\/p>\n<p>\u751f\u6210\u5668\uff08Generator\uff09\uff1a\u7eaf\u7cb9\u7684\u725b\u9a6c\uff0c\u53ea\u8d1f\u8d23\u6309\u6587\u6863\u5199\u4ee3\u7801\u3002<\/p>\n<p>\u8bc4\u4f30\u5668\uff08Evaluator\uff09\uff1a\u6781\u5176\u51b7\u9177\u7684 QA \u517c\u4ea7\u54c1\u7ecf\u7406\uff0c\u624b\u63e1\u81ea\u52a8\u5316\u6d4b\u8bd5\u5de5\u5177\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132013344.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>Anthropic \u7684\u62a5\u544a\u4e2d\u63d0\u5230\uff0c\u5e94\u7528\u4e86 Harness \u6846\u67b6\u7684 Agent \u5728\u751f\u6210\u7f51\u9875\u8d28\u91cf\u4e0a\u8981\u597d\u5f88\u591a\uff0c\u4f46\u662f\u6210\u672c\u548c\u65f6\u95f4\u66f4\u957f\u3002 <\/p>\n<p>\u8981\u6c42\u662f\u5f00\u53d1\u4e00\u4e2a\u6e38\u620f\u5236\u4f5c\u5668\uff0c\u6ca1\u6709 Harness \u7684\u90a3\u7ec4\uff0cAI \u8dd1\u4e86 20 \u5206\u949f\uff0c\u82b1\u4e86 9 \u7f8e\u5143\u3002\u7ed3\u679c\u662f\u754c\u9762\u80fd\u770b\uff0c\u4f46\u6838\u5fc3\u529f\u80fd\u662f\u574f\u7684\u2014\u2014\u6e38\u620f\u91cc\u7684\u89d2\u8272\u51fa\u73b0\u5728\u5c4f\u5e55\u4e0a\uff0c\u4f46\u5bf9\u4efb\u4f55\u952e\u76d8\u64cd\u4f5c\u90fd\u6ca1\u6709\u53cd\u5e94\uff0c\u6e38\u620f\u6ca1\u6cd5\u73a9\u3002<\/p>\n<p>\u6709 Harness \u7684\u90a3\u7ec4\uff0c\u8dd1\u4e86 6 \u5c0f\u65f6\uff0c\u82b1\u4e86 200 \u7f8e\u5143\u3002\u7ed3\u679c\u662f\u6e38\u620f\u4e0d\u53ea\u662f\u80fd\u73a9\uff0c\u8fd8\u6709\u52a8\u753b\u7cfb\u7edf\u3001\u97f3\u6548\u3001AI \u8f85\u52a9\u7684\u5173\u5361\u8bbe\u8ba1\u3002<\/p>\n<p>\u5728\u8fd9\u5957 Harness \u91cc\uff0c\u751f\u6210\u5668\u5199\u5b8c\u4e00\u6bb5\u4ee3\u7801\uff0c\u8bc4\u4f30\u5668\u5c31\u4f1a\u50cf\u771f\u5b9e\u7528\u6237\u4e00\u6837\u53bb\u70b9\u51fb\u3001\u6d4b\u8bd5\uff0c\u4e00\u65e6\u53d1\u73b0 Bug \u6216\u662f\u90a3\u79cd\u5145\u6ee1\u300cAI \u5851\u6599\u5473\u300d\u7684\u5e73\u5eb8\u8bbe\u8ba1\uff0c\u76f4\u63a5\u6253\u56de\u91cd\u505a\u3002<\/p>\n<p>\u5305\u62ec\u6211\u4eec\u7ecf\u5e38\u7528\u6765\u6d4b\u8bd5 AI Coding \u80fd\u529b\u7684\u7f51\u9875\u751f\u6210\uff0cAnthropic \u4e5f\u53d1\u73b0\uff0cHarness \u7684\u6f5c\u529b\u76f8\u5f53\u5927\u3002\u5728\u4e00\u4e2a\u8bbe\u8ba1\u8377\u5170\u827a\u672f\u535a\u7269\u9986\u7f51\u9875\u7684\u4efb\u52a1\u4e2d\uff0c\u524d 9 \u6b21\u8fed\u4ee3\uff0cAI \u90fd\u5728\u8001\u8001\u5b9e\u5b9e\u5730\u753b\u5e73\u5eb8\u7684\u7f51\u9875\u3002<\/p>\n<p>\u4f46\u5728\u8bc4\u4f30\u5668\u4e0d\u65ad\u65bd\u538b\u4e0b\uff0c\u7b2c 10 \u6b21\u8fed\u4ee3\uff0cAI \u7a81\u7136\u629b\u5f03\u4e86\u6240\u6709\u5e38\u89c4\u6a21\u677f\u3002\u5b83\u4ea4\u51fa\u4e86\u4e00\u4e2a\u7279\u7acb\u72ec\u884c\u7684 3D \u7a7a\u95f4\uff1a\u753b\u4f5c\u60ac\u6302\u5728\u900f\u89c6\u68cb\u76d8\u683c\u7684\u623f\u95f4\u91cc\uff0c\u7528\u6237\u9700\u8981\u50cf\u8d70\u8ff7\u5bab\u4e00\u6837\u7a7f\u68ad\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640.gif\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5982\u679c\u8bf4 Anthropic \u7684 Harness \u4fa7\u91cd\u4e8e\u7ec4\u7ec7\u67b6\u6784\uff0c\u53bb\u63a2\u7d22 Harness \u7684\u8bbe\u8ba1\u539f\u7406\uff0cOpenAI \u7684 Codex \u56e2\u961f\u5219\u662f\u628a\u8fd9\u4ef6\u4e8b\u505a\u6210\u4e86\u4e00\u79cd\u5de5\u7a0b\u6587\u5316\uff0c<strong>\u66f4\u591a\u5730\u628a Harness \u5f53\u4f5c\u4e00\u79cd\u5de5\u4f5c\u6d41\u6846\u67b6<\/strong>\u3002<\/p>\n<p>\u4ed6\u4eec\u7684\u6838\u5fc3\u7ea6\u675f\u53ea\u6709\u4e00\u6761\uff0c\u90a3\u5c31\u662f\u6ca1\u6709\u4eba\u5de5\u624b\u5199\u7684\u4ee3\u7801\u3002\u6240\u6709\u4ee3\u7801\u2014\u2014\u4e1a\u52a1\u903b\u8f91\u3001\u6d4b\u8bd5\u3001CI \u914d\u7f6e\u3001\u6587\u6863\u3001\u5185\u90e8\u5de5\u5177\u3001\u751f\u4ea7\u76d1\u63a7\u4eea\u8868\u76d8\u2014\u2014\u90fd\u7531 Codex \u5199\u3002<strong>\u5de5\u7a0b\u5e08\u7684\u5de5\u4f5c\u4e0d\u662f\u5199\u4ee3\u7801\uff0c\u800c\u662f\u8bbe\u8ba1\u8ba9 AI \u80fd\u53ef\u9760\u5de5\u4f5c\u7684\u73af\u5883\u3002<\/strong><\/p>\n<p>\u4e00\u5f00\u59cb\u4ed6\u4eec\u7528\u4e00\u4e2a\u8d85\u957f\u7684 AGENTS.md \u6587\u4ef6\u544a\u8bc9 AI \u6240\u6709\u7684\u89c4\u5219\u3002\u4f46\u5f88\u5feb\u5c31\u56e0\u4e3a\u4e0a\u4e0b\u6587\u9650\u5236\uff0c\u5bfc\u81f4 AI \u53ea\u4f1a\u8fdb\u884c\u672c\u5730\u6a21\u5f0f\u5339\u914d\uff0c\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u3002\u800c\u4e14\u6587\u4ef6\u5f88\u5feb\u8fc7\u65f6\uff0c\u6ca1\u6709\u4eba\u7ef4\u62a4\uff0cAI \u5f00\u59cb\u88ab\u4e00\u5806\u53ef\u80fd\u4e0d\u518d\u6210\u7acb\u7684\u89c4\u5219\u8bef\u5bfc\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132020620.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u4f5c\u6d41\u7a0b<\/p>\n<p>\u540e\u6765\u7684\u505a\u6cd5\u662f\uff1aAGENTS.md \u53ea\u6709 100 \u884c\uff0c\u53ea\u5145\u5f53\u4e00\u4e2a\u300c\u76ee\u5f55\u300d\uff0c\u628a AI \u6307\u5411\u7ed3\u6784\u5316\u7684 docs\/ \u6587\u4ef6\u5939\u3002\u67b6\u6784\u6587\u6863\u3001\u4ea7\u54c1\u89c4\u683c\u3001\u8bbe\u8ba1\u51b3\u7b56\u3001\u6280\u672f\u503a\u52a1\u8ffd\u8e2a\uff0c\u5168\u90e8\u662f\u53ef\u4ee5\u88ab AI \u76f4\u63a5\u8bfb\u53d6\u7684\u7248\u672c\u5316\u6587\u4ef6\u3002\u6bcf\u4e2a doc \u7531 AI \u5199\uff0c\u7531 AI \u7ef4\u62a4\uff0c\u5b9a\u671f\u6709\u300c\u6587\u6863\u56ed\u4e01\u300dAgent \u626b\u63cf\u8fc7\u65f6\u7684\u6587\u6863\u6765\u81ea\u52a8\u66f4\u65b0\u3002<\/p>\n<p>\u4ed6\u4eec\u4e0d\u5728\u4e4e AI \u600e\u4e48\u5199\u5177\u4f53\u7684\u903b\u8f91\uff0c\u4f46\u5728 Harness \u4e2d\u8bbe\u7f6e\u4e86\u6781\u5176\u4e25\u683c\u7684 Linter\uff08\u4ee3\u7801\u68c0\u67e5\u5de5\u5177\uff09\u548c\u7269\u7406\u4f9d\u8d56\u8fb9\u754c\u3002\u4e1a\u52a1\u4ee3\u7801\u53ea\u80fd\u5355\u5411\u8c03\u7528\uff0c\u8d8a\u754c\u5c31\u4f1a\u88ab\u7cfb\u7edf\u65e0\u60c5\u5207\u65ad\uff0c\u6839\u672c\u5408\u5e76\u4e0d\u8fdb\u9879\u76ee\u4e3b\u5206\u652f\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a Harness \u4e2d\uff0c\u6211\u4eec\u6240\u8bbe\u7f6e\u7684\u89c4\u5219\uff0c\u53d8\u6210\u4e86 AI \u4e0d\u53ef\u8fdd\u80cc\u7684\u610f\u5fd7\u3002AI \u5c31\u50cf\u751f\u6d3b\u5728\u300c\u695a\u95e8\u7684\u4e16\u754c\u300d\u91cc\uff0c\u5b83\u62e5\u6709\u5199\u4ee3\u7801\u7684\u7edd\u5bf9\u81ea\u7531\uff0c\u4f46\u8fd9\u79cd\u81ea\u7531\uff0c\u6c38\u8fdc\u5728\u4eba\u7c7b\u8bbe\u5b9a\u7684\u7ed3\u754c\uff0c\u5373 Harness \u4e4b\u5185\u3002<\/p>\n<p>\u628a\u8fd9\u4e9b\u7814\u7a76\u653e\u5728\u4e00\u8d77\uff0c\u5176\u5b9e harness \u7684\u672c\u8d28\u5c31\u662f\u4e00\u5957\u7cfb\u7edf\uff0c\u7528\u6765\u8865\u507f\u5f53\u524d AI \u4e0d\u64c5\u957f\u7684\u4e8b\u3002<\/p>\n<p>AI \u4e0d\u64c5\u957f\u957f\u671f\u8bb0\u5fc6\uff0cHarness \u5c31\u7528\u8fdb\u5ea6\u6587\u4ef6\u3001git \u5386\u53f2\u3001\u7ed3\u6784\u5316\u6765\u8865\u3002<\/p>\n<p>AI \u8bc4\u4ef7\u81ea\u5df1\u592a\u5bbd\u677e\uff0c\u7528\u72ec\u7acb\u7684\u8bc4\u4f30 Agent\uff0c\u5e26\u7740\u5177\u4f53\u6807\u51c6\u548c\u771f\u5b9e\u73af\u5883\u6d4b\u8bd5\u3002<\/p>\n<p>AI \u5728\u590d\u6742\u4efb\u52a1\u91cc\u5bb9\u6613\u504f\u822a\uff0c\u7528\u4efb\u52a1\u5206\u89e3\u3001\u7ed3\u6784\u5316\u3001\u5408\u7ea6\u7ea6\u5b9a\u6765\u7ea6\u675f\u8303\u56f4\u3002<\/p>\n<p>AI \u4e0d\u5177\u5907\u5bf9\u4ee3\u7801\u5e93\u67b6\u6784\u54c1\u5473\u7684\u76f4\u89c9\uff0c\u56e0\u6b64\u9700\u8981\u7528\u6587\u6863\u548c\u81ea\u52a8\u5316\u89c4\u8303\u68c0\u67e5\uff0c\u5c06\u4eba\u7c7b\u7684\u5224\u65ad\u8f6c\u5316\u4e3a\u7cfb\u7edf\u89c4\u5219\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132021085.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>Claude \u751f\u6210\u7684 Harness \u5728 AI \u9886\u57df\u7684\u4f4d\u7f6e\u4fe1\u606f\u56fe<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c\u968f\u7740\u6a21\u578b\u80fd\u529b\u589e\u5f3a\uff0charness \u7684\u6709\u4e9b\u90e8\u5206\u4f1a\u53d8\u5f97\u4e0d\u518d\u5fc5\u8981\uff0c\u4f46\u65b0\u7684\u90e8\u5206\u53c8\u4f1a\u51fa\u73b0\u3002<\/p>\n<p>Anthropic \u5728\u5347\u7ea7\u5230 Opus 4.6 \u4e4b\u540e\uff0c\u53d1\u73b0\u4e4b\u524d\u4e3a\u4e86\u5bf9\u6297\u300c\u4e0a\u4e0b\u6587\u7126\u8651\u300d\u8bbe\u8ba1\u7684\u300c\u4e0a\u4e0b\u6587\u91cd\u7f6e\u300d\u673a\u5236\u53ef\u4ee5\u76f4\u63a5\u53bb\u6389\u4e86\uff0c\u56e0\u4e3a\u65b0\u6a21\u578b\u5df2\u7ecf\u80fd\u81ea\u5df1\u5904\u7406\u4e86\u3002<\/p>\n<p>\u4f46\u540c\u65f6\uff0c\u4ed6\u4eec\u53d1\u73b0\u4e86\u65b0\u7684\u65b9\u5411\uff0c\u7528 harness \u6765\u8ba9 AI \u5728\u5e94\u7528\u91cc\u81ea\u52a8\u96c6\u6210 AI \u529f\u80fd\uff0c\u8fd9\u662f\u4e4b\u524d\u6a21\u578b\u505a\u4e0d\u5230\u7684\u4e8b\u3002<\/p>\n<p>\u5bf9 Harness \u6765\u8bf4\uff0c<strong>\u6a21\u578b\u8d8a\u5f3a\uff0cHarness \u4e0d\u662f\u53d8\u5f97\u66f4\u7b80\u5355\uff0c\u800c\u662f\u8981\u53bb\u505a\u66f4\u96be\u7684\u4e8b<\/strong>\u3002<\/p>\n<p>\u600e\u4e48\u7ffb\u8bd1 Harness<\/p>\n<p>\u5728\u90a3\u7bc7\u8be2\u95ee\u300c\u7ee7 token\u3001Agent \u4e4b\u540e\uff0c\u53c8\u6765\u4e86\u4e00\u4e2a\u96be\u4ee5\u7ffb\u8bd1\u7684\u8bcd\uff1aHarness\u300d\u63a8\u6587\u4e0b\uff0c\u9664\u4e86\u7ed9\u51fa\u90a3\u5f20\u70b8\u88c2\u7684\u300c\u6218\u672f\u80f8\u5e26 Harness\u300d\u622a\u56fe\u5916\uff0c\u8fd8\u6709\u5f88\u591a\u7f51\u53cb\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u7ffb\u8bd1\u3002<\/p>\n<p>\u6709\u4eba\u8bf4\u5e94\u8be5\u53eb\u300c\u7ebf\u675f\u300d\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u8bcd\u5728\u6c7d\u8f66\u884c\u4e1a\u5df2\u7ecf\u5f88\u591a\u5e74\u4e86\u3002\u8fd8\u6709\u300c\u9a7e\u9a6d\u5c42\u300d\u3001\u300c\u9a7e\u9a6d\u7cfb\u7edf\u300d\u3001\u300cAgent \u6846\u67b6\u300d\u3001\u300c\u63a7\u5236\u6846\u67b6\u300d\u3001\u300c\u7ba1\u63a7\u5c42\u300d\u3001\u300c\u951a\u5b9a\u5c42\u300d\u3001\u300c= Scaffold \u811a\u624b\u67b6\u300d\u2026\u2026<\/p>\n<p>\u66f4\u6709\u610f\u601d\u7684\u56de\u590d\u662f\u300c\u5b89\u5168\u5957\u300d\u3001\u300c\u5957\u9a6c\u6746\u300d\u3001\u4ee5\u53ca\u7ea6\u675f\u725b\u9a6c\u8be5\u505a\u4ec0\u4e48\u4e0d\u8be5\u505a\u4ec0\u4e48\u7684\u300c\u69fd\u5177\u300d\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132021142.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5fae\u535a\u4e0a\u5173\u4e8e Harness \u600e\u4e48\u7ffb\u8bd1\u7684\u8ba8\u8bba\u4e5f\u5f88\u591a\uff0cToken \u53ef\u4ee5\u7ffb\u8bd1\u6210\u667a\u5143\u7684\u8bdd\uff0c\u90a3 Harness \u5c31\u53eb\u667a\u9a6d\u5427\u2026\u2026\u4e5f\u6709\u4eba\u89c9\u5f97\u548c MCP \u73b0\u5728\u65e0\u4eba\u95ee\u6d25\u7684\u72b6\u6001\u4e00\u6837\uff0cHarness \u8fd9\u4e2a\u6982\u5ff5\u53ea\u662f\u73b0\u5728\u70ed\uff0c\u8fc7\u4e00\u6bb5\u65f6\u95f4\u53c8\u4f1a\u6709\u65b0\u7684\u8bcd\u88ab\u9020\u51fa\u6765\u3001\u88ab\u6d41\u884c\u3002<\/p>\n<p>\u6211\u4eec\u95ee\u4e86\u95ee Claude\uff0c\u5b83\u7ed9\u4e86\u597d\u51e0\u4e2a\u7b54\u6848\u3002<\/p>\n<p>\u300c\u6846\u67b6\u300d\uff0c\u5b83\u8ba4\u4e3a\u5f88\u591a\u4e1c\u897f\u90fd\u53eb\u6846\u67b6\uff0cframework \u53ef\u4ee5\uff0carchitecture \u4e5f\u53ef\u4ee5\uff1b\u300c\u6267\u884c\u6846\u67b6\u300d\uff0c\u5f3a\u8c03\u4e86\u8fd0\u884c\u5c42\u9762\uff0c\u4f46\u4e2d\u6027\uff0c\u6ca1\u6709\u300c\u7ea6\u675f\u300d\u7684\u611f\u89c9\u3002<\/p>\n<p>\u300c\u9a7e\u9a6d\u5c42\u300d\u4e2d\u6587\u8bed\u5883\u4e0b\u4e0d\u592a\u7528\u8fd9\u79cd\u8bf4\u6cd5\uff1b\u300c\u7ba1\u63a7\u5c42\u300d\u5f3a\u8c03\u4e86\u300c\u7ea6\u675f\u300d\uff0c\u4f46\u662f\u6ca1\u6709\u300c\u6267\u884c\u300d\uff1b\u300c\u5957\u5177\u300d\u5728 AI \u9886\u57df\u5b8c\u5168\u662f\u964c\u751f\u7684\u6982\u5ff5\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20260331132021556.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6240\u4ee5\u6700\u540e\u5b83\u8bf4\u6bd4\u8f83\u5b9e\u7528\u7684\u65b9\u6848\u662f\uff0c<strong>\u4e0d\u7ffb\u8bd1\uff0c\u5c31\u7528 Harness<\/strong>\u3002<\/p>\n<p>\u4e00\u4e2a\u6982\u5ff5\u5982\u679c\u80fd\u88ab\u4e00\u4e2a\u8bcd\u5b8c\u6574\u6982\u62ec\uff0c\u7ffb\u8bd1\u672c\u6765\u987a\u7406\u6210\u7ae0\u7684\u4e8b\u3002Harness \u4e4b\u6240\u4ee5\u53c8\u662f\u4e00\u4e2a\u4e0d\u5bb9\u6613\u786e\u5b9a\u7684\u8bcd\uff0c\u662f\u56e0\u4e3a\u5b83\u5728 LLM \u8fd9\u5957\u6d41\u7a0b\u91cc\uff0c\u540c\u65f6\u5305\u542b\u4e86\u300c\u7ea6\u675f\u300d\u3001\u300c\u6267\u884c\u300d\u3001\u300c\u73af\u5883\u300d\u3001\u300c\u7cfb\u7edf\u300d\u7b49\u51e0\u5c42\u610f\u601d\uff0c\u62c6\u5f00\u6765\u54ea\u4e2a\u90fd\u53ea\u8bf4\u5bf9\u4e86\u4e00\u534a\u3002<\/p>\n<p>\u548c Token \u6700\u7ec8\u88ab\u8ba4\u8bc1\u4e3a\u300c\u8bcd\u5143\u300d\uff0cHarness \u5927\u6982\u7387\u4e5f\u4f1a\u6709\u81ea\u5df1\u7684\u5b98\u65b9\u4e2d\u6587\u3002\u5728\u90a3\u5929\u4e4b\u524d\uff0c\u4f60\u5728\u6280\u672f\u6587\u7ae0\u91cc\u770b\u5230\u8fd9\u4e2a\u8bcd\uff0c\u77e5\u9053\u5b83\u5728\u8bf4\u4ec0\u4e48\u5c31\u591f\u4e86\u3002<\/p>\n<p>\u7136\u540e\u5728\u67d0\u4e2a\u804a\u5230 AI \u7684\u996d\u5c40\u4e0a\uff0c\u8bb0\u5f97\u8bf4\u4e00\u53e5\uff0c\u300c\u5728\u672a\u6765\uff0c\u4f1a\u5199\u63d0\u793a\u8bcd\u548c Skills \u90fd\u4e0d\u662f\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u771f\u6b63\u7684\u9876\u7ea7\u4eba\u624d\uff0c\u662f\u90a3\u4e9b\u61c2\u5f97\u5982\u4f55\u8bbe\u8ba1 Harness \u7684\u4eba\u3002\u300d<\/p>\n<hr \/>\n<p>\u5173\u4e8e Harness \u7684\u8be6\u7ec6\u5185\u5bb9\uff0c\u8fd8\u53ef\u4ee5\u9605\u8bfb\u4e0b\u9762\u8fd9\u4e9b\u6587\u7ae0\uff1a<\/p>\n<p>1\u3001Anthropic, Harness design for long-running application development, \u9002\u7528\u4e8e\u957f\u65f6\u95f4\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u7684 Harness \u8bbe\u8ba1, 2026-03-24, <a href=\"https:\/\/www.anthropic.com\/engineering\/harness-design-long-running-apps\">https:\/\/www.anthropic.com\/engineering\/harness-design-long-running-apps<\/a><\/p>\n<p>2\u3001OpenAI, Harness engineering: leveraging Codex in an agent-first world, Harness \u5de5\u7a0b\uff1a\u5728\u667a\u80fd\u4f53\u4f18\u5148\u7684\u4e16\u754c\u4e2d\u5229\u7528 Codex, 2026-02-11, <a href=\"https:\/\/openai.com\/index\/harness-engineering\/\">https:\/\/openai.com\/index\/harness-engineering\/<\/a><\/p>\n<p>3\u3001Mitchell Hashimoto, My AI Adoption Journey, \u6211\u7684 AI \u5e94\u7528\u4e4b\u65c5, 2026-02-05, <a href=\"https:\/\/mitchellh.com\/writing\/my-ai-adoption-journey\">https:\/\/mitchellh.com\/writing\/my-ai-adoption-journey<\/a><\/p>\n<p>4\u3001OpenAI, Unlocking the Codex harness: how we built the App Server, \u89e3\u9501 Codex \u7684 Harness\uff1a\u6211\u4eec\u5982\u4f55\u6784\u5efa App Server, 2026-02-04, <a href=\"https:\/\/openai.com\/index\/unlocking-the-codex-harness\/\">https:\/\/openai.com\/index\/unlocking-the-codex-harness\/<\/a><\/p>\n<p>5\u3001Anthropic, Effective harnesses for long-running agents, \u9002\u7528\u4e8e\u957f\u671f\u8fd0\u884c Agents \u7684\u6709\u6548 Harness, 2025-11-26, <a href=\"https:\/\/www.anthropic.com\/engineering\/effective-harnesses-for-long-running-agents\">https:\/\/www.anthropic.com\/engineering\/effective-harnesses-for-long-running-agents<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u5e74\u5934\u60f3\u8981\u5728 AI \u5708\u5b50\u91cc\u5f53\u4e2a\u300c\u5168\u9762\u53d1\u5c55\u7684\u4e13\u4e1a\u4eba\u58eb\u300d\uff0c\u6bcf\u5929\u8981\u5b66\u4e60\u7684\u6982\u5ff5\u662f\u771f\u7684\u591a\u3002\u4ece\u6700\u65e9\u4e00\u4e2a ChatGPT \u80fd\u6307\u4ee3\u4e00\u5207 AI\uff0c\u6211\u80fd\u77e5\u9053    \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[286],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9523"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9523"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9523\/revisions"}],"predecessor-version":[{"id":9524,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9523\/revisions\/9524"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9523"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}