{"id":109349,"date":"2026-09-23T23:49:40","date_gmt":"2026-09-23T15:49:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109349.html"},"modified":"2026-09-23T23:49:40","modified_gmt":"2026-09-23T15:49:40","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e9%98%85%e8%af%bb%e3%80%91agent-%e8%ae%b0%e5%bf%86%e6%9c%ba%e5%88%b6%ef%bc%8879%ef%bc%89%ef%bc%9amuse-%e8%ae%a9-agent-%e4%bb%8e%e6%89%a7%e8%a1%8c%e6%97%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109349.html","title":{"rendered":"\u3010\u8bba\u6587\u9605\u8bfb\u3011Agent \u8bb0\u5fc6\u673a\u5236\uff0879\uff09\uff1aMUSE\u2014\u2014\u8ba9 Agent \u4ece\u6267\u884c\u65e5\u5fd7\u4e2d\u6301\u7eed\u84b8\u998f\u53ef\u8fc1\u79fb\u7684\u7ecf\u9a8c\u8bb0\u5fc6"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/li>\n<li>\u4e00\u3001\u80cc\u666f\u4e0e\u95ee\u9898&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u505a\u8fc7\u201d\u4e0d\u7b49\u4e8e\u201c\u5b66\u4f1a\u201d<\/li>\n<li>\n<ul>\n<li>1. \u771f\u5b9e\u751f\u4ea7\u529b\u4efb\u52a1\u6bd4\u77ed\u7a0b\u7f51\u9875\u4efb\u52a1\u96be\u5728\u54ea\u91cc<\/li>\n<li>2. \u9759\u6001 Agent \u7684\u201c\u5931\u5fc6\u5f0f\u6267\u884c\u201d<\/li>\n<li>3. MUSE \u8981\u89e3\u51b3\u7684\u4e09\u4e2a\u65ad\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c&#xff1a;MUSE \u4e0e\u65e2\u6709\u8def\u7ebf\u7684\u5dee\u522b<\/li>\n<li>\n<ul>\n<li>1. Self-evolving Agent<\/li>\n<li>2. Agent Memory \u4e0e\u6d41\u7a0b\u7ecf\u9a8c<\/li>\n<li>3. Reflection \u4e0d\u662f\u6700\u7ec8\u7b54\u6848\u81ea\u8bc4<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u65b9\u6cd5\u603b\u89c8&#xff1a;Plan\u2014Execute\u2014Reflect\u2014Memorize<\/li>\n<li>\u56db\u3001\u5c42\u6b21\u5316 Memory Module<\/li>\n<li>\n<ul>\n<li>1. Strategic Memory&#xff1a;\u89e3\u51b3\u201c\u9047\u5230\u56f0\u5883\u65f6\u9075\u5faa\u4ec0\u4e48\u539f\u5219\u201d<\/li>\n<li>2. Procedural Memory&#xff1a;\u89e3\u51b3\u201c\u8fd9\u4e2a\u4efb\u52a1\u5177\u4f53\u600e\u4e48\u505a\u201d<\/li>\n<li>3. Tool Memory&#xff1a;\u89e3\u51b3\u201c\u67d0\u4e2a\u5de5\u5177\u7528\u5b8c\u4ee5\u540e\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d<\/li>\n<li>4. \u4e09\u5c42\u8bb0\u5fc6\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u5408\u5e76\u6210\u4e00\u4e2a\u5411\u91cf\u5e93<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001Planning-Execution Agent<\/li>\n<li>\n<ul>\n<li>1. \u5b50\u4efb\u52a1\u961f\u5217\u4e0e\u52a8\u6001\u91cd\u89c4\u5212<\/li>\n<li>2. \u8bb0\u5fc6\u589e\u5f3a\u7684 ReAct \u6267\u884c<\/li>\n<li>3. \u5931\u8d25\u540e\u7684\u7b2c\u4e8c\u6b21\u63a2\u7d22<\/li>\n<li>4. Minimal Usable Toolset<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001Reflect Agent&#xff1a;\u628a\u201c\u81ea\u6211\u611f\u89c9\u5b8c\u6210\u201d\u53d8\u6210\u8bc1\u636e\u9a8c\u6536<\/li>\n<li>\n<ul>\n<li>1. \u72ec\u7acb\u76d1\u7763\u8005<\/li>\n<li>2. \u4e24\u79cd\u6838\u9a8c\u65b9\u5f0f<\/li>\n<li>3. \u4efb\u52a1\u7ed3\u675f\u540e\u7684\u5168\u5c40\u5347\u7ea7<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u4e00\u4e2a\u5b8c\u6574\u4f8b\u5b50&#xff1a;\u4ece\u8be2\u95ee\u53cd\u9988\u5230\u4ea4\u4ed8\u7ed3\u8bba<\/li>\n<li>\u516b\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/li>\n<li>\n<ul>\n<li>1. TAC \u57fa\u51c6<\/li>\n<li>2. \u6a21\u578b\u4e0e\u8fd0\u884c\u8bbe\u7f6e<\/li>\n<li>3. \u6307\u6807<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<li>\n<ul>\n<li>1. \u6301\u7eed\u5b66\u4e60&#xff1a;\u4e09\u8f6e\u6267\u884c\u662f\u5426\u771f\u7684\u8d8a\u505a\u8d8a\u597d<\/li>\n<li>2. \u56f0\u96be\u4efb\u52a1\u4e0a\u7684\u96f6\u6837\u672c\u8fc1\u79fb<\/li>\n<li>3. TAC \u5168\u91cf\u7ed3\u679c<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u3001\u6d88\u878d\u3001\u6a21\u578b\u8fc1\u79fb\u4e0e\u6548\u7387<\/li>\n<li>\n<ul>\n<li>1. PE\u3001Reflect \u4e0e Memory \u5404\u81ea\u8d21\u732e\u591a\u5c11<\/li>\n<li>2. \u8bb0\u5fc6\u80fd\u5426\u8de8\u6a21\u578b\u8fc1\u79fb<\/li>\n<li>3. \u4e0a\u4e0b\u6587\u538b\u7f29\u7684\u6548\u7387\u4f5c\u7528<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e00\u3001\u5931\u8d25\u6848\u4f8b\u4e0e\u53cd\u4f8b<\/li>\n<li>\n<ul>\n<li>1. PDF \u5185\u5d4c\u56fe\u7247\u4e0d\u53ef\u89c1<\/li>\n<li>2. Excel \u6570\u5b57\u683c\u5f0f\u89e3\u6790\u5931\u8d25<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e8c\u3001\u4e0e Agent Memory \u7cfb\u5217\u65b9\u6cd5\u7684\u6a2a\u5411\u6bd4\u8f83<\/li>\n<li>\u5341\u4e09\u3001\u5bf9 Coding Agent\u3001Tool Agent \u4e0e Multi-Agent \u7684\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. Coding Agent&#xff1a;\u628a\u6d4b\u8bd5\u7ed3\u679c\u53d8\u6210\u5206\u5c42\u7ecf\u9a8c<\/li>\n<li>2. Tool Agent&#xff1a;\u7ed9\u5de5\u5177\u8c03\u7528\u589e\u52a0\u540e\u7f6e\u6761\u4ef6<\/li>\n<li>3. Multi-Agent&#xff1a;\u628a Reflect Agent \u53d8\u6210\u72ec\u7acb\u8d23\u4efb\u4e3b\u4f53<\/li>\n<li>4. \u8bb0\u5fc6\u7cfb\u7edf\u5e94\u540c\u65f6\u6709\u201c\u5229\u7528\u901a\u9053\u201d\u548c\u201c\u53cd\u8bc1\u901a\u9053\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u56db\u3001\u5c40\u9650\u6027<\/li>\n<li>\n<ul>\n<li>1. \u201c\u81ea\u6211\u8fdb\u5316\u201d\u4ecd\u662f\u5916\u90e8\u81ea\u7136\u8bed\u8a00\u8bb0\u5fc6\u7684\u8fdb\u5316<\/li>\n<li>2. \u957f\u671f\u8bb0\u5fc6\u6cbb\u7406\u8bc1\u636e\u4e0d\u8db3<\/li>\n<li>3. \u53cd\u601d\u672c\u8eab\u6ca1\u6709\u5916\u90e8\u771f\u503c\u4fdd\u8bc1<\/li>\n<li>4. \u9ad8\u5c42\u89c4\u5212\u4e0e\u591a\u8df3\u641c\u7d22\u4ecd\u7136\u8584\u5f31<\/li>\n<li>5. \u6210\u672c\u4e0e\u5ef6\u8fdf\u663e\u8457\u589e\u52a0<\/li>\n<li>6. \u57fa\u51c6\u4e0e\u771f\u5b9e\u90e8\u7f72\u4ecd\u6709\u5dee\u8ddd<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e94\u3001\u6211\u7684\u7406\u89e3\u4e0e\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. MUSE \u771f\u6b63\u628a Memory \u4ece\u201c\u5185\u5bb9\u7cfb\u7edf\u201d\u63a8\u8fdb\u5230\u201c\u63a7\u5236\u7cfb\u7edf\u201d<\/li>\n<li>2. Reflect Agent \u662f\u8bb0\u5fc6\u8d28\u91cf\u7684\u5199\u5165\u95e8<\/li>\n<li>3. \u5b50\u4efb\u52a1\u662f\u8fde\u63a5\u89c4\u5212\u3001\u9a8c\u8bc1\u548c\u8bb0\u5fc6\u7684\u6700\u5c0f\u516c\u5171\u5355\u5143<\/li>\n<li>4. \u6210\u529f\u7ecf\u9a8c\u4e0e\u5931\u8d25\u7ecf\u9a8c\u4e0d\u5e94\u8be5\u88ab\u540c\u6837\u5904\u7406<\/li>\n<li>5. \u7ecf\u9a8c\u8fc1\u79fb\u7684\u6838\u5fc3\u53ef\u80fd\u4e0d\u662f\u4efb\u52a1\u76f8\u4f3c&#xff0c;\u800c\u662f\u64cd\u4f5c\u539f\u8bed\u76f8\u4f3c<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u516d\u3001\u603b\u7ed3<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<hr \/>\n<h2>\u524d\u8a00<\/h2>\n<p>\u5728\u524d\u9762\u7684 Agent Memory \u7cfb\u5217\u91cc&#xff0c;\u6211\u4eec\u8ba8\u8bba\u8fc7\u5f88\u591a\u201c\u600e\u6837\u628a\u4fe1\u606f\u8bb0\u4f4f\u201d\u7684\u65b9\u6848&#xff1a;\u6709\u7684\u65b9\u6cd5\u91cd\u7ec4\u8bb0\u5fc6\u7ed3\u6784&#xff0c;\u6709\u7684\u65b9\u6cd5\u6539\u8fdb\u68c0\u7d22&#xff0c;\u6709\u7684\u65b9\u6cd5\u8ba9\u8bb0\u5fc6\u5728\u4f7f\u7528\u4e2d\u6f14\u5316\u3002\u4f46\u5230\u4e86\u771f\u5b9e\u7684\u529e\u516c Agent&#xff0c;\u95ee\u9898\u53c8\u5411\u524d\u63a8\u8fdb\u4e86\u4e00\u6b65&#xff1a;Agent \u7f3a\u7684\u5f80\u5f80\u4e0d\u53ea\u662f\u4e00\u6761\u5173\u4e8e\u7528\u6237\u6216\u4e16\u754c\u7684\u4e8b\u5b9e&#xff0c;\u800c\u662f\u5b8c\u6210\u4e00\u4ef6\u5de5\u4f5c\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u8ba9 Agent \u53bb\u804a\u5929\u8f6f\u4ef6\u8be2\u95ee\u4e09\u4f4d\u540c\u4e8b\u3001\u6c47\u603b\u53cd\u9988\u3001\u518d\u628a\u7ed3\u8bba\u53d1\u7ed9\u53e6\u4e00\u4f4d\u5458\u5de5\u3002\u5b83\u5fc5\u987b\u8de8\u591a\u4e2a\u9875\u9762\u6267\u884c\u51e0\u5341\u6b65\u64cd\u4f5c&#xff0c;\u5e76\u6301\u7eed\u786e\u8ba4&#xff1a;\u6d88\u606f\u662f\u5426\u771f\u7684\u53d1\u51fa\u3001\u6570\u636e\u662f\u5426\u5b8c\u6574\u3001\u6587\u4ef6\u662f\u5426\u4fdd\u5b58\u5230\u4e86\u6b63\u786e\u4f4d\u7f6e\u3002\u5373\u4f7f\u5b83\u4eca\u5929\u5076\u7136\u505a\u6210\u529f&#xff0c;\u660e\u5929\u518d\u9047\u5230\u76f8\u4f3c\u4efb\u52a1&#xff0c;\u51bb\u7ed3\u7684\u6a21\u578b\u4ecd\u53ef\u80fd\u91cd\u65b0\u8e29\u4e00\u904d\u76f8\u540c\u7684\u5751\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u8ba8\u8bba\u7684\u6b63\u662f\u8fd9\u79cd\u201c\u4f1a\u505a\u4e00\u6b21&#xff0c;\u5374\u4e0d\u4f1a\u8d8a\u505a\u8d8a\u719f\u201d\u7684\u95ee\u9898\u3002<\/p>\n<p>MUSE \u7684\u552f\u4e00\u6838\u5fc3\u589e\u91cf\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;<\/p>\n<p>MUSE \u628a\u957f\u6d41\u7a0b\u4efb\u52a1\u4e2d\u7684\u201c\u5b50\u4efb\u52a1\u6267\u884c\u2014\u72ec\u7acb\u9a8c\u6536\u2014\u5931\u8d25\u91cd\u8bd5\u2014\u7ecf\u9a8c\u6c89\u6dc0\u201d\u505a\u6210\u6d4b\u8bd5\u65f6\u95ed\u73af&#xff0c;\u5e76\u628a\u8f68\u8ff9\u5206\u522b\u63d0\u70bc\u4e3a\u6218\u7565\u3001\u6d41\u7a0b\u548c\u5de5\u5177\u4e09\u79cd\u53ef\u590d\u7528\u8bb0\u5fc6&#xff0c;\u4f7f\u51bb\u7ed3\u7684 Agent \u80fd\u5728\u771f\u5b9e\u8de8\u5e94\u7528\u73af\u5883\u4e2d\u901a\u8fc7\u5de5\u4f5c\u7ecf\u9a8c\u6301\u7eed\u8fdb\u5316\u3002<\/p>\n<p>\u8fd9\u91cc\u6700\u91cd\u8981\u7684\u4e0d\u662f\u4e09\u79cd\u8bb0\u5fc6\u7684\u547d\u540d&#xff0c;\u800c\u662f\u8bb0\u5fc6\u7684\u751f\u4ea7\u65f6\u673a\u4e0e\u76d1\u7763\u6765\u6e90&#xff1a;\u7cfb\u7edf\u4e0d\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u7684\u6210\u529f\u8f68\u8ff9&#xff0c;\u800c\u662f\u5728\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7ed3\u675f\u540e&#xff0c;\u7531\u72ec\u7acb Reflect Agent \u4f9d\u636e\u73af\u5883\u8bc1\u636e\u9a8c\u6536\u7ed3\u679c&#xff1b;\u6210\u529f\u5219\u7acb\u5373\u5f62\u6210 SOP&#xff0c;\u5931\u8d25\u5219\u751f\u6210\u8bca\u65ad\u5e76\u89e6\u53d1\u91cd\u8bd5\u6216\u91cd\u89c4\u5212\u3002\u4e8e\u662f&#xff0c;\u8bb0\u5fc6\u4e0d\u518d\u53ea\u662f\u5bf9\u8bdd\u7ed3\u675f\u540e\u7684\u9644\u5c5e\u6458\u8981&#xff0c;\u800c\u6210\u4e3a\u4e0b\u4e00\u8f6e\u884c\u52a8\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154933-6ab3f50de104f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 1&#xff1a;MUSE \u7684\u6d4b\u8bd5\u65f6\u5b66\u4e60\u4e0e\u6f14\u5316\u3002 Agent \u5728\u8de8\u5e94\u7528\u957f\u6d41\u7a0b\u4efb\u52a1\u4e2d\u4e0d\u65ad\u4ea4\u4e92&#xff0c;\u628a\u7ecf\u9a8c\u5199\u56de\u8bb0\u5fc6&#xff0c;\u5e76\u5728\u540e\u7eed\u4efb\u52a1\u4e2d\u590d\u7528\u3002<\/p>\n<p>\u8fd9\u4e5f\u51b3\u5b9a\u4e86\u672c\u6587\u5728 Agent Memory \u6f14\u8fdb\u4e2d\u7684\u4f4d\u7f6e&#xff1a;\u5b83\u5173\u5fc3\u7684\u4e0d\u662f\u201c\u8bb0\u5fc6\u5e93\u91cc\u80fd\u5426\u627e\u5230\u4e00\u6bb5\u76f8\u5173\u6587\u672c\u201d&#xff0c;\u800c\u662f\u201cAgent \u80fd\u5426\u628a\u64cd\u4f5c\u6210\u8d25\u8f6c\u5316\u4e3a\u4e0b\u4e00\u6b21\u66f4\u53ef\u9760\u7684\u884c\u4e3a\u89c4\u5219\u201d\u3002<\/p>\n<h2>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/h2>\n<ul>\n<li>\u8bba\u6587\u540d\u79f0&#xff1a; Towards Self-Evolving Agents: Enabling Autonomy through Interactive Experience Refinement<\/li>\n<li>\u53d1\u8868\u5e73\u53f0&#xff1a; Findings of the Association for Computational Linguistics: ACL 2026<\/li>\n<li>\u4ee3\u7801\u4ed3\u5e93&#xff1a; KnowledgeXLab\/MUSE<\/li>\n<li>\u4f5c\u8005&#xff1a; Cheng Yang, Xuemeng Yang, Licheng Wen, Daocheng Fu, Jianbiao Mei, Rong Wu, Pinlong Cai, Yufan Shen, Nianchen Deng, Jia Xu, Botian Shi, Yu Qiao, Haifeng Li<\/li>\n<\/ul>\n<h2>\u4e00\u3001\u80cc\u666f\u4e0e\u95ee\u9898&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u505a\u8fc7\u201d\u4e0d\u7b49\u4e8e\u201c\u5b66\u4f1a\u201d<\/h2>\n<h3>1. \u771f\u5b9e\u751f\u4ea7\u529b\u4efb\u52a1\u6bd4\u77ed\u7a0b\u7f51\u9875\u4efb\u52a1\u96be\u5728\u54ea\u91cc<\/h3>\n<p>\u8bba\u6587\u628a\u76ee\u6807\u573a\u666f\u79f0\u4e3a Productivity Tasks\u3002\u5b83\u548c\u666e\u901a\u95ee\u7b54\u6216\u5355\u9875\u9762\u7f51\u9875\u64cd\u4f5c\u81f3\u5c11\u6709\u4e09\u70b9\u5dee\u5f02\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u8f68\u8ff9\u957f\u3002TAC \u4e2d\u4e00\u4e2a\u4efb\u52a1\u5e73\u5747\u9700\u8981\u7ea6 40 \u4e2a\u52a8\u4f5c&#xff0c;\u590d\u6742\u4efb\u52a1\u53ef\u80fd\u8d85\u8fc7\u767e\u6b65\u3002\u65e9\u671f\u7684\u5c0f\u9519\u8bef\u4f1a\u6cbf\u540e\u7eed\u6b65\u9aa4\u6301\u7eed\u653e\u5927\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u8de8\u5e94\u7528\u3002Agent \u9700\u8981\u5728 RocketChat\u3001GitLab\u3001OwnCloud\u3001\u7535\u5b50\u8868\u683c\u3001\u6d4f\u89c8\u5668\u4e0e\u4ee3\u7801\u6267\u884c\u73af\u5883\u4e4b\u95f4\u642c\u8fd0\u4fe1\u606f\u3002\u5c40\u90e8\u64cd\u4f5c\u6b63\u786e&#xff0c;\u5e76\u4e0d\u610f\u5473\u7740\u5168\u5c40\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u6210\u529f\u4fe1\u53f7\u7a00\u758f\u3002\u771f\u5b9e\u8f6f\u4ef6\u4e0d\u4f1a\u5728\u6bcf\u4e00\u6b65\u63d0\u4f9b\u6807\u51c6\u7b54\u6848\u3002\u6309\u94ae\u88ab\u70b9\u51fb\u4e0d\u7b49\u4e8e\u72b6\u6001\u5df2\u7ecf\u66f4\u65b0&#xff1b;\u6a21\u578b\u8bf4\u201c\u4efb\u52a1\u5b8c\u6210\u201d\u4e5f\u4e0d\u7b49\u4e8e\u6587\u4ef6\u3001\u6d88\u606f\u6216\u8bb0\u5f55\u786e\u5b9e\u5b58\u5728\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5355\u7eaf\u6269\u5927\u4e0a\u4e0b\u6587\u53ea\u80fd\u8ba9\u6a21\u578b\u770b\u5230\u66f4\u591a\u5386\u53f2&#xff0c;\u5374\u4e0d\u80fd\u81ea\u52a8\u56de\u7b54\u4e09\u4e2a\u5173\u952e\u95ee\u9898&#xff1a;\u54ea\u4e9b\u6b65\u9aa4\u771f\u7684\u6709\u6548&#xff1f;\u5931\u8d25\u53d1\u751f\u5728\u54ea\u91cc&#xff1f;\u4e0b\u4e00\u6b21\u5e94\u8be5\u4fdd\u7559\u4ec0\u4e48&#xff1f;<\/p>\n<h3>2. \u9759\u6001 Agent \u7684\u201c\u5931\u5fc6\u5f0f\u6267\u884c\u201d<\/h3>\n<p>\u51bb\u7ed3 LLM \u5728\u6d4b\u8bd5\u65f6\u53c2\u6570\u4e0d\u53d8\u3002\u4e00\u6b21\u4efb\u52a1\u4e2d\u7684\u6210\u529f\u7ecf\u9a8c\u901a\u5e38\u968f\u7740\u4e0a\u4e0b\u6587\u7ed3\u675f\u800c\u6d88\u5931&#xff0c;\u4e0b\u4e00\u6b21\u6267\u884c\u4ecd\u4ece\u8fd1\u4f3c\u7a7a\u767d\u72b6\u6001\u5f00\u59cb\u3002\u4f5c\u8005\u628a\u8fd9\u79cd\u6a21\u5f0f\u63cf\u8ff0\u4e3a amnesiac process&#xff1a;\u6bcf\u6b21\u4efb\u52a1\u90fd\u50cf\u7b2c\u4e00\u6b21\u505a\u3002<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u628a\u7ecf\u9a8c\u5199\u8fdb\u53c2\u6570&#xff0c;\u4f46\u9700\u8981\u8bad\u7ec3\u8d44\u6e90\u3001\u7a33\u5b9a\u5956\u52b1\u548c\u53ef\u66f4\u65b0\u6a21\u578b&#xff1b;\u5bf9\u4e8e\u95ed\u6e90\u6a21\u578b\u6216\u5df2\u7ecf\u90e8\u7f72\u7684\u7cfb\u7edf&#xff0c;\u8fd9\u6761\u8def\u5f80\u5f80\u4e0d\u53ef\u7528\u3002\u5916\u90e8\u8bb0\u5fc6\u56e0\u6b64\u6210\u4e3a\u66f4\u73b0\u5b9e\u7684\u6d4b\u8bd5\u65f6\u5b66\u4e60\u8f7d\u4f53\u3002<\/p>\n<p>\u4f46\u201c\u628a\u65e5\u5fd7\u5b58\u8d77\u6765\u201d\u4ecd\u4e0d\u591f\u3002\u539f\u59cb\u8f68\u8ff9\u957f\u3001\u566a\u58f0\u5927&#xff0c;\u800c\u4e14\u6df7\u6742\u4e86\u8bd5\u9519\u3001\u65e0\u6548\u9875\u9762\u72b6\u6001\u4e0e\u5076\u7136\u6210\u529f\u3002\u771f\u6b63\u9700\u8981\u4fdd\u5b58\u7684\u662f\u8de8\u7c92\u5ea6\u7684\u53ef\u590d\u7528\u77e5\u8bc6&#xff1a;<\/p>\n<ul>\n<li>\u5168\u5c40\u4e0a&#xff0c;\u9047\u5230\u67d0\u7c7b\u56f0\u5883\u5e94\u9075\u5faa\u4ec0\u4e48\u539f\u5219&#xff1b;<\/li>\n<li>\u6d41\u7a0b\u4e0a&#xff0c;\u5b8c\u6210\u67d0\u4e2a\u5e94\u7528\u64cd\u4f5c\u5e94\u6309\u4ec0\u4e48 SOP&#xff1b;<\/li>\n<li>\u5355\u6b65\u4e0a&#xff0c;\u67d0\u4e2a\u5de5\u5177\u8c03\u7528\u540e\u5e94\u7acb\u5373\u68c0\u67e5\u4ec0\u4e48\u3002<\/li>\n<\/ul>\n<h3>3. MUSE \u8981\u89e3\u51b3\u7684\u4e09\u4e2a\u65ad\u70b9<\/h3>\n<p>MUSE \u9488\u5bf9\u7684\u662f\u7ecf\u9a8c\u751f\u547d\u5468\u671f\u4e2d\u7684\u4e09\u4e2a\u65ad\u70b9&#xff1a;<\/p>\n<li>\u7ed3\u679c\u4e0d\u53ef\u9a8c\u8bc1&#xff1a; \u6267\u884c Agent \u5bb9\u6613\u628a\u81ea\u5df1\u7684\u8ba1\u5212\u5f53\u6210\u5df2\u7ecf\u53d1\u751f\u7684\u4e8b\u5b9e&#xff1b;<\/li>\n<li>\u8f68\u8ff9\u4e0d\u53ef\u590d\u7528&#xff1a; \u6210\u529f\u65e5\u5fd7\u6ca1\u6709\u88ab\u63d0\u70bc\u6210\u7ed3\u6784\u5316\u77e5\u8bc6&#xff1b;<\/li>\n<li>\u8bb0\u5fc6\u4e0d\u53ef\u843d\u5730&#xff1a; \u5373\u4f7f\u5b58\u4e86\u7ecf\u9a8c&#xff0c;\u4e5f\u53ef\u80fd\u56e0\u4e0a\u4e0b\u6587\u81a8\u80c0\u6216\u68c0\u7d22\u6210\u672c\u800c\u65e0\u6cd5\u53ca\u65f6\u4ecb\u5165\u884c\u52a8\u3002<\/li>\n<p>\u8bba\u6587\u7684\u6574\u4f53\u8bbe\u8ba1&#xff0c;\u5206\u522b\u7528\u72ec\u7acb\u53cd\u601d\u3001\u5206\u5c42\u84b8\u998f\u548c\u6309\u5c42\u52a0\u8f7d\u6765\u8fde\u63a5\u8fd9\u4e09\u4e2a\u65ad\u70b9\u3002<\/p>\n<h2>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c&#xff1a;MUSE \u4e0e\u65e2\u6709\u8def\u7ebf\u7684\u5dee\u522b<\/h2>\n<h3>1. Self-evolving Agent<\/h3>\n<p>\u4e00\u7c7b\u5de5\u4f5c\u901a\u8fc7\u4f18\u5316 prompt\u3001\u8bfe\u7a0b\u5b66\u4e60\u3001\u6280\u80fd\u5e93\u6216\u5de5\u5177\u96c6&#xff0c;\u8ba9 Agent \u5728\u7ecf\u9a8c\u4e2d\u83b7\u5f97\u65b0\u80fd\u529b\u3002Voyager \u8bc1\u660e\u4e86\u6280\u80fd\u79ef\u7d2f\u7684\u6f5c\u529b&#xff0c;\u4f46 Minecraft \u6709\u660e\u786e\u72b6\u6001\u53d8\u5316\u3001\u6280\u672f\u6811\u548c\u76f8\u5bf9\u6e05\u6670\u7684\u53cd\u9988&#xff1b;\u771f\u5b9e\u529e\u516c\u8f6f\u4ef6\u5219\u66f4\u5608\u6742&#xff0c;\u5f88\u591a\u7ed3\u679c\u53ea\u80fd\u901a\u8fc7\u9875\u9762\u3001\u6587\u4ef6\u6216 DOM \u4e3b\u52a8\u6838\u9a8c\u3002<\/p>\n<p>MUSE \u56e0\u6b64\u628a\u91cd\u70b9\u653e\u5728\u201clearning on the job\u201d&#xff1a;\u6ca1\u6709\u9884\u8bbe\u8bfe\u7a0b&#xff0c;\u4e5f\u6ca1\u6709\u6bcf\u6b65 ground truth&#xff0c;\u800c\u662f\u8ba9 Agent \u81ea\u5df1\u62c6\u4efb\u52a1\u3001\u6267\u884c\u3001\u68c0\u67e5\u548c\u6c89\u6dc0\u3002<\/p>\n<h3>2. Agent Memory \u4e0e\u6d41\u7a0b\u7ecf\u9a8c<\/h3>\n<p>Mem0 \u7b49\u65b9\u6cd5\u5f3a\u8c03\u957f\u671f\u8bb0\u5fc6\u7684\u5199\u5165\u3001\u66f4\u65b0\u548c\u68c0\u7d22&#xff1b;ExpeL \u5c06\u8f68\u8ff9\u603b\u7ed3\u4e3a\u81ea\u7136\u8bed\u8a00 insight&#xff1b;Agent Workflow Memory \u548c Memp \u66f4\u63a5\u8fd1\u6d41\u7a0b\u77e5\u8bc6\u4e0e\u53ef\u66f4\u65b0\u6280\u80fd\u3002<\/p>\n<p>MUSE \u4e0e\u5b83\u4eec\u6700\u63a5\u8fd1\u7684\u5730\u65b9&#xff0c;\u662f\u90fd\u4e0d\u6ee1\u8db3\u4e8e\u4fdd\u5b58\u539f\u59cb\u5386\u53f2&#xff0c;\u800c\u8981\u4ece\u5386\u53f2\u4e2d\u62bd\u8c61\u53ef\u590d\u7528\u7ecf\u9a8c\u3002\u533a\u522b\u5728\u4e8e&#xff0c;MUSE \u628a\u7ecf\u9a8c\u83b7\u53d6\u5d4c\u5165\u957f\u6d41\u7a0b\u4ea4\u4e92\u73b0\u573a&#xff1a;\u5b50\u4efb\u52a1\u7ed3\u675f\u540e\u5373\u65f6\u9a8c\u6536\u5e76\u5199\u5165 Procedural Memory&#xff0c;\u6574\u9879\u4efb\u52a1\u7ed3\u675f\u540e\u518d\u505a\u5168\u5c40\u53bb\u91cd\u3001\u6cdb\u5316\u548c\u4e09\u5c42\u66f4\u65b0\u3002\u5b83\u7279\u522b\u5f3a\u8c03\u5728\u7f3a\u5c11\u4eba\u5de5\u771f\u503c\u7684\u73af\u5883\u91cc&#xff0c;\u4e3b\u52a8\u64cd\u4f5c\u73af\u5883\u6765\u83b7\u5f97\u9a8c\u8bc1\u8bc1\u636e\u3002<\/p>\n<h3>3. Reflection \u4e0d\u662f\u6700\u7ec8\u7b54\u6848\u81ea\u8bc4<\/h3>\n<p>\u8bb8\u591a\u53cd\u601d\u65b9\u6cd5\u53ea\u8ba9\u540c\u4e00\u4e2a\u6a21\u578b\u68c0\u67e5\u6700\u7ec8\u7b54\u6848\u3002MUSE \u7684 Reflect Agent \u66f4\u50cf\u72ec\u7acb\u8d28\u68c0\u5458&#xff1a;\u5b83\u63a5\u6536\u5b50\u4efb\u52a1\u76ee\u6807\u4e0e\u6267\u884c\u8f68\u8ff9&#xff0c;\u53ef\u4ee5\u8ffd\u6eaf\u89c2\u6d4b&#xff0c;\u4e5f\u53ef\u4ee5\u91cd\u65b0\u8c03\u7528\u5de5\u5177\u68c0\u67e5\u771f\u5b9e\u73af\u5883\u3002\u53cd\u601d\u7684\u8f93\u51fa\u4f1a\u6539\u53d8\u540e\u7eed\u63a7\u5236\u6d41&#xff0c;\u800c\u4e0d\u53ea\u662f\u751f\u6210\u4e00\u6bb5\u5efa\u8bae\u3002<\/p>\n<h2>\u4e09\u3001\u65b9\u6cd5\u603b\u89c8&#xff1a;Plan\u2014Execute\u2014Reflect\u2014Memorize<\/h2>\n<p>\u8bbe\u751f\u4ea7\u529b\u4efb\u52a1\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        \u03c4<\/p>\n<p>        \u2208<\/p>\n<p>         T<\/p>\n<p>          p<\/p>\n<p>          r<\/p>\n<p>          o<\/p>\n<p>          d<\/p>\n<p>       \\\\tau\\\\in\\\\mathcal{T}_{prod}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5782em;vertical-align: -0.0391em\"><\/span><span style=\"margin-right: 0.1132em\" class=\"mord mathnormal\">\u03c4<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.2542em\" class=\"mord mathcal\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.2542em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u4ea4\u4e92\u73af\u5883\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        E<\/p>\n<p>       \\\\mathcal{E}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span style=\"margin-right: 0.0894em\" class=\"mord mathcal\">E<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u57fa\u7840\u5de5\u5177\u96c6\u5408\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         A<\/p>\n<p>          t<\/p>\n<p>          o<\/p>\n<p>          o<\/p>\n<p>          l<\/p>\n<p>       \\\\mathcal{A}_{tool}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">A<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">oo<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002MUSE \u7531\u4e09\u90e8\u5206\u7ec4\u6210&#xff1a;<\/p>\n<ul>\n<li>Memory Module&#xff1a;\u4fdd\u5b58\u8de8\u4efb\u52a1\u7ecf\u9a8c&#xff1b;<\/li>\n<li>Planning-Execution Agent&#xff0c;\u7b80\u79f0 PE Agent&#xff1a;\u62c6\u89e3\u3001\u6267\u884c\u4e0e\u52a8\u6001\u91cd\u89c4\u5212&#xff1b;<\/li>\n<li>Reflect Agent&#xff1a;\u9a8c\u6536\u5b50\u4efb\u52a1\u3001\u8bca\u65ad\u5931\u8d25\u5e76\u66f4\u65b0\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154934-6ab3f50e153fb.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 2&#xff1a;MUSE \u6846\u67b6\u3002 PE Agent \u8d1f\u8d23\u89c4\u5212\u4e0e\u6267\u884c&#xff0c;Reflect Agent \u9a8c\u6536\u8f68\u8ff9&#xff1b;\u6210\u529f\u5b50\u4efb\u52a1\u5f62\u6210\u6d41\u7a0b\u8bb0\u5fc6&#xff0c;\u4efb\u52a1\u7ed3\u675f\u540e\u8fdb\u4e00\u6b65\u66f4\u65b0\u6218\u7565\u8bb0\u5fc6\u4e0e\u5de5\u5177\u8bb0\u5fc6\u3002<\/p>\n<p>\u5b8c\u6574\u6d41\u7a0b\u53ef\u4ee5\u62c6\u6210\u4e09\u6bb5\u3002<\/p>\n<li>Plan and Execute\u3002 PE Agent \u628a\u4efb\u52a1\u62c6\u6210\u6709\u5e8f\u5b50\u4efb\u52a1\u961f\u5217&#xff0c;\u67e5\u8be2\u76f8\u5173\u6d41\u7a0b\u7ecf\u9a8c&#xff0c;\u5e76\u901a\u8fc7 ReAct \u5faa\u73af\u4e0e\u73af\u5883\u4ea4\u4e92\u3002<\/li>\n<li>Reflect and Memorize\u3002 \u6bcf\u6b21\u5b50\u4efb\u52a1\u5c1d\u8bd5\u7ed3\u675f\u540e&#xff0c;Reflect Agent \u6838\u5bf9\u8bc1\u636e\u3002\u6210\u529f\u5219\u7acb\u5373\u84b8\u998f SOP&#xff1b;\u5931\u8d25\u5219\u751f\u6210\u539f\u56e0\u5206\u6790&#xff0c;\u5141\u8bb8\u91cd\u8bd5\u6216\u89e6\u53d1\u91cd\u89c4\u5212\u3002<\/li>\n<li>Post-Task Distill\u3002 \u6574\u9879\u4efb\u52a1\u7ed3\u675f\u540e&#xff0c;\u5bf9\u5168\u8f68\u8ff9\u505a\u66f4\u9ad8\u5c42\u590d\u76d8&#xff0c;\u66f4\u65b0\u6218\u7565\u539f\u5219\u3001\u5de5\u5177\u8bf4\u660e&#xff0c;\u5e76\u5bf9\u5df2\u6709\u8bb0\u5fc6\u53bb\u91cd\u548c\u6cdb\u5316\u3002<\/li>\n<p>\u8fd9\u5957\u95ed\u73af\u7684\u5173\u952e\u662f\u4e24\u4e2a\u65f6\u95f4\u5c3a\u5ea6&#xff1a;\u5b50\u4efb\u52a1\u7ea7\u66f4\u65b0\u8ffd\u6c42\u201c\u9a6c\u4e0a\u80fd\u7528\u201d&#xff0c;\u4efb\u52a1\u7ea7\u66f4\u65b0\u8ffd\u6c42\u201c\u957f\u671f\u53ef\u7ef4\u62a4\u201d\u3002<\/p>\n<h2>\u56db\u3001\u5c42\u6b21\u5316 Memory Module<\/h2>\n<p>MUSE \u4e0d\u5fae\u8c03\u57fa\u7840\u6a21\u578b&#xff0c;\u800c\u662f\u8ba9\u6027\u80fd <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        R<\/p>\n<p>        (<\/p>\n<p>        t<\/p>\n<p>        )<\/p>\n<p>       R(t)<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span style=\"margin-right: 0.0077em\" class=\"mord mathnormal\">R<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u968f\u4efb\u52a1\u7ecf\u9a8c\u79ef\u7d2f\u800c\u589e\u957f\u3002\u8bb0\u5fc6\u6a21\u5757\u5199\u6210&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         M<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>          M<\/p>\n<p>           s<\/p>\n<p>           t<\/p>\n<p>           r<\/p>\n<p>           a<\/p>\n<p>           t<\/p>\n<p>         ,<\/p>\n<p>          M<\/p>\n<p>           p<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           c<\/p>\n<p>         ,<\/p>\n<p>          M<\/p>\n<p>           t<\/p>\n<p>           o<\/p>\n<p>           o<\/p>\n<p>           l<\/p>\n<p>         }<\/p>\n<p>         \\\\mathcal{M}&#061;\\\\{\\\\mathcal{M}_{strat},\\\\mathcal{M}_{proc},\\\\mathcal{M}_{tool}\\\\} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathcal\">M<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">t<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">oc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">oo<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u4e09\u8005\u4e0d\u662f\u7b80\u5355\u5206\u7c7b\u6807\u7b7e&#xff0c;\u800c\u662f\u5206\u522b\u8fdb\u5165 Agent \u7684\u4e0d\u540c\u51b3\u7b56\u4f4d\u7f6e\u3002<\/p>\n<h3>1. Strategic Memory&#xff1a;\u89e3\u51b3\u201c\u9047\u5230\u56f0\u5883\u65f6\u9075\u5faa\u4ec0\u4e48\u539f\u5219\u201d<\/h3>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         M<\/p>\n<p>          s<\/p>\n<p>          t<\/p>\n<p>          r<\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>       \\\\mathcal{M}_{strat}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">t<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4fdd\u5b58\u9ad8\u5c42\u7684 &lt;Dilemma, Strategy&gt; \u5bf9\u3002\u5b83\u6765\u81ea\u9700\u8981\u591a\u6b21\u5c1d\u8bd5\u624d\u80fd\u89e3\u51b3\u7684\u56f0\u5883&#xff0c;\u4f8b\u5b50\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u4e0d\u53ea\u4fee\u590d\u8868\u9762\u75c7\u72b6&#xff0c;\u800c\u8981\u5b9a\u4f4d\u91cd\u590d\u9519\u8bef\u7684\u7cfb\u7edf\u6027\u6839\u56e0&#xff1b;<\/li>\n<li>\u5173\u952e\u72b6\u6001\u53d8\u66f4\u540e\u9010\u9879\u9a8c\u8bc1\u7ed3\u679c&#xff1b;<\/li>\n<li>\u65e0\u6cd5\u63d0\u53d6\u6216\u6838\u5b9e\u65f6\u660e\u786e\u6807\u6ce8\u4e0d\u53ef\u7528&#xff0c;\u907f\u514d\u7f16\u9020&#xff1b;<\/li>\n<li>\u4e3b\u8def\u5f84\u53d7\u963b\u65f6\u542f\u7528\u5907\u7528\u65b9\u6848\u5e76\u52a8\u6001\u8865\u9f50\u524d\u7f6e\u6761\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u7c7b\u8bb0\u5fc6\u5728\u521d\u59cb\u5316\u65f6\u6574\u4f53\u52a0\u8f7d\u8fdb\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff0c;\u5f71\u54cd\u5168\u5c40\u884c\u4e3a\u8303\u5f0f\u3002\u4e3a\u4e86\u907f\u514d\u63d0\u793a\u8bcd\u81a8\u80c0&#xff0c;\u4efb\u52a1\u7ed3\u675f\u540e\u4f1a\u5408\u5e76\u3001\u7cbe\u70bc\u5e76\u4fdd\u6301\u7b80\u6d01\u3002<\/p>\n<p>\u5b83\u56de\u7b54\u7684\u4e0d\u662f\u201cRocketChat \u7684\u767b\u5f55\u6309\u94ae\u5728\u54ea\u91cc\u201d&#xff0c;\u800c\u662f\u201c\u9762\u5bf9\u4e0d\u786e\u5b9a\u72b6\u6001\u65f6\u5e94\u8be5\u600e\u6837\u884c\u52a8\u201d\u3002\u56e0\u6b64\u5b83\u7684\u9002\u7528\u8303\u56f4\u6700\u5e7f&#xff0c;\u4f46\u4e5f\u6700\u5bb9\u6613\u56e0\u62bd\u8c61\u8fc7\u5ea6\u800c\u53d8\u6210\u6b63\u786e\u5374\u65e0\u7528\u7684\u53e3\u53f7\u3002MUSE \u7528\u771f\u5b9e\u56f0\u5883\u2014\u89e3\u51b3\u6a21\u5f0f\u6765\u7ea6\u675f\u62bd\u8c61\u6765\u6e90\u3002<\/p>\n<h3>2. Procedural Memory&#xff1a;\u89e3\u51b3\u201c\u8fd9\u4e2a\u4efb\u52a1\u5177\u4f53\u600e\u4e48\u505a\u201d<\/h3>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         M<\/p>\n<p>          p<\/p>\n<p>          r<\/p>\n<p>          o<\/p>\n<p>          c<\/p>\n<p>       \\\\mathcal{M}_{proc}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">oc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u6309\u5e94\u7528\u7ec4\u7ec7\u7684 SOP \u77e5\u8bc6\u5e93\u3002\u7b2c\u4e00\u5c42\u7d22\u5f15\u662f\u5e94\u7528\u6216\u5e73\u53f0&#xff0c;\u7b2c\u4e8c\u5c42\u7d22\u5f15\u662f\u5177\u4f53\u64cd\u4f5c&#xff0c;\u4f8b\u5982 Login\u3001Navigate to Folder\u3001Create Channel\u3002\u6bcf\u6761 SOP \u5305\u542b\u524d\u7f6e\u6761\u4ef6\u3001\u6838\u5fc3\u53c2\u6570\u3001\u64cd\u4f5c\u6b65\u9aa4\u3001\u6ce8\u610f\u4e8b\u9879\u548c\u9a8c\u8bc1\u65b9\u5f0f\u3002<\/p>\n<p>\u4e00\u6761\u6d41\u7a0b\u8bb0\u5fc6\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         p<\/p>\n<p>         &#061;<\/p>\n<p>         (<\/p>\n<p>         i<\/p>\n<p>         n<\/p>\n<p>         d<\/p>\n<p>         e<\/p>\n<p>          x<\/p>\n<p>          p<\/p>\n<p>         ,<\/p>\n<p>         c<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         n<\/p>\n<p>          t<\/p>\n<p>          p<\/p>\n<p>         )<\/p>\n<p>         ,<\/p>\n<p>         p<\/p>\n<p>         \u2208<\/p>\n<p>          M<\/p>\n<p>           p<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           c<\/p>\n<p>         p&#061;(index_p, content_p),\\\\qquad p\\\\in\\\\mathcal{M}_{proc} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">in<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">p<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">co<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">p<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 2em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">oc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u7cfb\u7edf\u542f\u52a8\u65f6\u4e0d\u52a0\u8f7d\u5168\u90e8\u6b63\u6587&#xff0c;\u53ea\u52a0\u8f7d\u8f7b\u91cf\u7d22\u5f15&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          I<\/p>\n<p>           M<\/p>\n<p>            p<\/p>\n<p>            r<\/p>\n<p>            o<\/p>\n<p>            c<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>         i<\/p>\n<p>         n<\/p>\n<p>         d<\/p>\n<p>         e<\/p>\n<p>          x<\/p>\n<p>          p<\/p>\n<p>         \u2223<\/p>\n<p>         p<\/p>\n<p>         \u2208<\/p>\n<p>          M<\/p>\n<p>           p<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           c<\/p>\n<p>         }<\/p>\n<p>         I_{\\\\mathcal{M}_{proc}}&#061;\\\\{index_p\\\\mid p\\\\in\\\\mathcal{M}_{proc}\\\\} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0307em;vertical-align: -0.3473em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0785em\" class=\"mord mathnormal\">I<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0785em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathcal mtight\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1645em\"><span class=\"\" style=\"top: -2.357em;margin-left: 0em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">oc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2819em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3473em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord mathnormal\">in<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord\"><span class=\"mord mathnormal\">x<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">p<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7335em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">oc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5f53 PE Agent \u5224\u65ad\u67d0\u6761 SOP \u76f8\u5173\u65f6&#xff0c;\u518d\u901a\u8fc7\u8bb0\u5fc6\u5de5\u5177 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         a<\/p>\n<p>          m<\/p>\n<p>          e<\/p>\n<p>          m<\/p>\n<p>       a_{mem}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">m<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4e3b\u52a8\u83b7\u53d6 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        c<\/p>\n<p>        o<\/p>\n<p>        n<\/p>\n<p>        t<\/p>\n<p>        e<\/p>\n<p>        n<\/p>\n<p>         t<\/p>\n<p>         p<\/p>\n<p>       content_p<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9012em;vertical-align: -0.2861em\"><\/span><span class=\"mord mathnormal\">co<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">p<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<p>\u8fd9\u4e2a\u201c\u7d22\u5f15\u5e38\u9a7b\u3001\u6b63\u6587\u6309\u9700\u53d6\u56de\u201d\u7684\u8bbe\u8ba1\u6bd4\u628a\u6240\u6709\u7ecf\u9a8c\u585e\u8fdb\u4e0a\u4e0b\u6587\u66f4\u91cd\u8981\u3002\u5b83\u628a\u8bb0\u5fc6\u4ece\u88ab\u52a8\u76f8\u4f3c\u5ea6\u68c0\u7d22\u6539\u6210 Agent \u7684\u663e\u5f0f\u51b3\u7b56&#xff1a;Agent \u77e5\u9053\u6709\u54ea\u4e9b\u7ecf\u9a8c\u53ef\u7528&#xff0c;\u4e5f\u80fd\u5728\u771f\u6b63\u9700\u8981\u65f6\u5c55\u5f00\u7ec6\u8282\u3002<\/p>\n<p>Procedural Memory \u6709\u4e24\u9636\u6bb5\u66f4\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u5b50\u4efb\u52a1\u6210\u529f\u540e&#xff0c;\u7acb\u523b\u52a0\u5165\u65b0 SOP <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          p<\/p>\n<p>           n<\/p>\n<p>           e<\/p>\n<p>           w<\/p>\n<p>        p_{new}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\">e<\/span><span style=\"margin-right: 0.0269em\" class=\"mord mathnormal mtight\">w<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u540e\u7eed\u5b50\u4efb\u52a1\u53ef\u76f4\u63a5\u590d\u7528&#xff1b;<\/li>\n<li>\u6574\u9879\u4efb\u52a1\u7ed3\u675f\u540e&#xff0c;\u7edf\u4e00\u53bb\u91cd\u3001\u5408\u5e76\u548c\u6cdb\u5316&#xff0c;\u63d0\u9ad8\u957f\u671f\u9002\u7528\u6027\u3002<\/li>\n<\/ul>\n<h3>3. Tool Memory&#xff1a;\u89e3\u51b3\u201c\u67d0\u4e2a\u5de5\u5177\u7528\u5b8c\u4ee5\u540e\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d<\/h3>\n<p>Tool Memory \u88ab\u4f5c\u8005\u6bd4\u4f5c\u201c\u808c\u8089\u8bb0\u5fc6\u201d&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          M<\/p>\n<p>           t<\/p>\n<p>           o<\/p>\n<p>           o<\/p>\n<p>           l<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>          D<\/p>\n<p>           s<\/p>\n<p>           t<\/p>\n<p>           a<\/p>\n<p>           t<\/p>\n<p>           i<\/p>\n<p>           c<\/p>\n<p>         ,<\/p>\n<p>          I<\/p>\n<p>           d<\/p>\n<p>           y<\/p>\n<p>           n<\/p>\n<p>           a<\/p>\n<p>           m<\/p>\n<p>           i<\/p>\n<p>           c<\/p>\n<p>         }<\/p>\n<p>         \\\\mathcal{M}_{tool}&#061;\\\\{D_{static}, I_{dynamic}\\\\} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">oo<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord\"><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\">c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0785em\" class=\"mord mathnormal\">I<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0785em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">d<\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal mtight\">y<\/span><span class=\"mord mathnormal mtight\">nami<\/span><span class=\"mord mathnormal mtight\">c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         D<\/p>\n<p>          s<\/p>\n<p>          t<\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          c<\/p>\n<p>       D_{static}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">D<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\">c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u5de5\u5177\u7684\u9759\u6001\u529f\u80fd\u8bf4\u660e&#xff0c;\u5728\u542f\u52a8\u65f6\u52a0\u8f7d&#xff1b;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         I<\/p>\n<p>          d<\/p>\n<p>          y<\/p>\n<p>          n<\/p>\n<p>          a<\/p>\n<p>          m<\/p>\n<p>          i<\/p>\n<p>          c<\/p>\n<p>       I_{dynamic}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0785em\" class=\"mord mathnormal\">I<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0785em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">d<\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal mtight\">y<\/span><span class=\"mord mathnormal mtight\">nami<\/span><span class=\"mord mathnormal mtight\">c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u52a8\u6001\u64cd\u4f5c\u6307\u4ee4&#xff0c;\u5de5\u5177\u6267\u884c\u540e\u968f\u73af\u5883\u89c2\u5bdf <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         o<\/p>\n<p>         t<\/p>\n<p>       o_t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4e00\u8d77\u8fd4\u56de&#xff0c;\u76f4\u63a5\u6307\u5bfc\u4e0b\u4e00\u52a8\u4f5c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         a<\/p>\n<p>          t<\/p>\n<p>          &#043;<\/p>\n<p>          1<\/p>\n<p>       a_{t&#043;1}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6389em;vertical-align: -0.2083em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;browser_click \u7684\u7ecf\u9a8c\u4e0d\u662f\u53ea\u5199\u201c\u70b9\u51fb\u5143\u7d20\u201d&#xff0c;\u800c\u662f\u8981\u6c42\u70b9\u51fb\u540e\u8c03\u7528\u9875\u9762\u66f4\u65b0\u3001\u9a8c\u8bc1\u5bfc\u822a\u6216\u5f39\u7a97\u662f\u5426\u771f\u7684\u53d1\u751f&#xff1b;\u5982\u679c\u5931\u8d25&#xff0c;\u5237\u65b0\u5143\u7d20\u540e\u6309\u8bed\u4e49\u5c5e\u6027\u91cd\u8bd5\u3002\u8fd9\u6837&#xff0c;\u9a8c\u8bc1\u52a8\u4f5c\u88ab\u5d4c\u5165\u5de5\u5177\u4f7f\u7528\u4e60\u60ef&#xff0c;\u800c\u4e0d\u662f\u5b8c\u5168\u4f9d\u8d56\u6a21\u578b\u4e34\u573a\u60f3\u8d77\u3002<\/p>\n<h3>4. \u4e09\u5c42\u8bb0\u5fc6\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u5408\u5e76\u6210\u4e00\u4e2a\u5411\u91cf\u5e93<\/h3>\n<p>\u4e09\u5c42\u8bb0\u5fc6\u5bf9\u5e94\u4e09\u79cd\u4e0d\u540c\u7684\u4ecb\u5165\u5c3a\u5ea6&#xff1a;<\/p>\n<ul>\n<li>Strategic Memory \u5e38\u9a7b\u5168\u5c40\u4e0a\u4e0b\u6587&#xff0c;\u6539\u53d8\u51b3\u7b56\u539f\u5219&#xff1b;<\/li>\n<li>Procedural Memory \u6309\u9700\u68c0\u7d22&#xff0c;\u63d0\u4f9b\u8de8\u5de5\u5177\u7684\u64cd\u4f5c\u6d41\u7a0b&#xff1b;<\/li>\n<li>Tool Memory \u968f\u5de5\u5177\u53cd\u9988\u81ea\u52a8\u51fa\u73b0&#xff0c;\u7ea6\u675f\u4e0b\u4e00\u6b65\u5c40\u90e8\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u5168\u90e8\u653e\u5165\u540c\u4e00\u4e2a\u76f8\u4f3c\u5ea6\u5e93&#xff0c;\u9ad8\u5c42\u539f\u5219\u53ef\u80fd\u4e0e\u5177\u4f53\u6b65\u9aa4\u7ade\u4e89&#xff0c;\u5de5\u5177\u6ce8\u610f\u4e8b\u9879\u4e5f\u53ef\u80fd\u5728\u6700\u9700\u8981\u65f6\u6ca1\u6709\u88ab\u53ec\u56de\u3002MUSE \u7684\u5206\u5c42\u4ef7\u503c&#xff0c;\u672c\u8d28\u4e0a\u662f\u8ba9\u4e0d\u540c\u62bd\u8c61\u5c42\u7684\u7ecf\u9a8c\u5728\u4e0d\u540c\u63a7\u5236\u8282\u70b9\u751f\u6548\u3002<\/p>\n<h2>\u4e94\u3001Planning-Execution Agent<\/h2>\n<h3>1. \u5b50\u4efb\u52a1\u961f\u5217\u4e0e\u52a8\u6001\u91cd\u89c4\u5212<\/h3>\n<p>PE Agent \u628a\u4efb\u52a1\u62c6\u6210\u6709\u5e8f\u961f\u5217&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Q<\/p>\n<p>         &#061;<\/p>\n<p>         [<\/p>\n<p>         s<\/p>\n<p>          t<\/p>\n<p>          1<\/p>\n<p>         ,<\/p>\n<p>         s<\/p>\n<p>          t<\/p>\n<p>          2<\/p>\n<p>         ,<\/p>\n<p>         \u2026<\/p>\n<p>         ,<\/p>\n<p>         s<\/p>\n<p>          t<\/p>\n<p>          M<\/p>\n<p>         ]<\/p>\n<p>         Q&#061;[st_1,st_2,\\\\ldots,st_M] <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8778em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">Q<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">[<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"minner\">\u2026<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span style=\"margin-right: 0.109em\" class=\"mord mathnormal mtight\">M<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u6bcf\u4e2a\u5b50\u4efb\u52a1\u5b9a\u4e49\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         s<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>         &#061;<\/p>\n<p>         (<\/p>\n<p>         d<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>          c<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>         g<\/p>\n<p>         o<\/p>\n<p>         a<\/p>\n<p>          l<\/p>\n<p>          i<\/p>\n<p>         )<\/p>\n<p>         st_i&#061;(desc_i,goal_i) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7651em;vertical-align: -0.15em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord\"><span class=\"mord mathnormal\">c<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal\">g<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord\"><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0197em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        d<\/p>\n<p>        e<\/p>\n<p>        s<\/p>\n<p>         c<\/p>\n<p>         i<\/p>\n<p>       desc_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8444em;vertical-align: -0.15em\"><\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord\"><span class=\"mord mathnormal\">c<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u63cf\u8ff0\u6267\u884c\u8303\u56f4&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        g<\/p>\n<p>        o<\/p>\n<p>        a<\/p>\n<p>         l<\/p>\n<p>         i<\/p>\n<p>       goal_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal\">g<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord\"><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0197em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u7ed9 Reflect Agent \u63d0\u4f9b\u9a8c\u6536\u4f9d\u636e\u3002\u521d\u59cb\u8ba1\u5212 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Q<\/p>\n<p>          i<\/p>\n<p>          n<\/p>\n<p>          i<\/p>\n<p>          t<\/p>\n<p>       Q_{init}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8778em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">Q<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">ini<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u53ea\u7531\u7528\u6237\u4efb\u52a1\u751f\u6210&#xff1b;\u540e\u7eed\u91cd\u89c4\u5212\u5219\u878d\u5408\u5b9e\u9645\u6267\u884c\u7ed3\u679c\u4e0e\u53cd\u601d\u62a5\u544a\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u8ba1\u5212\u4e0d\u662f\u4e00\u6b21\u6027\u6e05\u5355\u3002\u6bcf\u5b8c\u6210\u4e00\u4e2a\u5b50\u4efb\u52a1&#xff0c;\u7cfb\u7edf\u90fd\u80fd\u6839\u636e\u65b0\u53d1\u73b0\u6539\u53d8\u5269\u4f59\u961f\u5217&#xff1b;\u5f53 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        Q<\/p>\n<p>       Q<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8778em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">Q<\/span><\/span><\/span><\/span><\/span> \u4e3a\u7a7a\u65f6&#xff0c;\u8fd8\u8981\u68c0\u67e5\u73af\u5883\u5168\u5c40\u72b6\u6001&#xff0c;\u786e\u8ba4\u603b\u76ee\u6807\u662f\u5426\u771f\u6b63\u6ee1\u8db3\u3002<\/p>\n<h3>2. \u8bb0\u5fc6\u589e\u5f3a\u7684 ReAct \u6267\u884c<\/h3>\n<p>\u6bcf\u4e00\u6b65\u7531 Thought\u3001Action\u3001Observation \u4e09\u5143\u7ec4\u7ec4\u6210&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         (<\/p>\n<p>          \u03b8<\/p>\n<p>          t<\/p>\n<p>         ,<\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>         ,<\/p>\n<p>          o<\/p>\n<p>          t<\/p>\n<p>         )<\/p>\n<p>         (\\\\theta_t,a_t,o_t) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">\u03b8<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5728\u5386\u53f2 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         h<\/p>\n<p>         t<\/p>\n<p>        &#061;<\/p>\n<p>        (<\/p>\n<p>         o<\/p>\n<p>          1<\/p>\n<p>          :<\/p>\n<p>          t<\/p>\n<p>        ,<\/p>\n<p>         a<\/p>\n<p>          1<\/p>\n<p>          :<\/p>\n<p>          t<\/p>\n<p>          \u2212<\/p>\n<p>          1<\/p>\n<p>        )<\/p>\n<p>       h_t&#061;(o_{1:t},a_{1:t-1})<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8444em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">h<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">1<\/span><span class=\"mrel mtight\">:<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">1<\/span><span class=\"mrel mtight\">:<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mbin mtight\">\u2212<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u4e0b&#xff0c;Agent \u6309\u6d4b\u8bd5\u65f6\u7b56\u7565\u9009\u62e9\u52a8\u4f5c&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>         \u223c<\/p>\n<p>          \u03c0<\/p>\n<p>           t<\/p>\n<p>           e<\/p>\n<p>           s<\/p>\n<p>           t<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>         \u2223<\/p>\n<p>          h<\/p>\n<p>          t<\/p>\n<p>         )<\/p>\n<p>         a_t\\\\sim\\\\pi_{test}(a_t\\\\mid h_t) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal\">\u03c0<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">es<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">h<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u52a8\u4f5c\u65e2\u53ef\u4ee5\u662f\u8f93\u5165\u6587\u5b57\u3001\u70b9\u51fb\u6309\u94ae&#xff0c;\u4e5f\u53ef\u4ee5\u662f\u67e5\u8be2 Procedural Memory\u3002\u6bcf\u4e2a\u5b50\u4efb\u52a1\u5c1d\u8bd5\u6700\u591a\u6267\u884c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        N<\/p>\n<p>       N<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span style=\"margin-right: 0.109em\" class=\"mord mathnormal\">N<\/span><\/span><\/span><\/span><\/span> \u4e2a\u52a8\u4f5c&#xff0c;\u5b9e\u9a8c\u4e2d <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        N<\/p>\n<p>        &#061;<\/p>\n<p>        20<\/p>\n<p>       N&#061;20<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span style=\"margin-right: 0.109em\" class=\"mord mathnormal\">N<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">20<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u9632\u6b62\u6a21\u578b\u5728\u9519\u8bef\u9875\u9762\u6216\u65e0\u6548\u5faa\u73af\u91cc\u65e0\u9650\u6d88\u8017\u3002<\/p>\n<h3>3. \u5931\u8d25\u540e\u7684\u7b2c\u4e8c\u6b21\u63a2\u7d22<\/h3>\n<p>\u8fbe\u5230\u52a8\u4f5c\u4e0a\u9650\u6216\u4e3b\u52a8\u5ba3\u5e03\u5b8c\u6210\u65f6&#xff0c;Reflect Agent \u4ecb\u5165\u3002\u5982\u679c\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u5931\u8d25&#xff0c;PE Agent \u83b7\u5f97\u4e00\u6b21\u91cd\u8bd5\u673a\u4f1a\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u91cd\u8bd5\u65f6\u4e0d\u518d\u5f3a\u5236\u9075\u5faa\u539f\u6709 Procedural Memory\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5c0f\u4f46\u5173\u952e\u7684\u8bbe\u8ba1&#xff1a;\u8bb0\u5fc6\u4e0d\u662f\u7edd\u5bf9\u6b63\u786e\u7684\u89c4\u5219\u3002\u65e7 SOP \u53ef\u80fd\u8fc7\u65f6&#xff0c;\u4e5f\u53ef\u80fd\u4e0e\u5f53\u524d\u754c\u9762\u4e0d\u5339\u914d\u3002\u5141\u8bb8\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u6446\u8131\u8bb0\u5fc6&#xff0c;\u76f8\u5f53\u4e8e\u5728\u201c\u7ecf\u9a8c\u5229\u7528\u201d\u548c\u201c\u65b0\u8def\u5f84\u63a2\u7d22\u201d\u4e4b\u95f4\u4fdd\u7559\u51fa\u53e3&#xff1b;\u7b2c\u4e8c\u6b21\u4ecd\u5931\u8d25&#xff0c;\u624d\u89e6\u53d1\u5b50\u4efb\u52a1\u91cd\u89c4\u5212\u3002<\/p>\n<h3>4. Minimal Usable Toolset<\/h3>\n<p>MUSE \u6ca1\u6709\u4e3a\u6bcf\u4e2a\u5e94\u7528\u51c6\u5907\u5927\u91cf\u4e13\u7528 API&#xff0c;\u800c\u53ea\u63d0\u4f9b\u6d4f\u89c8\u5668\u3001Shell\u3001Python\u3001\u89c6\u89c9\u7406\u89e3\u4e0e\u8bb0\u5fc6\u68c0\u7d22\u7b49\u57fa\u7840\u5de5\u5177\u3002\u4f5c\u8005\u7684\u5047\u8bbe\u662f&#xff1a;\u590d\u6742\u80fd\u529b\u5e94\u6765\u81ea\u57fa\u7840\u5de5\u5177\u7684\u7ec4\u5408&#xff0c;\u800c\u4e0d\u662f\u628a\u4efb\u52a1\u7b54\u6848\u9884\u7f16\u7801\u5728\u5de5\u5177\u91cc\u3002<\/p>\n<p>\u8fd9\u4e5f\u8ba9 Procedural Memory \u7684\u4ef7\u503c\u66f4\u5bb9\u6613\u88ab\u89c2\u5bdf&#xff1a;\u5982\u679c\u5de5\u5177\u672c\u8eab\u5df2\u7ecf\u5c01\u88c5\u4e86\u201c\u5b8c\u6210\u6574\u9879\u4efb\u52a1\u201d&#xff0c;\u8bb0\u5fc6\u63d0\u5347\u5f88\u53ef\u80fd\u53ea\u662f API \u8c03\u7528\u63d0\u793a&#xff1b;\u5728\u539f\u5b50\u5de5\u5177\u4e0a\u79ef\u7d2f SOP&#xff0c;\u624d\u66f4\u63a5\u8fd1\u771f\u6b63\u7684\u6d41\u7a0b\u5b66\u4e60\u3002<\/p>\n<h2>\u516d\u3001Reflect Agent&#xff1a;\u628a\u201c\u81ea\u6211\u611f\u89c9\u5b8c\u6210\u201d\u53d8\u6210\u8bc1\u636e\u9a8c\u6536<\/h2>\n<h3>1. \u72ec\u7acb\u76d1\u7763\u8005<\/h3>\n<p>Reflect Agent \u63a5\u6536\u5b50\u4efb\u52a1 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        s<\/p>\n<p>         t<\/p>\n<p>         i<\/p>\n<p>        &#061;<\/p>\n<p>        (<\/p>\n<p>        d<\/p>\n<p>        e<\/p>\n<p>        s<\/p>\n<p>         c<\/p>\n<p>         i<\/p>\n<p>        ,<\/p>\n<p>        g<\/p>\n<p>        o<\/p>\n<p>        a<\/p>\n<p>         l<\/p>\n<p>         i<\/p>\n<p>        )<\/p>\n<p>       st_i&#061;(desc_i,goal_i)<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7651em;vertical-align: -0.15em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord\"><span class=\"mord mathnormal\">c<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal\">g<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord\"><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0197em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u548c\u672c\u6b21\u8f68\u8ff9 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         h<\/p>\n<p>          k<\/p>\n<p>          :<\/p>\n<p>          t<\/p>\n<p>       h_{k:t}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8444em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">h<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal mtight\">k<\/span><span class=\"mrel mtight\">:<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u4f46\u4e0d\u76f4\u63a5\u7ee7\u627f PE Agent \u7684\u4e3b\u89c2\u7ed3\u8bba\u3002\u5b83\u4ece\u4e09\u7c7b\u7ef4\u5ea6\u751f\u6210\u68c0\u67e5\u6e05\u5355&#xff1a;<\/p>\n<li>Truthfulness Verification&#xff1a; \u7ed3\u8bba\u662f\u5426\u80fd\u8ffd\u6eaf\u5230\u771f\u5b9e\u73af\u5883\u53cd\u9988&#xff1b;<\/li>\n<li>Deliverable Verification&#xff1a; \u6587\u4ef6\u3001\u62a5\u544a\u6216\u6d88\u606f\u662f\u5426\u5b58\u5728\u3001\u5b8c\u6574\u3001\u6b63\u786e&#xff1b;<\/li>\n<li>Data Fidelity&#xff1a; \u6570\u636e\u662f\u5426\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u4e22\u5931\u3001\u622a\u65ad\u6216\u88ab\u6539\u5199\u3002<\/li>\n<h3>2. \u4e24\u79cd\u6838\u9a8c\u65b9\u5f0f<\/h3>\n<p>Reflect Agent \u53ef\u4ee5\u6cbf\u8f68\u8ff9\u5b9a\u4f4d\u652f\u6301\u7ed3\u8bba\u7684\u89c2\u5bdf <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         o<\/p>\n<p>         t<\/p>\n<p>       o_t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\u5de5\u5177\u8fdb\u5165\u73af\u5883\u4e3b\u52a8\u68c0\u67e5\u3002\u540e\u8005\u975e\u5e38\u91cd\u8981&#xff1a;\u957f\u6d41\u7a0b Agent \u7684\u5e7b\u89c9\u5e38\u5e38\u4e0d\u662f\u8bed\u8a00\u5185\u5bb9\u9519\u8bef&#xff0c;\u800c\u662f\u628a\u201c\u6211\u70b9\u51fb\u4e86\u4fdd\u5b58\u201d\u8bef\u8ba4\u4e3a\u201c\u4fdd\u5b58\u5df2\u7ecf\u6210\u529f\u201d\u3002<\/p>\n<p>\u6838\u9a8c\u8f93\u51fa\u4e3a\u6210\u529f\/\u5931\u8d25\u6807\u5fd7 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        f<\/p>\n<p>       f<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal\">f<\/span><\/span><\/span><\/span><\/span> \u4e0e\u8be6\u7ec6\u62a5\u544a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         (<\/p>\n<p>         f<\/p>\n<p>         ,<\/p>\n<p>         r<\/p>\n<p>         e<\/p>\n<p>         p<\/p>\n<p>         o<\/p>\n<p>         r<\/p>\n<p>         t<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         Reflect<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>         s<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>          h<\/p>\n<p>           k<\/p>\n<p>           :<\/p>\n<p>           t<\/p>\n<p>         ,<\/p>\n<p>         E<\/p>\n<p>         )<\/p>\n<p>         (f, report)&#061;\\\\operatorname{Reflect}(st_i,h_{k:t},\\\\mathcal{E}) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal\">f<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">r<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">p<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">or<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">Reflect<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">h<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal mtight\">k<\/span><span class=\"mrel mtight\">:<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span style=\"margin-right: 0.0894em\" class=\"mord mathcal\">E<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u82e5 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        f<\/p>\n<p>        &#061;<\/p>\n<p>        s<\/p>\n<p>        u<\/p>\n<p>        c<\/p>\n<p>        c<\/p>\n<p>        e<\/p>\n<p>        s<\/p>\n<p>        s<\/p>\n<p>       f&#061;success<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal\">f<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord mathnormal\">u<\/span><span class=\"mord mathnormal\">ccess<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u8f68\u8ff9\u88ab\u538b\u7f29\u6210\u65b0 SOP <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         p<\/p>\n<p>          n<\/p>\n<p>          e<\/p>\n<p>          w<\/p>\n<p>       p_{new}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\">e<\/span><span style=\"margin-right: 0.0269em\" class=\"mord mathnormal mtight\">w<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1b;\u82e5 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        f<\/p>\n<p>        &#061;<\/p>\n<p>        f<\/p>\n<p>        a<\/p>\n<p>        i<\/p>\n<p>        l<\/p>\n<p>        u<\/p>\n<p>        r<\/p>\n<p>        e<\/p>\n<p>       f&#061;failure<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal\">f<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal\">f<\/span><span class=\"mord mathnormal\">ai<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span class=\"mord mathnormal\">u<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal\">r<\/span><span class=\"mord mathnormal\">e<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u7cfb\u7edf\u751f\u6210\u5931\u8d25\u5206\u6790 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         R<\/p>\n<p>          f<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>          l<\/p>\n<p>       R_{fail}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0077em\" class=\"mord mathnormal\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal mtight\">f<\/span><span class=\"mord mathnormal mtight\">ai<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u5e76\u53cd\u9988\u7ed9 PE Agent\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;Reflect Agent \u540c\u65f6\u627f\u62c5\u4e09\u4e2a\u89d2\u8272&#xff1a;\u9a8c\u6536\u5668\u3001\u5931\u8d25\u8bca\u65ad\u5668\u548c\u8bb0\u5fc6\u5199\u5165\u95e8\u63a7\u3002\u6ca1\u6709\u8fd9\u9053\u95e8&#xff0c;\u9519\u8bef\u8f68\u8ff9\u4e5f\u53ef\u80fd\u88ab\u201c\u5b66\u4f1a\u201d&#xff0c;\u5f62\u6210\u8bb0\u5fc6\u6c61\u67d3\u3002<\/p>\n<h3>3. \u4efb\u52a1\u7ed3\u675f\u540e\u7684\u5168\u5c40\u5347\u7ea7<\/h3>\n<p>\u5f53\u91cd\u89c4\u5212\u9636\u6bb5\u4e0d\u518d\u4ea7\u751f\u65b0\u5b50\u4efb\u52a1&#xff0c;PE Agent \u6c47\u603b\u6574\u9879\u4efb\u52a1\u3002Reflect Agent \u968f\u540e&#xff1a;<\/p>\n<ul>\n<li>\u4ece\u6311\u6218\u4e0e\u89e3\u51b3\u8def\u5f84\u4e2d\u62bd\u53d6 &lt;Dilemma, Resolution Pattern&gt;&#xff0c;\u66f4\u65b0 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          M<\/p>\n<p>           s<\/p>\n<p>           t<\/p>\n<p>           r<\/p>\n<p>           a<\/p>\n<p>           t<\/p>\n<p>        \\\\mathcal{M}_{strat}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">t<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1b;<\/li>\n<li>\u4ece\u6709\u6548\u5de5\u5177\u4f7f\u7528\u65b9\u5f0f\u4e2d\u66f4\u65b0 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          M<\/p>\n<p>           t<\/p>\n<p>           o<\/p>\n<p>           o<\/p>\n<p>           l<\/p>\n<p>        \\\\mathcal{M}_{tool}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">oo<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1b;<\/li>\n<li>\u5bf9\u4e09\u7c7b\u8bb0\u5fc6\u7edf\u4e00\u53bb\u91cd\u3001\u878d\u5408\u548c\u6cdb\u5316\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4f7f MUSE \u4e0d\u53ea\u662f\u4e0d\u65ad\u8ffd\u52a0\u6761\u76ee&#xff0c;\u800c\u662f\u5c1d\u8bd5\u63a7\u5236\u77e5\u8bc6\u5e93\u7684\u5197\u4f59\u3002\u4e0d\u8fc7\u8bba\u6587\u6ca1\u6709\u7ed9\u51fa\u957f\u671f\u8fd0\u884c\u4e0b\u7684\u8bb0\u5fc6\u5bb9\u91cf\u66f2\u7ebf\u548c\u9519\u8bef\u9057\u5fd8\u673a\u5236&#xff0c;\u8fd9\u4f1a\u6210\u4e3a\u540e\u6587\u7684\u91cd\u8981\u8fb9\u754c\u3002<\/p>\n<h2>\u4e03\u3001\u4e00\u4e2a\u5b8c\u6574\u4f8b\u5b50&#xff1a;\u4ece\u8be2\u95ee\u53cd\u9988\u5230\u4ea4\u4ed8\u7ed3\u8bba<\/h2>\n<p>\u8bba\u6587\u7684 \u201chr-collect-feedbacks\u201d \u6848\u4f8b\u8981\u6c42 Agent \u5411\u4e09\u4f4d\u540c\u4e8b\u8be2\u95ee Liu Qiang \u7684\u8868\u73b0&#xff0c;\u518d\u6839\u636e\u53cd\u9988\u5411\u672c\u4eba\u53d1\u9001\u8bc4\u4ef7\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154934-6ab3f50ea88f5.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 4&#xff1a;\u6210\u529f\u6848\u4f8b\u2014\u2014\u6536\u96c6\u5458\u5de5\u53cd\u9988\u3002 MUSE \u5c06\u8de8\u591a\u4eba\u6c9f\u901a\u62c6\u6210\u8fde\u7eed\u5b50\u4efb\u52a1&#xff0c;\u5e76\u4f9d\u636e\u771f\u5b9e\u804a\u5929\u7ed3\u679c\u7ed9\u51fa\u6700\u7ec8\u8bc4\u4ef7\u3002<\/p>\n<p>\u8fd9\u4e2a\u6848\u4f8b\u663e\u793a&#xff0c;\u5b50\u4efb\u52a1\u76ee\u6807\u4e0d\u4ec5\u65b9\u4fbf\u6267\u884c&#xff0c;\u4e5f\u4e3a\u53cd\u601d\u63d0\u4f9b\u5c40\u90e8\u9a8c\u6536\u70b9\u3002\u7cfb\u7edf\u53ef\u4ee5\u5206\u522b\u68c0\u67e5\u662f\u5426\u627e\u5230\u4e09\u4f4d\u8054\u7cfb\u4eba\u3001\u662f\u5426\u6536\u5230\u5b8c\u6574\u56de\u590d\u3001\u662f\u5426\u6b63\u786e\u5224\u65ad\u201c\u53cd\u9988\u6df7\u5408\u201d&#xff0c;\u800c\u4e0d\u662f\u5230\u6700\u540e\u624d\u7b3c\u7edf\u5224\u65ad\u6574\u9879\u4efb\u52a1\u3002<\/p>\n<p>\u66f4\u80fd\u8bf4\u660e\u52a8\u6001\u91cd\u89c4\u5212\u7684\u662f GitLab \u6848\u4f8b\u3002Agent \u539f\u672c\u53ea\u9700\u521b\u5efa issue \u5e76\u5206\u914d\u7ed9 Li Ming&#xff0c;\u5374\u53d1\u73b0 Li Ming \u4e0d\u662f\u9879\u76ee\u6210\u5458\u3002\u5b83\u6ca1\u6709\u505c\u5728\u5931\u8d25\u72b6\u6001&#xff0c;\u800c\u662f\u521b\u5efa\u6216\u5b9a\u4f4d\u8d26\u53f7\u3001\u628a\u7528\u6237\u52a0\u5165\u9879\u76ee&#xff0c;\u518d\u8fd4\u56de\u521b\u5efa\u8868\u5355\u5b8c\u6210\u5206\u914d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154935-6ab3f50f98202.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 5&#xff1a;\u6210\u529f\u6848\u4f8b\u2014\u2014\u521b\u5efa\u5e76\u5206\u914d GitLab issue\u3002 \u53cd\u601d\u53d1\u73b0\u524d\u7f6e\u6761\u4ef6\u7f3a\u5931\u540e&#xff0c;Agent \u52a8\u6001\u63d2\u5165\u8865\u6551\u5b50\u4efb\u52a1&#xff0c;\u518d\u56de\u5230\u539f\u76ee\u6807\u3002<\/p>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u771f\u6b63\u4f53\u73b0\u7684\u4e0d\u662f\u201c\u80fd\u70b9\u7f51\u9875\u201d&#xff0c;\u800c\u662f\u95ed\u73af\u5982\u4f55\u6539\u53d8\u63a7\u5236\u6d41&#xff1a;\u73af\u5883\u5f02\u5e38 \u2192 \u53cd\u601d\u8bca\u65ad \u2192 \u961f\u5217\u65b0\u589e\u524d\u7f6e\u4efb\u52a1 \u2192 \u72b6\u6001\u4fee\u590d \u2192 \u6062\u590d\u4e3b\u6d41\u7a0b\u3002<\/p>\n<h2>\u516b\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/h2>\n<h3>1. TAC \u57fa\u51c6<\/h3>\n<p>TheAgentCompany&#xff08;TAC&#xff09;\u5305\u542b 175 \u4e2a\u4efb\u52a1&#xff0c;\u8986\u76d6 HR\u3001\u9879\u76ee\u7ba1\u7406\u3001\u8f6f\u4ef6\u5f00\u53d1\u3001\u6570\u636e\u79d1\u5b66\u3001\u8d22\u52a1\u7b49 6 \u7c7b\u5c97\u4f4d&#xff0c;\u5e76\u8981\u6c42 Agent \u5728\u591a\u79cd\u771f\u5b9e\u8f6f\u4ef6\u4e2d\u5b8c\u6210\u8de8\u5e94\u7528\u64cd\u4f5c\u3002\u4efb\u52a1\u5e73\u5747\u7ea6 40 \u4e2a\u52a8\u4f5c&#xff0c;\u9002\u5408\u68c0\u9a8c\u957f\u7a0b\u89c4\u5212\u3001\u5de5\u5177\u7ec4\u5408\u4e0e\u8de8\u5e73\u53f0\u4fe1\u606f\u6574\u5408\u3002<\/p>\n<h3>2. \u6a21\u578b\u4e0e\u8fd0\u884c\u8bbe\u7f6e<\/h3>\n<p>\u4e3b\u8981\u5b9e\u9a8c\u7684 PE Agent \u4e0e Reflect Agent \u90fd\u4f7f\u7528 Gemini-2.5 Flash&#xff1b;\u73af\u5883\u4e2d\u7684 NPC \u4f7f\u7528 GPT-4o&#xff1b;\u6bcf\u4e2a\u5b50\u4efb\u52a1\u6700\u591a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        N<\/p>\n<p>        &#061;<\/p>\n<p>        20<\/p>\n<p>       N&#061;20<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span style=\"margin-right: 0.109em\" class=\"mord mathnormal\">N<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">20<\/span><\/span><\/span><\/span><\/span> \u4e2a\u52a8\u4f5c\u3002<\/p>\n<p>\u8bba\u6587\u540c\u65f6\u6784\u9020\u4e24\u4e2a\u5b50\u96c6&#xff1a;<\/p>\n<ul>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          T<\/p>\n<p>           c<\/p>\n<p>           l<\/p>\n<p>        \\\\mathcal{T}_{cl}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.2542em\" class=\"mord mathcal\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.2542em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1a;18 \u4e2a\u4efb\u52a1&#xff0c;\u8986\u76d6\u516d\u7c7b\u5c97\u4f4d&#xff0c;\u7528\u4e8e\u4e09\u8f6e\u6301\u7eed\u5b66\u4e60&#xff1b;<\/li>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          T<\/p>\n<p>           h<\/p>\n<p>           a<\/p>\n<p>           r<\/p>\n<p>           d<\/p>\n<p>        \\\\mathcal{T}_{hard}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.2542em\" class=\"mord mathcal\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.2542em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">ha<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1a;12 \u4e2a\u6b64\u524d\u672a\u89c1\u7684\u56f0\u96be\u4efb\u52a1&#xff0c;\u7528\u4e8e\u6d4b\u8bd5\u79ef\u7d2f\u8bb0\u5fc6\u7684\u96f6\u6837\u672c\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n<h3>3. \u6307\u6807<\/h3>\n<p>\u90e8\u5206\u5b8c\u6210\u5206\u6570\u5b9a\u4e49\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          S<\/p>\n<p>           p<\/p>\n<p>           a<\/p>\n<p>           r<\/p>\n<p>           t<\/p>\n<p>           i<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>         &#061;<\/p>\n<p>         0.5<\/p>\n<p>         \u22c5<\/p>\n<p>           C<\/p>\n<p>           o<\/p>\n<p>           m<\/p>\n<p>           p<\/p>\n<p>           l<\/p>\n<p>           e<\/p>\n<p>           t<\/p>\n<p>           e<\/p>\n<p>           d<\/p>\n<p>           _<\/p>\n<p>           c<\/p>\n<p>           k<\/p>\n<p>           p<\/p>\n<p>           t<\/p>\n<p>           T<\/p>\n<p>           o<\/p>\n<p>           t<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>           _<\/p>\n<p>           c<\/p>\n<p>           k<\/p>\n<p>           p<\/p>\n<p>           t<\/p>\n<p>         &#043;<\/p>\n<p>         0.5<\/p>\n<p>         \u22c5<\/p>\n<p>          S<\/p>\n<p>           f<\/p>\n<p>           u<\/p>\n<p>           l<\/p>\n<p>           l<\/p>\n<p>         S_{partial}&#061;0.5\\\\cdot\\\\frac{Completed\\\\_ckpt}{Total\\\\_ckpt}&#043;0.5\\\\cdot S_{full} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">0.5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.3904em;vertical-align: -0.996em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3944em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.1389em\" class=\"mord mathnormal\">T<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">a<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span style=\"margin-right: 0.0278em\" class=\"mord\">_<\/span><span class=\"mord mathnormal\">c<\/span><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal\">k<\/span><span class=\"mord mathnormal\">pt<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.7em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0715em\" class=\"mord mathnormal\">C<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">m<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">pl<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">d<\/span><span style=\"margin-right: 0.0278em\" class=\"mord\">_<\/span><span class=\"mord mathnormal\">c<\/span><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal\">k<\/span><span class=\"mord mathnormal\">pt<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.996em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">0.5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal mtight\">f<\/span><span class=\"mord mathnormal mtight\">u<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          f<\/p>\n<p>          u<\/p>\n<p>          l<\/p>\n<p>          l<\/p>\n<p>        \u2208<\/p>\n<p>        {<\/p>\n<p>        0<\/p>\n<p>        ,<\/p>\n<p>        1<\/p>\n<p>        }<\/p>\n<p>       S_{full}\\\\in\\\\{0,1\\\\}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span style=\"margin-right: 0.1076em\" class=\"mord mathnormal mtight\">f<\/span><span class=\"mord mathnormal mtight\">u<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord\">0<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">1<\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span> \u8868\u793a\u4efb\u52a1\u662f\u5426\u5b8c\u6574\u5b8c\u6210\u3002<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          c<\/p>\n<p>          k<\/p>\n<p>          p<\/p>\n<p>          t<\/p>\n<p>       S_{ckpt}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal mtight\">k<\/span><span class=\"mord mathnormal mtight\">pt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u5219\u662f\u6240\u6709\u4efb\u52a1\u4e2d\u5df2\u5b8c\u6210 checkpoint \u5360\u603b checkpoint \u7684\u6bd4\u4f8b\u3002PCR&#xff08;Perfect Completion Rate&#xff09;\u8868\u793a\u5b8c\u6574\u89e3\u51b3\u7684\u4efb\u52a1\u6bd4\u4f8b\u3002<\/p>\n<p>\u8fd9\u4e2a\u6307\u6807\u8bbe\u8ba1\u540c\u65f6\u5956\u52b1\u4e2d\u95f4\u8fdb\u5ea6\u4e0e\u5b8c\u6574\u4ea4\u4ed8&#xff0c;\u4f46\u4e5f\u8981\u6ce8\u610f&#xff1a;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u9ad8\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u6700\u7ec8\u4ea4\u4ed8\u6210\u529f&#xff0c;\u56e0\u6b64\u8bba\u6587\u540c\u65f6\u62a5\u544a PCR \u624d\u80fd\u907f\u514d\u53ea\u770b\u5c40\u90e8 checkpoint\u3002<\/p>\n<h2>\u4e5d\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<h3>1. \u6301\u7eed\u5b66\u4e60&#xff1a;\u4e09\u8f6e\u6267\u884c\u662f\u5426\u771f\u7684\u8d8a\u505a\u8d8a\u597d<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154936-6ab3f51061749.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 3&#xff1a;MUSE \u7684\u8de8\u8f6e\u6b21\u6027\u80fd\u8d8b\u52bf\u3002 \u5b9e\u7ebf\u8868\u793a\u643a\u5e26\u8bb0\u5fc6\u7684\u4e09\u8f6e\u5b66\u4e60&#xff0c;\u865a\u7ebf\u8868\u793a\u65e0\u8bb0\u5fc6\u57fa\u7ebf\u3002<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          c<\/p>\n<p>          k<\/p>\n<p>          p<\/p>\n<p>          t<\/p>\n<p>       S_{ckpt}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal mtight\">k<\/span><span class=\"mord mathnormal mtight\">pt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece\u7b2c\u4e00\u8f6e\u7684 65.18% \u4e0a\u5347\u5230\u7b2c\u4e8c\u8f6e 69.18%\u3001\u7b2c\u4e09\u8f6e 73.18%&#xff1b;\u5e73\u5747 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece 55.49% \u4e0a\u5347\u5230 58.45% \u548c 64.61%\u3002\u65e0\u8bb0\u5fc6\u57fa\u7ebf\u5206\u522b\u4e3a 66.12% \u548c 55.85%\u3002<\/p>\n<p>\u8fd9\u91cc\u7684\u8bc1\u636e\u652f\u6301\u201c\u7ecf\u9a8c\u7d2f\u79ef\u4e0e\u6027\u80fd\u540c\u6b65\u589e\u957f\u201d&#xff0c;\u4f46\u4e0d\u80fd\u5355\u51ed\u4e09\u8f6e\u66f2\u7ebf\u8bc1\u660e\u65e0\u9650\u6301\u7eed\u5b66\u4e60\u3002\u5b9e\u9a8c\u53ea\u6709 18 \u4e2a\u4efb\u52a1\u3001\u4e09\u6b21\u8fed\u4ee3&#xff0c;\u5e76\u6ca1\u6709\u5c55\u793a\u66f4\u957f\u65f6\u95f4\u540e\u662f\u5426\u9971\u548c\u3001\u9000\u5316\u6216\u53d1\u751f\u8bb0\u5fc6\u51b2\u7a81\u3002<\/p>\n<h3>2. \u56f0\u96be\u4efb\u52a1\u4e0a\u7684\u96f6\u6837\u672c\u8fc1\u79fb<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            Framework<\/p>\n<p>            Model<\/p>\n<p>            Checkpoint<\/p>\n<p>             S<\/p>\n<p>              c<\/p>\n<p>              k<\/p>\n<p>              p<\/p>\n<p>              t<\/p>\n<p>             A<\/p>\n<p>             v<\/p>\n<p>             g<\/p>\n<p>             .<\/p>\n<p>             \u00a0<\/p>\n<p>              S<\/p>\n<p>               p<\/p>\n<p>               a<\/p>\n<p>               r<\/p>\n<p>               t<\/p>\n<p>               i<\/p>\n<p>               a<\/p>\n<p>               l<\/p>\n<p>            OpenHands-Versa<\/p>\n<p>            Claude-4\u00a0Sonnet<\/p>\n<p>             3<\/p>\n<p>             \/<\/p>\n<p>             59<\/p>\n<p>            5.08<\/p>\n<p>            2.00<\/p>\n<p>            OpenHands<\/p>\n<p>            Gemini-2.5\u00a0Pro<\/p>\n<p>             5<\/p>\n<p>             \/<\/p>\n<p>             59<\/p>\n<p>            8.47<\/p>\n<p>            3.00<\/p>\n<p>            MUSE\u00a0w\/o\u00a0mem<\/p>\n<p>            Gemini-2.5\u00a0Flash<\/p>\n<p>             18<\/p>\n<p>             \/<\/p>\n<p>             59<\/p>\n<p>            30.51<\/p>\n<p>            23.65<\/p>\n<p>             M<\/p>\n<p>             U<\/p>\n<p>             S<\/p>\n<p>             E<\/p>\n<p>             \u00a0<\/p>\n<p>             w<\/p>\n<p>             \/<\/p>\n<p>             \u00a0<\/p>\n<p>             m<\/p>\n<p>             e<\/p>\n<p>             m<\/p>\n<p>            Gemini-2.5\u00a0Flash<\/p>\n<p>             24<\/p>\n<p>             \/<\/p>\n<p>             59<\/p>\n<p>            40.68<\/p>\n<p>            33.41<\/p>\n<p>         \\\\begin{array}{l|l|c|c|c} \\\\textbf{Framework} &amp; \\\\textbf{Model} &amp; \\\\textbf{Checkpoint} &amp; \\\\mathbf{S_{ckpt}} &amp; \\\\mathbf{Avg.\\\\ S_{partial}} \\\\\\\\ \\\\hline \\\\text{OpenHands-Versa} &amp; \\\\text{Claude-4 Sonnet} &amp; 3\/59 &amp; 5.08 &amp; 2.00 \\\\\\\\ \\\\text{OpenHands} &amp; \\\\text{Gemini-2.5 Pro} &amp; 5\/59 &amp; 8.47 &amp; 3.00 \\\\\\\\ \\\\text{MUSE w\/o mem} &amp; \\\\text{Gemini-2.5 Flash} &amp; 18\/59 &amp; 30.51 &amp; 23.65 \\\\\\\\ \\\\mathbf{MUSE\\\\ w\/\\\\ mem} &amp; \\\\text{Gemini-2.5 Flash} &amp; \\\\mathbf{24\/59} &amp; \\\\mathbf{40.68} &amp; \\\\mathbf{33.41} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 6em;vertical-align: -2.75em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.25em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Framework<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands-Versa<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MUSE\u00a0w\/o\u00a0mem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">MUSE<\/span><span class=\"mspace\">\u00a0<\/span><span class=\"mord mathbf\">w\/<\/span><span class=\"mspace\">\u00a0<\/span><span class=\"mord mathbf\">mem<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Model<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Claude-4\u00a0Sonnet<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Pro<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Flash<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Flash<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Checkpoint<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3\/59<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5\/59<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">18\/59<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">24\/59<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">ckpt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5.08<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">8.47<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">30.51<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">40.68<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Avg.<\/span><span class=\"mspace\">\u00a0<\/span><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">partial<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.00<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3.00<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">23.65<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">33.41<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -7.3em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 1&#xff1a;\u56f0\u96be\u4efb\u52a1\u96c6\u4e0a\u7684\u6cdb\u5316\u7ed3\u679c\u3002 \u6bd4\u8f83\u65e0\u8bb0\u5fc6\u4e0e\u643a\u5e26\u5df2\u79ef\u7d2f\u8bb0\u5fc6\u7684 MUSE&#xff0c;\u4ee5\u53ca\u5176\u4ed6\u5f3a Agent \u57fa\u7ebf\u3002<\/p>\n<p>\u8bb0\u5fc6\u6765\u81ea <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         T<\/p>\n<p>          c<\/p>\n<p>          l<\/p>\n<p>       \\\\mathcal{T}_{cl}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.2542em\" class=\"mord mathcal\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.2542em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u7684\u4e09\u8f6e\u5b66\u4e60&#xff0c;\u800c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         T<\/p>\n<p>          h<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          d<\/p>\n<p>       \\\\mathcal{T}_{hard}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.2542em\" class=\"mord mathcal\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.2542em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">ha<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u5728\u8bb0\u5fc6\u79ef\u7d2f\u9636\u6bb5\u672a\u51fa\u73b0\u3002\u52a0\u5165\u8bb0\u5fc6\u540e&#xff0c;MUSE \u7684\u5e73\u5747 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece 23.65% \u63d0\u5347\u5230 33.41%&#xff0c;\u7edd\u5bf9\u63d0\u5347 9.76 \u4e2a\u767e\u5206\u70b9&#xff1b;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          c<\/p>\n<p>          k<\/p>\n<p>          p<\/p>\n<p>          t<\/p>\n<p>       S_{ckpt}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span style=\"margin-right: 0.0315em\" class=\"mord mathnormal mtight\">k<\/span><span class=\"mord mathnormal mtight\">pt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece 30.51% \u63d0\u5347\u5230 40.68%\u3002<\/p>\n<p>\u8fd9\u6bd4\u91cd\u590d\u4efb\u52a1\u4e0a\u7684\u63d0\u5347\u66f4\u80fd\u8bf4\u660e\u4ef7\u503c&#xff1a;\u8bb0\u5fc6\u5e76\u975e\u53ea\u4fdd\u5b58\u67d0\u4e00\u9053\u9898\u7684\u7b54\u6848&#xff0c;\u81f3\u5c11\u90e8\u5206\u6218\u7565\u3001SOP \u4e0e\u5de5\u5177\u89c4\u5219\u80fd\u591f\u8fc1\u79fb\u5230\u65b0\u4efb\u52a1\u3002\u4f46 MUSE \u5373\u4f7f\u4e0d\u5e26\u8bb0\u5fc6\u4e5f\u663e\u8457\u5f3a\u4e8e OpenHands \u57fa\u7ebf&#xff0c;\u8bf4\u660e PE &#043; Reflect \u67b6\u6784\u672c\u8eab\u8d21\u732e\u5f88\u5927&#xff0c;\u4e0d\u80fd\u628a\u5168\u90e8\u4f18\u52bf\u5f52\u56e0\u4e8e Memory Module\u3002<\/p>\n<h3>3. TAC \u5168\u91cf\u7ed3\u679c<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            Framework<\/p>\n<p>            Model<\/p>\n<p>            Checkpoint<\/p>\n<p>             S<\/p>\n<p>              c<\/p>\n<p>              k<\/p>\n<p>              p<\/p>\n<p>              t<\/p>\n<p>             A<\/p>\n<p>             v<\/p>\n<p>             g<\/p>\n<p>             .<\/p>\n<p>             \u00a0<\/p>\n<p>              S<\/p>\n<p>               p<\/p>\n<p>               a<\/p>\n<p>               r<\/p>\n<p>               t<\/p>\n<p>               i<\/p>\n<p>               a<\/p>\n<p>               l<\/p>\n<p>             P<\/p>\n<p>             C<\/p>\n<p>             R<\/p>\n<p>            OWL-RolePlay<\/p>\n<p>            GPT-4o\u00a0&#043;\u00a0o3-mini<\/p>\n<p>             127<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            16.37<\/p>\n<p>            11.04<\/p>\n<p>            4.00<\/p>\n<p>            OpenHands<\/p>\n<p>            Gemini-1.5\u00a0Pro<\/p>\n<p>             90<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            11.60<\/p>\n<p>            8.02<\/p>\n<p>            3.43<\/p>\n<p>            OpenHands<\/p>\n<p>            Gemini-2.0\u00a0Flash<\/p>\n<p>             195<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            25.13<\/p>\n<p>            18.96<\/p>\n<p>            11.43<\/p>\n<p>            OpenHands<\/p>\n<p>            Gemini-2.5\u00a0Pro<\/p>\n<p>             361<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            46.52<\/p>\n<p>            39.28<\/p>\n<p>            30.29<\/p>\n<p>            OpenHands-Versa<\/p>\n<p>            Claude-3.7\u00a0Sonnet<\/p>\n<p>             353<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            45.49<\/p>\n<p>            40.18<\/p>\n<p>            30.86<\/p>\n<p>            OpenHands-Versa<\/p>\n<p>            Claude-4\u00a0Sonnet<\/p>\n<p>             392<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            50.52<\/p>\n<p>            43.19<\/p>\n<p>            33.14<\/p>\n<p>             M<\/p>\n<p>             U<\/p>\n<p>             S<\/p>\n<p>             E<\/p>\n<p>            Gemini-2.5\u00a0Flash<\/p>\n<p>             465<\/p>\n<p>             \/<\/p>\n<p>             776<\/p>\n<p>            59.92<\/p>\n<p>            51.78<\/p>\n<p>            41.14<\/p>\n<p>         \\\\begin{array}{l|l|c|c|c|c} \\\\textbf{Framework} &amp; \\\\textbf{Model} &amp; \\\\textbf{Checkpoint} &amp; \\\\mathbf{S_{ckpt}} &amp; \\\\mathbf{Avg.\\\\ S_{partial}} &amp; \\\\mathbf{PCR} \\\\\\\\ \\\\hline \\\\text{OWL-RolePlay} &amp; \\\\text{GPT-4o &#043; o3-mini} &amp; 127\/776 &amp; 16.37 &amp; 11.04 &amp; 4.00 \\\\\\\\ \\\\text{OpenHands} &amp; \\\\text{Gemini-1.5 Pro} &amp; 90\/776 &amp; 11.60 &amp; 8.02 &amp; 3.43 \\\\\\\\ \\\\text{OpenHands} &amp; \\\\text{Gemini-2.0 Flash} &amp; 195\/776 &amp; 25.13 &amp; 18.96 &amp; 11.43 \\\\\\\\ \\\\text{OpenHands} &amp; \\\\text{Gemini-2.5 Pro} &amp; 361\/776 &amp; 46.52 &amp; 39.28 &amp; 30.29 \\\\\\\\ \\\\text{OpenHands-Versa} &amp; \\\\text{Claude-3.7 Sonnet} &amp; 353\/776 &amp; 45.49 &amp; 40.18 &amp; 30.86 \\\\\\\\ \\\\text{OpenHands-Versa} &amp; \\\\text{Claude-4 Sonnet} &amp; 392\/776 &amp; 50.52 &amp; 43.19 &amp; 33.14 \\\\\\\\ \\\\mathbf{MUSE} &amp; \\\\text{Gemini-2.5 Flash} &amp; \\\\mathbf{465\/776} &amp; \\\\mathbf{59.92} &amp; \\\\mathbf{51.78} &amp; \\\\mathbf{41.14} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 9.6em;vertical-align: -4.55em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.05em\"><span class=\"pstrut\" style=\"height: 7.05em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Framework<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OWL-RolePlay<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands-Versa<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands-Versa<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">MUSE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Model<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">GPT-4o\u00a0&#043;\u00a0o3-mini<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-1.5\u00a0Pro<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.0\u00a0Flash<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Pro<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Claude-3.7\u00a0Sonnet<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Claude-4\u00a0Sonnet<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Flash<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Checkpoint<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">127\/776<\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">90\/776<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">195\/776<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">361\/776<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">353\/776<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">392\/776<\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">465\/776<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">ckpt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">16.37<\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">11.60<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">25.13<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">46.52<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">45.49<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">50.52<\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">59.92<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Avg.<\/span><span class=\"mspace\">\u00a0<\/span><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">partial<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">11.04<\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">8.02<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">18.96<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">39.28<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">40.18<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">43.19<\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">51.78<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">PCR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4.00<\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3.43<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">11.43<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">30.29<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">30.86<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">33.14<\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">41.14<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -10.9em\"><span class=\"pstrut\" style=\"height: 7.05em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 2&#xff1a;TAC \u5168\u90e8 175 \u4e2a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002 MUSE \u4f7f\u7528 Gemini-2.5 Flash&#xff0c;\u5728 checkpoint\u3001\u90e8\u5206\u5b8c\u6210\u5206\u6570\u4e0e\u5b8c\u6574\u5b8c\u6210\u7387\u4e0a\u5747\u4e3a\u6700\u4f73\u3002<\/p>\n<p>MUSE \u7684\u5e73\u5747 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>        &#061;<\/p>\n<p>        51.78<\/p>\n<p>        %<\/p>\n<p>       S_{partial}&#061;51.78\\\\%<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8056em;vertical-align: -0.0556em\"><\/span><span class=\"mord\">51.78%<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u76f8\u5bf9\u6b64\u524d\u6700\u4f73 43.19% \u63d0\u5347\u7ea6 19.9%&#xff1b;PCR \u4ece 33.14% \u63d0\u5347\u5230 41.14%&#xff0c;\u7edd\u5bf9\u63d0\u9ad8 8 \u4e2a\u767e\u5206\u70b9\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f&#xff0c;\u8fdb\u5165\u5168\u91cf\u8bc4\u6d4b\u524d\u7684\u8bb0\u5fc6\u53ea\u6765\u81ea 18 \u4e2a\u4efb\u52a1&#xff0c;\u7ea6\u5360\u5b8c\u6574\u57fa\u51c6\u7684 10%\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u8fd9\u5e76\u4e0d\u662f\u5b8c\u5168\u201c\u540c\u6a21\u578b\u3001\u540c\u6846\u67b6\u201d\u7684\u5355\u53d8\u91cf\u6bd4\u8f83\u3002\u4e0d\u540c\u65b9\u6cd5\u4f7f\u7528\u7684\u6a21\u578b\u3001\u6267\u884c\u6846\u67b6\u4e0e\u53cd\u601d\u673a\u5236\u4e0d\u540c\u3002Table 2 \u80fd\u8bc1\u660e MUSE \u7cfb\u7edf\u5728\u8be5\u57fa\u51c6\u4e0a\u7684\u603b\u4f53\u7ade\u4e89\u529b&#xff0c;\u4f46\u5bf9 Memory Module \u7684\u56e0\u679c\u5224\u65ad\u4ecd\u8981\u770b\u540e\u9762\u7684\u6d88\u878d\u3002<\/p>\n<h2>\u5341\u3001\u6d88\u878d\u3001\u6a21\u578b\u8fc1\u79fb\u4e0e\u6548\u7387<\/h2>\n<h3>1. PE\u3001Reflect \u4e0e Memory \u5404\u81ea\u8d21\u732e\u591a\u5c11<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>             P<\/p>\n<p>             E<\/p>\n<p>             R<\/p>\n<p>             e<\/p>\n<p>             f<\/p>\n<p>             l<\/p>\n<p>             e<\/p>\n<p>             c<\/p>\n<p>             t<\/p>\n<p>             M<\/p>\n<p>             e<\/p>\n<p>             m<\/p>\n<p>             o<\/p>\n<p>             r<\/p>\n<p>             y<\/p>\n<p>             A<\/p>\n<p>             v<\/p>\n<p>             g<\/p>\n<p>             .<\/p>\n<p>             T<\/p>\n<p>             i<\/p>\n<p>             m<\/p>\n<p>             e<\/p>\n<p>             (<\/p>\n<p>             s<\/p>\n<p>             )<\/p>\n<p>             C<\/p>\n<p>             h<\/p>\n<p>             e<\/p>\n<p>             c<\/p>\n<p>             k<\/p>\n<p>             p<\/p>\n<p>             o<\/p>\n<p>             i<\/p>\n<p>             n<\/p>\n<p>             t<\/p>\n<p>             S<\/p>\n<p>              c<\/p>\n<p>              k<\/p>\n<p>              p<\/p>\n<p>              t<\/p>\n<p>             A<\/p>\n<p>             v<\/p>\n<p>             g<\/p>\n<p>             .<\/p>\n<p>              S<\/p>\n<p>               p<\/p>\n<p>               a<\/p>\n<p>               r<\/p>\n<p>               t<\/p>\n<p>               i<\/p>\n<p>               a<\/p>\n<p>               l<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>             N<\/p>\n<p>             o<\/p>\n<p>             N<\/p>\n<p>             o<\/p>\n<p>            620.07<\/p>\n<p>             54<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            63.53<\/p>\n<p>            43.21<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>             N<\/p>\n<p>             o<\/p>\n<p>            895.19<\/p>\n<p>             56.2<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            66.12<\/p>\n<p>            55.85<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>             Y<\/p>\n<p>             e<\/p>\n<p>             s<\/p>\n<p>            993.05<\/p>\n<p>             62.2<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            73.18<\/p>\n<p>            64.61<\/p>\n<p>         \\\\begin{array}{c|c|c|c|c|c|c} \\\\mathbf{PE} &amp; \\\\mathbf{Reflect} &amp; \\\\mathbf{Memory} &amp; \\\\mathbf{Avg.Time(s)} &amp; \\\\mathbf{Checkpoint} &amp; \\\\mathbf{S_{ckpt}} &amp; \\\\mathbf{Avg.S_{partial}} \\\\\\\\ \\\\hline \\\\mathrm{Yes} &amp; \\\\mathrm{No} &amp; \\\\mathrm{No} &amp; 620.07 &amp; 54\/85 &amp; 63.53 &amp; 43.21 \\\\\\\\ \\\\mathrm{Yes} &amp; \\\\mathrm{Yes} &amp; \\\\mathrm{No} &amp; 895.19 &amp; 56.2\/85 &amp; 66.12 &amp; 55.85 \\\\\\\\ \\\\mathrm{Yes} &amp; \\\\mathrm{Yes} &amp; \\\\mathrm{Yes} &amp; 993.05 &amp; 62.2\/85 &amp; 73.18 &amp; 64.61 \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 4.8em;vertical-align: -2.15em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.65em\"><span class=\"pstrut\" style=\"height: 4.65em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">PE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Reflect<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">No<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span style=\"margin-right: 0.016em\" class=\"mord mathbf\">Memory<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">No<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">No<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">Yes<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Avg.Time<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathbf\">s<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">620.07<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">895.19<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">993.05<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Checkpoint<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">54\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">56.2\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">62.2\/85<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">ckpt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">63.53<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">66.12<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">73.18<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Avg.<\/span><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">partial<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">43.21<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">55.85<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">64.61<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -6.1em\"><span class=\"pstrut\" style=\"height: 4.65em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 3&#xff1a;MUSE \u7ec4\u4ef6\u6d88\u878d\u4e0e\u5e73\u5747\u8017\u65f6\u3002 \u5728\u7eaf PE Agent \u4e0a\u4f9d\u6b21\u52a0\u5165 Reflect Agent \u548c Memory Module\u3002<\/p>\n<p>\u52a0\u5165 Reflect Agent \u540e&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece 43.21% \u63d0\u5347\u5230 55.85%&#xff0c;\u7edd\u5bf9\u63d0\u5347 12.64 \u4e2a\u767e\u5206\u70b9&#xff0c;\u4f46\u5e73\u5747\u65f6\u95f4\u589e\u52a0 275.12 \u79d2\u3002\u8bf4\u660e\u72ec\u7acb\u9a8c\u6536\u4e0e\u91cd\u8bd5\u5f88\u6709\u6548&#xff0c;\u4e5f\u786e\u5b9e\u6602\u8d35\u3002<\/p>\n<p>\u5728 PE &#043; Reflect \u57fa\u7840\u4e0a\u52a0\u5165\u8bb0\u5fc6&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u518d\u4ece 55.85% \u63d0\u5347\u5230 64.61%&#xff0c;\u7edd\u5bf9\u63d0\u5347 8.76 \u4e2a\u767e\u5206\u70b9&#xff1b;\u5e73\u5747\u65f6\u95f4\u589e\u52a0 97.86 \u79d2\u3002\u5c31\u8bba\u6587\u7ed9\u51fa\u7684\u63a8\u7406\u8017\u65f6\u800c\u8a00&#xff0c;\u8bb0\u5fc6\u68c0\u7d22\u7684\u8fb9\u9645\u6210\u672c\u4f4e\u4e8e\u53cd\u601d\u91cd\u8bd5&#xff0c;\u800c\u6536\u76ca\u4ecd\u7136\u660e\u663e\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u5b8c\u6574 MUSE \u7684\u5e73\u5747\u8017\u65f6\u4e3a 993.05 \u79d2&#xff0c;\u76f8\u6bd4\u7eaf PE \u7684 620.07 \u79d2\u589e\u52a0\u7ea6 60%\u3002\u8bba\u6587\u6240\u8bf4\u7684\u201c\u6548\u7387\u5e73\u8861\u201d\u4e3b\u8981\u6307\u6027\u80fd\u2014\u63a8\u7406\u6df1\u5ea6\u4e4b\u95f4\u7684\u6298\u4e2d&#xff0c;\u800c\u4e0d\u662f\u7edd\u5bf9\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<h3>2. \u8bb0\u5fc6\u80fd\u5426\u8de8\u6a21\u578b\u8fc1\u79fb<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u7c7b\u578b<\/p>\n<p>            \u6846\u67b6<\/p>\n<p>            \u6a21\u578b<\/p>\n<p>            Checkpoint<\/p>\n<p>             S<\/p>\n<p>              c<\/p>\n<p>              k<\/p>\n<p>              p<\/p>\n<p>              t<\/p>\n<p>             A<\/p>\n<p>             v<\/p>\n<p>             g<\/p>\n<p>             .<\/p>\n<p>              S<\/p>\n<p>               p<\/p>\n<p>               a<\/p>\n<p>               r<\/p>\n<p>               t<\/p>\n<p>               i<\/p>\n<p>               a<\/p>\n<p>               l<\/p>\n<p>            Open<\/p>\n<p>            OpenHands<\/p>\n<p>            Llama-3.1\u00a0405B<\/p>\n<p>             17<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            20.00<\/p>\n<p>            9.78<\/p>\n<p>            Open<\/p>\n<p>            OpenHands<\/p>\n<p>            Llama-3.3\u00a070B<\/p>\n<p>             11<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            12.94<\/p>\n<p>            5.84<\/p>\n<p>            Open<\/p>\n<p>            OpenHands<\/p>\n<p>            Qwen-2.5\u00a072B<\/p>\n<p>             11<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            12.94<\/p>\n<p>            6.50<\/p>\n<p>            Open<\/p>\n<p>            MUSE<\/p>\n<p>            DeepSeek-V3\u00a0w\/o\u00a0mem<\/p>\n<p>             29<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            34.12<\/p>\n<p>            28.01<\/p>\n<p>            Open<\/p>\n<p>            MUSE<\/p>\n<p>            DeepSeek-V3\u00a0w\/\u00a0mem<\/p>\n<p>             43<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            50.59<\/p>\n<p>            36.75<\/p>\n<p>            Closed<\/p>\n<p>            OpenHands<\/p>\n<p>            Gemini-2.5\u00a0Pro<\/p>\n<p>             58<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            65.39<\/p>\n<p>            57.67<\/p>\n<p>            Closed<\/p>\n<p>            MUSE<\/p>\n<p>            Gemini-2.5\u00a0Flash\u00a0w\/\u00a0mem<\/p>\n<p>             62.2<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            73.18<\/p>\n<p>            64.61<\/p>\n<p>            Closed<\/p>\n<p>            MUSE<\/p>\n<p>            Gemini-2.5\u00a0Pro\u00a0w\/\u00a0mem<\/p>\n<p>             68<\/p>\n<p>             \/<\/p>\n<p>             85<\/p>\n<p>            80.00<\/p>\n<p>            67.10<\/p>\n<p>         \\\\begin{array}{l|l|l|c|c|c} \\\\textbf{\u7c7b\u578b} &amp; \\\\textbf{\u6846\u67b6} &amp; \\\\textbf{\u6a21\u578b} &amp; \\\\textbf{Checkpoint} &amp; \\\\mathbf{S_{ckpt}} &amp; \\\\mathbf{Avg.S_{partial}} \\\\\\\\ \\\\hline \\\\text{Open} &amp; \\\\text{OpenHands} &amp; \\\\text{Llama-3.1 405B} &amp; 17\/85 &amp; 20.00 &amp; 9.78 \\\\\\\\ \\\\text{Open} &amp; \\\\text{OpenHands} &amp; \\\\text{Llama-3.3 70B} &amp; 11\/85 &amp; 12.94 &amp; 5.84 \\\\\\\\ \\\\text{Open} &amp; \\\\text{OpenHands} &amp; \\\\text{Qwen-2.5 72B} &amp; 11\/85 &amp; 12.94 &amp; 6.50 \\\\\\\\ \\\\text{Open} &amp; \\\\text{MUSE} &amp; \\\\text{DeepSeek-V3 w\/o mem} &amp; 29\/85 &amp; 34.12 &amp; 28.01 \\\\\\\\ \\\\text{Open} &amp; \\\\text{MUSE} &amp; \\\\text{DeepSeek-V3 w\/ mem} &amp; 43\/85 &amp; 50.59 &amp; 36.75 \\\\\\\\ \\\\hline \\\\text{Closed} &amp; \\\\text{OpenHands} &amp; \\\\text{Gemini-2.5 Pro} &amp; 58\/85 &amp; 65.39 &amp; 57.67 \\\\\\\\ \\\\text{Closed} &amp; \\\\text{MUSE} &amp; \\\\text{Gemini-2.5 Flash w\/ mem} &amp; 62.2\/85 &amp; 73.18 &amp; 64.61 \\\\\\\\ \\\\text{Closed} &amp; \\\\text{MUSE} &amp; \\\\text{Gemini-2.5 Pro w\/ mem} &amp; 68\/85 &amp; 80.00 &amp; 67.10 \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 10.8em;vertical-align: -5.15em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.65em\"><span class=\"pstrut\" style=\"height: 7.65em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u7c7b\u578b<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Open<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Open<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Open<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Open<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Open<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Closed<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Closed<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Closed<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 10.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -5.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u6846\u67b6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MUSE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MUSE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MUSE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MUSE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 10.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -5.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u6a21\u578b<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Llama-3.1\u00a0405B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Llama-3.3\u00a070B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Qwen-2.5\u00a072B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSeek-V3\u00a0w\/o\u00a0mem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSeek-V3\u00a0w\/\u00a0mem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Pro<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Flash\u00a0w\/\u00a0mem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Gemini-2.5\u00a0Pro\u00a0w\/\u00a0mem<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 10.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -5.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Checkpoint<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">17\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">11\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">11\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">29\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">43\/85<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">58\/85<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">62.2\/85<\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">68\/85<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 10.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -5.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">ckpt<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">20.00<\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">12.94<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">12.94<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">34.12<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">50.59<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">65.39<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">73.18<\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.00<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 10.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -5.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.65em\"><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">Avg.<\/span><span class=\"mord\"><span class=\"mord mathbf\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathbf mtight\">partial<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">9.78<\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5.84<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">6.50<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">28.01<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">36.75<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">57.67<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">64.61<\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">67.10<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -6.1em\"><span class=\"pstrut\" style=\"height: 7.65em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -12.1em\"><span class=\"pstrut\" style=\"height: 7.65em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 4&#xff1a;\u4e0d\u540c\u5f00\u6e90\u4e0e\u95ed\u6e90\u6a21\u578b\u4e0a\u7684\u7ed3\u679c\u3002 \u81ea\u7136\u8bed\u8a00\u8bb0\u5fc6\u80fd\u4ece Gemini \u9a71\u52a8\u7684\u79ef\u7d2f\u8fc7\u7a0b\u8fc1\u79fb\u7ed9 DeepSeek-V3&#xff0c;\u5e76\u7ee7\u7eed\u5e26\u6765\u589e\u76ca\u3002<\/p>\n<p>DeepSeek-V3 \u52a0\u5165\u9884\u79ef\u7d2f\u8bb0\u5fc6\u540e&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>          a<\/p>\n<p>          l<\/p>\n<p>       S_{partial}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span style=\"margin-right: 0.0576em\" class=\"mord mathnormal\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span style=\"margin-right: 0.0278em\" class=\"mord mathnormal mtight\">r<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">ia<\/span><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal mtight\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4ece 28.01% \u63d0\u5347\u5230 36.75%&#xff0c;\u8bf4\u660e\u8bb0\u5fc6\u4e0d\u662f\u7ed1\u5b9a\u67d0\u4e2a\u6a21\u578b\u53c2\u6570\u7684\u9690\u72b6\u6001\u3002Gemini-2.5 Pro \u4e0a&#xff0c;MUSE \u8fbe\u5230 67.10%&#xff0c;\u4e5f\u9ad8\u4e8e\u540c\u6a21\u578b OpenHands \u7684 57.67%\u3002<\/p>\n<p>\u8fd9\u652f\u6301\u201c\u81ea\u7136\u8bed\u8a00\u7ecf\u9a8c\u5177\u5907\u6a21\u578b\u65e0\u5173\u6027\u201d&#xff0c;\u4f46\u5c1a\u672a\u56de\u7b54\u4e0d\u540c\u6a21\u578b\u5bf9\u540c\u4e00\u8bb0\u5fc6\u7684\u9075\u5faa\u7a0b\u5ea6\u3001\u9519\u8bef\u654f\u611f\u6027\u548c\u5199\u5165\u98ce\u683c\u662f\u5426\u4e00\u81f4\u3002<\/p>\n<h3>3. \u4e0a\u4e0b\u6587\u538b\u7f29\u7684\u6548\u7387\u4f5c\u7528<\/h3>\n<p>MUSE \u4f1a\u538b\u7f29\u65e9\u671f\u4ee3\u7801\u3001\u6d4f\u89c8\u5668 Accessibility Tree \u7b49\u5197\u4f59\u4fe1\u606f\u3002\u8bba\u6587\u6309\u5b50\u4efb\u52a1\u4f4d\u7f6e\u7edf\u8ba1\u6bcf\u4e2a\u52a8\u4f5c\u7684\u5e73\u5747 token \u6d88\u8017\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154936-6ab3f5107ea30.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 8&#xff1a;\u542f\u7528\u4e0a\u4e0b\u6587\u538b\u7f29\u65f6\u7684 token \u6d88\u8017\u3002 \u540e\u671f\u5b50\u4efb\u52a1\u7684\u6bcf\u52a8\u4f5c\u8f93\u5165\u91cf\u5927\u81f4\u7ef4\u6301\u5728\u6570\u4e07 token \u91cf\u7ea7\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154936-6ab3f510ca5de.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 9&#xff1a;\u4e0d\u542f\u7528\u4e0a\u4e0b\u6587\u538b\u7f29\u65f6\u7684 token \u6d88\u8017\u3002 \u7b2c 12 \u4e2a\u5b50\u4efb\u52a1\u7684\u6bcf\u52a8\u4f5c\u8f93\u5165\u91cf\u63a5\u8fd1 56 \u4e07 token\u3002<\/p>\n<p>\u4e24\u56fe\u7684\u7eb5\u8f74\u91cf\u7ea7\u5dee\u5f02\u975e\u5e38\u660e\u663e\u3002\u4f5c\u8005\u636e\u6b64\u62a5\u544a\u8d85\u8fc7 10 \u500d\u7684\u538b\u7f29\u7387\u3002\u5b83\u8bf4\u660e\u957f\u6d41\u7a0b\u7cfb\u7edf\u4e0d\u80fd\u53ea\u4f18\u5316\u5916\u90e8 Memory&#xff1a;\u5982\u679c\u5de5\u4f5c\u4e0a\u4e0b\u6587\u672c\u8eab\u65e0\u9650\u7d2f\u79ef&#xff0c;\u518d\u597d\u7684\u8bb0\u5fc6\u68c0\u7d22\u4e5f\u4f1a\u88ab\u4e0d\u65ad\u589e\u957f\u7684\u5386\u53f2\u6df9\u6ca1\u3002<\/p>\n<p>\u4f46\u8bba\u6587\u6ca1\u6709\u7ed9\u51fa\u538b\u7f29\u524d\u540e\u7684\u4efb\u52a1\u7cbe\u5ea6\u5bf9\u7167&#xff0c;\u56e0\u6b64\u8fd9\u91cc\u53ea\u80fd\u8bc1\u660e token \u6210\u672c\u663e\u8457\u4e0b\u964d&#xff0c;\u4e0d\u80fd\u8bc1\u660e\u538b\u7f29\u5b8c\u5168\u6ca1\u6709\u635f\u4f24\u5173\u952e\u4fe1\u606f\u3002<\/p>\n<h2>\u5341\u4e00\u3001\u5931\u8d25\u6848\u4f8b\u4e0e\u53cd\u4f8b<\/h2>\n<h3>1. PDF \u5185\u5d4c\u56fe\u7247\u4e0d\u53ef\u89c1<\/h3>\n<p>\u5728 \u201cadmin-make-spreadsheet\u201d \u4e2d&#xff0c;Agent \u672a\u80fd\u63d0\u524d\u611f\u77e5 PDF \u5185\u5d4c\u56fe\u50cf\u4e2d\u7684\u975e\u7ed3\u6784\u5316\u4fe1\u606f&#xff0c;\u5bfc\u81f4\u540e\u7eed\u8868\u683c\u5904\u7406\u5931\u8d25\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154937-6ab3f51124229.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 6&#xff1a;\u5931\u8d25\u6848\u4f8b\u2014\u2014PDF \u56fe\u50cf\u611f\u77e5\u7f3a\u5931\u3002 \u5173\u952e\u6570\u636e\u6ca1\u6709\u8fdb\u5165 Agent \u53ef\u7528\u7684\u89c2\u5bdf&#xff0c;\u540e\u7eed\u89c4\u5212\u4e0e\u8bb0\u5fc6\u90fd\u65e0\u6cd5\u5f25\u8865\u3002<\/p>\n<p>\u8fd9\u4e2a\u5931\u8d25\u63d0\u9192\u6211\u4eec&#xff1a;\u8bb0\u5fc6\u53ea\u80fd\u590d\u7528\u66fe\u7ecf\u88ab\u6b63\u786e\u89c2\u5bdf\u548c\u7406\u89e3\u7684\u7ecf\u9a8c\u3002\u82e5\u8f93\u5165\u611f\u77e5\u9636\u6bb5\u6839\u672c\u6ca1\u6709\u770b\u5230\u5173\u952e\u6570\u636e&#xff0c;\u53cd\u601d\u53ea\u80fd\u53d1\u73b0\u201c\u7ed3\u679c\u4e0d\u5bf9\u201d&#xff0c;\u5374\u672a\u5fc5\u80fd\u6062\u590d\u7f3a\u5931\u5185\u5bb9\u3002<\/p>\n<h3>2. Excel \u6570\u5b57\u683c\u5f0f\u89e3\u6790\u5931\u8d25<\/h3>\n<p>\u5728\u6570\u636e\u53ef\u89c6\u5316\u4efb\u52a1\u4e2d&#xff0c;Agent \u5bf9\u5e26\u5343\u4f4d\u5206\u9694\u7b26\u7684\u7ed3\u6784\u5316\u6570\u503c\u89c2\u5bdf\u4e0d\u8db3&#xff0c;\u5bfc\u81f4\u751f\u6210\u4ee3\u7801\u65f6\u6ca1\u6709\u63d0\u53d6\u51fa\u6709\u6548\u6570\u503c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260923154938-6ab3f51229dd2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 7&#xff1a;\u5931\u8d25\u6848\u4f8b\u2014\u2014\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\u89e3\u6790\u4e0d\u8db3\u3002 \u8868\u9762\u4e0a\u53ef\u89c1\u7684\u6570\u636e\u6ca1\u6709\u88ab\u6b63\u786e\u8f6c\u6362\u4e3a\u53ef\u8ba1\u7b97\u6570\u503c\u3002<\/p>\n<p>\u4e24\u4e2a\u6848\u4f8b\u5171\u540c\u8bf4\u660e MUSE \u7684\u80fd\u529b\u4e0a\u9650\u4ecd\u53d7\u89c2\u5bdf\u901a\u9053\u9650\u5236\u3002\u4eba\u7c7b\u901a\u5e38\u4ee5\u5e76\u884c\u3001\u591a\u6a21\u6001\u65b9\u5f0f\u5feb\u901f\u5efa\u7acb\u5168\u5c40\u8ba4\u8bc6&#xff0c;\u800c Agent \u7684\u89c2\u5bdf\u4ecd\u662f\u88ab\u52a8\u3001\u7ebf\u6027\u7684\u3002\u5c42\u6b21\u8bb0\u5fc6\u6539\u5584\u7684\u662f\u201c\u770b\u89c1\u4ee5\u540e\u5982\u4f55\u5b66\u201d&#xff0c;\u4e0d\u662f\u201c\u5982\u4f55\u4fdd\u8bc1\u4e00\u5f00\u59cb\u5c31\u770b\u89c1\u201d\u3002<\/p>\n<h2>\u5341\u4e8c\u3001\u4e0e Agent Memory \u7cfb\u5217\u65b9\u6cd5\u7684\u6a2a\u5411\u6bd4\u8f83<\/h2>\n<p>\u4e0b\u9762\u7684\u6bd4\u8f83\u53ea\u56f4\u7ed5\u672c\u6587\u6838\u5fc3\u589e\u91cf&#xff1a;\u7ecf\u9a8c\u5728\u4f55\u65f6\u4ea7\u751f\u3001\u4ee5\u4f55\u79cd\u5f62\u5f0f\u4fdd\u5b58\u3001\u5982\u4f55\u4ecb\u5165\u4e0b\u4e00\u6b21\u884c\u52a8\u3002<\/p>\n<table>\n<tr>\u65b9\u6cd5\u4e3b\u8981\u8bb0\u5fc6\u5bf9\u8c61\u5173\u952e\u673a\u5236\u4e0e MUSE \u7684\u672c\u8d28\u5dee\u5f02<\/tr>\n<tbody>\n<tr>\n<td>A-MEM<\/td>\n<td>\u53ef\u6f14\u5316\u7684\u8bb0\u5fc6\u6761\u76ee\u4e0e\u5173\u8054<\/td>\n<td>\u65b0\u8bb0\u5fc6\u5199\u5165\u65f6\u52a8\u6001\u7ec4\u7ec7\u8bed\u4e49\u5173\u7cfb<\/td>\n<td>\u66f4\u5173\u6ce8\u8bb0\u5fc6\u6761\u76ee\u7684\u7ec4\u7ec7\u4e0e\u6f14\u5316&#xff1b;MUSE \u66f4\u5173\u6ce8\u64cd\u4f5c\u8f68\u8ff9\u5982\u4f55\u7ecf\u73af\u5883\u9a8c\u6536\u540e\u53d8\u6210\u8de8\u7c92\u5ea6\u884c\u52a8\u77e5\u8bc6<\/td>\n<\/tr>\n<tr>\n<td>MAGMA<\/td>\n<td>\u591a\u56fe\u7ed3\u6784\u4e2d\u7684\u5f02\u6784\u957f\u671f\u8bb0\u5fc6<\/td>\n<td>\u6309\u4e0d\u540c\u5173\u7cfb\u7ec4\u7ec7\u548c\u68c0\u7d22\u8bb0\u5fc6<\/td>\n<td>MAGMA \u7684\u91cd\u70b9\u662f\u8bb0\u5fc6\u8868\u793a\u4e0e\u68c0\u7d22\u7ed3\u6784&#xff1b;MUSE \u7684\u91cd\u70b9\u662f\u957f\u6d41\u7a0b\u6267\u884c\u95ed\u73af\u548c SOP \u751f\u4ea7<\/td>\n<\/tr>\n<tr>\n<td>CoM<\/td>\n<td>\u9762\u5411\u8fde\u7eed\u7ecf\u9a8c\u7684\u7ec4\u7ec7\u4e0e\u4f7f\u7528<\/td>\n<td>\u8ba9\u8bb0\u5fc6\u5728\u6301\u7eed\u4ea4\u4e92\u4e2d\u5f62\u6210\u53ef\u5229\u7528\u7ed3\u6784<\/td>\n<td>CoM \u66f4\u5f3a\u8c03\u8bb0\u5fc6\u7ec4\u7ec7\u8303\u5f0f&#xff1b;MUSE \u660e\u786e\u628a\u6218\u7565\u3001\u6d41\u7a0b\u3001\u5de5\u5177\u8bb0\u5fc6\u7ed1\u5b9a\u5230\u4e0d\u540c\u63a7\u5236\u8282\u70b9<\/td>\n<\/tr>\n<tr>\n<td>ReMemR1<\/td>\n<td>\u53ef\u56de\u8bbf\u7684\u5386\u53f2\u8bb0\u5fc6<\/td>\n<td>\u66f4\u65b0\u5f53\u524d\u8bb0\u5fc6\u65f6\u4e3b\u52a8\u56de\u6eaf\u65e7\u8bb0\u5fc6&#xff0c;\u4fee\u6b63\u8fb9\u8bfb\u8fb9\u8bb0\u7684\u4fe1\u606f\u635f\u5931<\/td>\n<td>ReMemR1 \u6539\u53d8\u201c\u5199\u8bb0\u5fc6\u65f6\u662f\u5426\u80fd\u56de\u770b\u8fc7\u53bb\u201d&#xff1b;MUSE \u6539\u53d8\u201c\u6267\u884c\u540e\u5982\u4f55\u9a8c\u6536\u5e76\u628a\u64cd\u4f5c\u7ecf\u9a8c\u5199\u56de\u201d<\/td>\n<\/tr>\n<tr>\n<td>Mem\u00b2Evolve<\/td>\n<td>Experience Memory \u4e0e Asset Memory<\/td>\n<td>\u7ecf\u9a8c\u79ef\u7d2f\u4e0e\u53ef\u6267\u884c\u8d44\u4ea7\u751f\u6210\u534f\u540c\u8fdb\u5316<\/td>\n<td>Mem\u00b2Evolve \u6269\u5f20\u53ef\u7528\u8d44\u4ea7\/\u80fd\u529b\u7a7a\u95f4&#xff1b;MUSE \u4e3b\u8981\u6c89\u6dc0\u81ea\u7136\u8bed\u8a00\u6218\u7565\u3001SOP \u548c\u5de5\u5177\u89c4\u5219&#xff0c;\u4e0d\u4e3b\u52a8\u521b\u9020\u65b0\u5de5\u5177\u8d44\u4ea7<\/td>\n<\/tr>\n<tr>\n<td>MUSE<\/td>\n<td>\u5df2\u9a8c\u8bc1\u7684\u64cd\u4f5c\u7ecf\u9a8c<\/td>\n<td>\u5b50\u4efb\u52a1\u7ea7\u53cd\u601d\u95e8\u63a7\u3001\u5373\u65f6 SOP\u3001\u4efb\u52a1\u7ea7\u4e09\u5c42\u84b8\u998f<\/td>\n<td>\u8ba9\u8bb0\u5fc6\u751f\u4ea7\u4e0e\u957f\u6d41\u7a0b\u63a7\u5236\u6d41\u7ed3\u5408&#xff0c;\u91cd\u70b9\u89e3\u51b3\u771f\u5b9e\u5de5\u4f5c\u4e2d\u7684\u6d4b\u8bd5\u65f6\u5b66\u4e60<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>MUSE \u7684\u4f18\u52bf\u662f\u5de5\u7a0b\u95ed\u73af\u5b8c\u6574&#xff1a;\u5931\u8d25\u4e0d\u4f1a\u53ea\u6210\u4e3a\u4e00\u6bb5\u65e5\u5fd7&#xff0c;\u800c\u4f1a\u7acb\u5373\u6539\u53d8\u4e0b\u4e00\u8f6e\u6267\u884c&#xff1b;\u6210\u529f\u4e5f\u4e0d\u4f1a\u53ea\u88ab\u8bb0\u5f55&#xff0c;\u800c\u4f1a\u8fdb\u5165\u53ef\u68c0\u7d22 SOP\u3002\u5b83\u7684\u5f31\u70b9\u5219\u662f\u77e5\u8bc6\u5f62\u6001\u4ecd\u4ee5\u81ea\u7136\u8bed\u8a00\u4e3a\u4e3b&#xff0c;\u7f3a\u5c11\u66f4\u4e25\u683c\u7684\u7248\u672c\u3001\u7f6e\u4fe1\u5ea6\u3001\u9002\u7528\u6761\u4ef6\u548c\u81ea\u52a8\u5931\u6548\u673a\u5236\u3002<\/p>\n<h2>\u5341\u4e09\u3001\u5bf9 Coding Agent\u3001Tool Agent \u4e0e Multi-Agent \u7684\u542f\u53d1<\/h2>\n<p>\u4ee5\u4e0b\u662f\u57fa\u4e8e\u8bba\u6587\u673a\u5236\u7684\u5de5\u7a0b\u63a8\u6f14&#xff0c;\u4e0d\u662f\u8bba\u6587\u5df2\u7ecf\u5b8c\u6210\u7684\u5b9e\u9a8c\u7ed3\u8bba\u3002<\/p>\n<h3>1. Coding Agent&#xff1a;\u628a\u6d4b\u8bd5\u7ed3\u679c\u53d8\u6210\u5206\u5c42\u7ecf\u9a8c<\/h3>\n<p>Coding Agent \u53ef\u4ee5\u628a Strategic Memory \u5199\u6210\u201c\u51fa\u73b0\u91cd\u590d\u5931\u8d25\u65f6\u5148\u68c0\u67e5\u73af\u5883\u4e0e\u4f9d\u8d56&#xff0c;\u4e0d\u8981\u8fde\u7eed\u6539\u4e1a\u52a1\u903b\u8f91\u201d&#xff1b;\u628a Procedural Memory \u5199\u6210\u4ed3\u5e93\u7ea7 SOP&#xff0c;\u5982\u201c\u4fee\u6539\u63a5\u53e3\u540e\u4f9d\u6b21\u8fd0\u884c\u7c7b\u578b\u68c0\u67e5\u3001\u5355\u5143\u6d4b\u8bd5\u548c\u5951\u7ea6\u6d4b\u8bd5\u201d&#xff1b;\u628a Tool Memory \u5199\u6210\u547d\u4ee4\u7ea7\u5b88\u5219&#xff0c;\u5982\u201c\u8865\u4e01\u5e94\u7528\u540e\u5fc5\u987b\u91cd\u65b0\u8bfb\u53d6\u53d8\u66f4\u533a\u57df\u201d\u3002<\/p>\n<p>\u5173\u952e\u662f\u8ba9\u6d4b\u8bd5\u3001\u7f16\u8bd1\u5668\u548c\u8fd0\u884c\u65e5\u5fd7\u627f\u62c5 Reflect Agent \u7684\u73af\u5883\u8bc1\u636e&#xff0c;\u800c\u4e0d\u662f\u8ba9\u6a21\u578b\u53ea\u51ed\u4ee3\u7801\u8868\u9762\u5224\u65ad\u201c\u5df2\u7ecf\u4fee\u597d\u201d\u3002<\/p>\n<h3>2. Tool Agent&#xff1a;\u7ed9\u5de5\u5177\u8c03\u7528\u589e\u52a0\u540e\u7f6e\u6761\u4ef6<\/h3>\n<p>\u5927\u591a\u6570\u5de5\u5177\u63cf\u8ff0\u53ea\u8bf4\u660e\u8f93\u5165\u53c2\u6570\u4e0e\u529f\u80fd\u3002MUSE \u7684 Tool Memory \u63d0\u793a\u4e86\u53e6\u4e00\u79cd\u8bbe\u8ba1&#xff1a;\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u5e94\u7ed1\u5b9a\u540e\u7f6e\u68c0\u67e5\u3002\u4f8b\u5982\u521b\u5efa\u65e5\u5386\u4e8b\u4ef6\u540e\u8bfb\u53d6\u4e8b\u4ef6 ID&#xff0c;\u53d1\u9001\u6d88\u606f\u540e\u786e\u8ba4\u670d\u52a1\u7aef\u72b6\u6001&#xff0c;\u4fdd\u5b58\u6587\u6863\u540e\u68c0\u67e5\u8def\u5f84\u4e0e\u4fee\u6539\u65f6\u95f4\u3002<\/p>\n<p>\u8fd9\u4f1a\u628a\u201c\u8c03\u7528\u6210\u529f\u201d\u4ece\u8bed\u8a00\u6a21\u578b\u7684\u4e3b\u89c2\u5224\u65ad\u53d8\u6210\u53ef\u9a8c\u8bc1\u534f\u8bae\u3002<\/p>\n<h3>3. Multi-Agent&#xff1a;\u628a Reflect Agent \u53d8\u6210\u72ec\u7acb\u8d23\u4efb\u4e3b\u4f53<\/h3>\n<p>\u5728\u591a Agent \u7cfb\u7edf\u4e2d&#xff0c;\u6267\u884c\u8005\u4e0e\u9a8c\u6536\u8005\u5e94\u62e5\u6709\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e0e\u76ee\u6807\u3002\u6267\u884c\u8005\u8ffd\u6c42\u63a8\u8fdb\u4efb\u52a1&#xff0c;\u9a8c\u6536\u8005\u8ffd\u6c42\u53d1\u73b0\u8bc1\u636e\u7f3a\u53e3\u3002\u82e5\u4e24\u8005\u5171\u4eab\u5b8c\u5168\u76f8\u540c\u7684\u63a8\u7406\u5386\u53f2&#xff0c;\u9a8c\u6536\u5bb9\u6613\u91cd\u590d\u6267\u884c\u8005\u7684\u504f\u89c1\u3002<\/p>\n<p>\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u628a MUSE \u7684\u4e09\u5c42\u8bb0\u5fc6\u5206\u7ed9\u4e0d\u540c\u89d2\u8272\u7ef4\u62a4&#xff1a;\u7b56\u7565\u7ba1\u7406\u5458\u8d1f\u8d23\u8de8\u4efb\u52a1\u539f\u5219&#xff0c;\u6d41\u7a0b\u7ba1\u7406\u5458\u7ef4\u62a4 SOP&#xff0c;\u5de5\u5177\u7ba1\u7406\u5458\u7ef4\u62a4 API \u4e0e\u754c\u9762\u53d8\u5316\u3002\u4f46\u8fd9\u9700\u8981\u89e3\u51b3\u51b2\u7a81\u5408\u5e76\u548c\u8d23\u4efb\u8ffd\u8e2a&#xff0c;\u8bba\u6587\u5c1a\u672a\u8986\u76d6\u3002<\/p>\n<h3>4. \u8bb0\u5fc6\u7cfb\u7edf\u5e94\u540c\u65f6\u6709\u201c\u5229\u7528\u901a\u9053\u201d\u548c\u201c\u53cd\u8bc1\u901a\u9053\u201d<\/h3>\n<p>MUSE \u91cd\u8bd5\u65f6\u5141\u8bb8\u4e0d\u9075\u5faa\u65e7 Procedural Memory&#xff0c;\u8fd9\u4e00\u70b9\u5f88\u9002\u5408\u5de5\u7a0b\u7cfb\u7edf\u3002\u6bcf\u6761 SOP \u90fd\u5e94\u5e26\u9002\u7528\u6761\u4ef6\u3001\u6700\u8fd1\u9a8c\u8bc1\u65f6\u95f4\u4e0e\u5931\u8d25\u8ba1\u6570&#xff1b;\u5f53\u5b9e\u65f6\u89c2\u5bdf\u4e0e\u8bb0\u5fc6\u51b2\u7a81\u65f6&#xff0c;Agent \u8981\u80fd\u591f\u6682\u65f6\u7ed5\u5f00\u65e7\u7ecf\u9a8c&#xff0c;\u5e76\u628a\u53cd\u4f8b\u7528\u4e8e\u4fee\u8ba2&#xff0c;\u800c\u4e0d\u662f\u76f2\u76ee\u575a\u6301\u3002<\/p>\n<h2>\u5341\u56db\u3001\u5c40\u9650\u6027<\/h2>\n<h3>1. \u201c\u81ea\u6211\u8fdb\u5316\u201d\u4ecd\u662f\u5916\u90e8\u81ea\u7136\u8bed\u8a00\u8bb0\u5fc6\u7684\u8fdb\u5316<\/h3>\n<p>\u6a21\u578b\u53c2\u6570\u6ca1\u6709\u6539\u53d8&#xff0c;\u8fdb\u5316\u53d1\u751f\u5728\u63d0\u793a\u8bcd\u3001SOP \u4e0e\u5de5\u5177\u8bf4\u660e\u5c42\u3002\u5b83\u5b9e\u7528\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u8de8\u6a21\u578b\u8fc1\u79fb&#xff0c;\u4f46\u80fd\u529b\u4e0a\u9650\u4ecd\u53d7\u57fa\u7840\u6a21\u578b\u63a8\u7406\u4e0e\u611f\u77e5\u80fd\u529b\u9650\u5236\u3002<\/p>\n<h3>2. \u957f\u671f\u8bb0\u5fc6\u6cbb\u7406\u8bc1\u636e\u4e0d\u8db3<\/h3>\n<p>\u5b9e\u9a8c\u53ea\u6709\u4e09\u8f6e\u6301\u7eed\u5b66\u4e60&#xff0c;\u6ca1\u6709\u5c55\u793a\u4e0a\u767e\u8f6e\u540e\u7684\u5bb9\u91cf\u3001\u91cd\u590d\u3001\u77db\u76fe\u3001\u9057\u5fd8\u4e0e\u9519\u8bef\u653e\u5927\u3002\u4efb\u52a1\u7ea7\u201c\u53bb\u91cd\u548c\u6cdb\u5316\u201d\u7531 Reflect Agent \u5b8c\u6210&#xff0c;\u4f46\u7f3a\u5c11\u91cf\u5316\u6307\u6807\u6765\u5224\u65ad\u8bb0\u5fc6\u8d28\u91cf\u662f\u5426\u771f\u7684\u957f\u671f\u6539\u5584\u3002<\/p>\n<h3>3. \u53cd\u601d\u672c\u8eab\u6ca1\u6709\u5916\u90e8\u771f\u503c\u4fdd\u8bc1<\/h3>\n<p>Reflect Agent \u53ef\u4ee5\u4e3b\u52a8\u68c0\u67e5\u73af\u5883&#xff0c;\u660e\u663e\u4f18\u4e8e\u7eaf\u8bed\u8a00\u81ea\u8bc4&#xff0c;\u4f46\u5b83\u4e0e PE Agent \u4f7f\u7528\u76f8\u540c\u6a21\u578b\u3002\u4e24\u8005\u53ef\u80fd\u5171\u4eab\u76f8\u540c\u76f2\u70b9&#xff1b;\u5f53\u73af\u5883\u89c2\u5bdf\u4e0d\u5b8c\u6574\u65f6&#xff0c;\u53cd\u601d\u4e5f\u53ef\u80fd\u628a\u9519\u8bef\u8f68\u8ff9\u5224\u4e3a\u6210\u529f&#xff0c;\u8fdb\u800c\u6c61\u67d3 SOP\u3002<\/p>\n<h3>4. \u9ad8\u5c42\u89c4\u5212\u4e0e\u591a\u8df3\u641c\u7d22\u4ecd\u7136\u8584\u5f31<\/h3>\n<p>\u8bba\u6587\u660e\u786e\u627f\u8ba4\u5f53\u524d\u8bb0\u5fc6\u67b6\u6784\u4e0d\u662f\u4e07\u80fd\u65b9\u6848&#xff0c;\u5bf9\u9ad8\u5c42\u89c4\u5212\u548c\u591a\u8df3\u641c\u7d22\u7b49\u4efb\u52a1\u4ecd\u6709\u9650\u3002\u5b83\u7684\u4e3b\u8981\u6536\u76ca\u6765\u81ea\u907f\u5f00\u5df2\u77e5\u5931\u8d25\u8def\u5f84\u3001\u538b\u7f29\u641c\u7d22\u7a7a\u95f4&#xff0c;\u800c\u4e0d\u662f\u5f7b\u5e95\u89e3\u51b3\u590d\u6742\u89c4\u5212\u3002<\/p>\n<h3>5. \u6210\u672c\u4e0e\u5ef6\u8fdf\u663e\u8457\u589e\u52a0<\/h3>\n<p>\u5b8c\u6574\u7cfb\u7edf\u5e73\u5747\u8017\u65f6\u4ece\u7eaf PE \u7684 620.07 \u79d2\u589e\u81f3 993.05 \u79d2\u3002\u5bf9\u4e8e\u540e\u53f0\u81ea\u52a8\u5316\u53ef\u4ee5\u63a5\u53d7&#xff0c;\u4f46\u5bf9\u4e8e\u9700\u8981\u5373\u65f6\u54cd\u5e94\u7684\u4eba\u673a\u534f\u4f5c\u573a\u666f&#xff0c;\u989d\u5916\u53cd\u601d\u8f6e\u6b21\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002<\/p>\n<h3>6. \u57fa\u51c6\u4e0e\u771f\u5b9e\u90e8\u7f72\u4ecd\u6709\u5dee\u8ddd<\/h3>\n<p>TAC \u5f88\u63a5\u8fd1\u529e\u516c\u73af\u5883&#xff0c;\u5374\u4ecd\u662f\u53d7\u63a7\u57fa\u51c6\u3002\u771f\u5b9e\u4f01\u4e1a\u7cfb\u7edf\u8fd8\u6d89\u53ca\u6743\u9650\u3001\u9690\u79c1\u3001\u5ba1\u8ba1\u3001\u8f6f\u4ef6\u7248\u672c\u53d8\u5316\u548c\u4e0d\u53ef\u9006\u64cd\u4f5c\u3002MUSE \u6ca1\u6709\u7cfb\u7edf\u8bc4\u4f30\u9519\u8bef\u8bb0\u5fc6\u5bfc\u81f4\u7684\u9ad8\u98ce\u9669\u52a8\u4f5c&#xff0c;\u4e5f\u6ca1\u6709\u8ba8\u8bba\u654f\u611f\u8f68\u8ff9\u5199\u5165\u957f\u671f\u8bb0\u5fc6\u540e\u7684\u6cbb\u7406\u95ee\u9898\u3002<\/p>\n<h2>\u5341\u4e94\u3001\u6211\u7684\u7406\u89e3\u4e0e\u542f\u53d1<\/h2>\n<h3>1. MUSE \u771f\u6b63\u628a Memory \u4ece\u201c\u5185\u5bb9\u7cfb\u7edf\u201d\u63a8\u8fdb\u5230\u201c\u63a7\u5236\u7cfb\u7edf\u201d<\/h3>\n<p>\u5f88\u591a\u8bb0\u5fc6\u5de5\u4f5c\u5173\u6ce8\u5b58\u4ec0\u4e48\u3001\u600e\u4e48\u7d22\u5f15\u3001\u5982\u4f55\u53ec\u56de&#xff1b;MUSE \u66f4\u6709\u4ef7\u503c\u7684\u5730\u65b9&#xff0c;\u662f\u56de\u7b54\u8bb0\u5fc6\u5728\u63a7\u5236\u6d41\u4e2d\u7684\u54ea\u4e2a\u65f6\u523b\u751f\u6548\u3002\u6218\u7565\u8bb0\u5fc6\u5f71\u54cd\u5168\u5c40\u539f\u5219&#xff0c;\u6d41\u7a0b\u8bb0\u5fc6\u5728\u5b50\u4efb\u52a1\u5f00\u59cb\u6216\u4e0d\u786e\u5b9a\u65f6\u5c55\u5f00&#xff0c;\u5de5\u5177\u8bb0\u5fc6\u5728\u52a8\u4f5c\u4e4b\u540e\u7acb\u523b\u63d0\u793a\u9a8c\u8bc1\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u5206\u5c42\u8bb0\u5fc6\u6700\u91cd\u8981\u7684\u4e0d\u662f\u4e09\u4e2a\u540d\u79f0&#xff0c;\u800c\u662f\u4e09\u79cd\u89e6\u53d1\u673a\u5236\u3002<\/p>\n<h3>2. Reflect Agent \u662f\u8bb0\u5fc6\u8d28\u91cf\u7684\u5199\u5165\u95e8<\/h3>\n<p>\u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf\u6700\u5371\u9669\u7684\u4e0d\u662f\u5fd8\u8bb0&#xff0c;\u800c\u662f\u628a\u9519\u8bef\u7a33\u5b9a\u5730\u8bb0\u4f4f\u3002MUSE \u8ba9\u72ec\u7acb\u53cd\u601d\u5148\u5224\u65ad\u6210\u529f&#xff0c;\u518d\u628a\u8f68\u8ff9\u8f6c\u6210 SOP&#xff0c;\u76f8\u5f53\u4e8e\u5728\u5199\u5165\u524d\u589e\u52a0\u8bc1\u636e\u95e8\u63a7\u3002\u8fd9\u6bd4\u4e8b\u540e\u4ec5\u9760\u68c0\u7d22\u6392\u5e8f\u4fee\u8865\u6c61\u67d3\u66f4\u5408\u7406\u3002<\/p>\n<p>\u4f46\u4e0b\u4e00\u6b65\u8fd8\u5e94\u4e3a\u8bb0\u5fc6\u589e\u52a0 provenance&#xff1a;\u54ea\u6b21\u4efb\u52a1\u4ea7\u751f\u3001\u54ea\u4e9b\u73af\u5883\u8bc1\u636e\u652f\u6301\u3001\u88ab\u591a\u5c11\u6b21\u590d\u7528\u3001\u4f55\u65f6\u6700\u540e\u9a8c\u8bc1\u3002\u8fd9\u6837\u624d\u80fd\u4ece\u201c\u81ea\u7136\u8bed\u8a00\u7ecf\u9a8c\u5e93\u201d\u8d70\u5411\u53ef\u5ba1\u8ba1\u7684 Agent \u77e5\u8bc6\u7cfb\u7edf\u3002<\/p>\n<h3>3. \u5b50\u4efb\u52a1\u662f\u8fde\u63a5\u89c4\u5212\u3001\u9a8c\u8bc1\u548c\u8bb0\u5fc6\u7684\u6700\u5c0f\u516c\u5171\u5355\u5143<\/h3>\n<p>\u5982\u679c\u53ea\u5728\u6574\u9879\u4efb\u52a1\u7ed3\u675f\u65f6\u603b\u7ed3&#xff0c;\u8f68\u8ff9\u8fc7\u957f&#xff0c;\u56e0\u679c\u5173\u7cfb\u6a21\u7cca&#xff1b;\u5982\u679c\u6bcf\u4e00\u6b65\u90fd\u603b\u7ed3&#xff0c;\u6210\u672c\u53c8\u8fc7\u9ad8&#xff0c;\u800c\u4e14\u8bb8\u591a\u52a8\u4f5c\u8131\u79bb\u4e0a\u4e0b\u6587\u6ca1\u6709\u610f\u4e49\u3002MUSE \u9009\u62e9\u5b50\u4efb\u52a1\u4f5c\u4e3a\u53cd\u601d\u548c\u6d41\u7a0b\u8bb0\u5fc6\u5355\u4f4d&#xff0c;\u662f\u4e00\u4e2a\u5f88\u5b9e\u7528\u7684\u4e2d\u95f4\u7c92\u5ea6\u3002<\/p>\n<p>\u5b83\u8ba9\u540c\u4e00\u4e2a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        g<\/p>\n<p>        o<\/p>\n<p>        a<\/p>\n<p>         l<\/p>\n<p>         i<\/p>\n<p>       goal_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span style=\"margin-right: 0.0359em\" class=\"mord mathnormal\">g<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord\"><span style=\"margin-right: 0.0197em\" class=\"mord mathnormal\">l<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0197em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u540c\u65f6\u670d\u52a1\u4e8e\u8ba1\u5212\u3001\u9a8c\u6536\u548c\u7ecf\u9a8c\u62bd\u53d6&#xff0c;\u51cf\u5c11\u4e09\u4e2a\u6a21\u5757\u4e4b\u95f4\u7684\u8bed\u4e49\u9519\u4f4d\u3002<\/p>\n<h3>4. \u6210\u529f\u7ecf\u9a8c\u4e0e\u5931\u8d25\u7ecf\u9a8c\u4e0d\u5e94\u8be5\u88ab\u540c\u6837\u5904\u7406<\/h3>\n<p>MUSE \u5c06\u6210\u529f\u8f68\u8ff9\u5199\u6210 Procedural Memory&#xff0c;\u5c06\u5931\u8d25\u8f68\u8ff9\u53d8\u6210\u8bca\u65ad\u5e76\u89e6\u53d1\u63a2\u7d22&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u628a\u5931\u8d25\u8def\u5f84\u5b58\u6210 SOP\u3002\u8fd9\u4e2a\u533a\u5206\u5408\u7406&#xff0c;\u4f46\u4ecd\u53ef\u8fdb\u4e00\u6b65\u53d1\u5c55&#xff1a;\u5931\u8d25\u7ecf\u9a8c\u4e5f\u53ef\u4ee5\u5f62\u6210\u201c\u53cd\u6a21\u5f0f\u8bb0\u5fc6\u201d&#xff0c;\u8bb0\u5f55\u89e6\u53d1\u6761\u4ef6\u3001\u5931\u8d25\u8bc1\u636e\u4e0e\u66ff\u4ee3\u65b9\u6848&#xff0c;\u5e2e\u52a9 Agent \u5728\u76f8\u4f3c\u573a\u666f\u63d0\u524d\u89c4\u907f\u3002<\/p>\n<h3>5. \u7ecf\u9a8c\u8fc1\u79fb\u7684\u6838\u5fc3\u53ef\u80fd\u4e0d\u662f\u4efb\u52a1\u76f8\u4f3c&#xff0c;\u800c\u662f\u64cd\u4f5c\u539f\u8bed\u76f8\u4f3c<\/h3>\n<p>\u8bb0\u5fc6\u53ea\u4ece 18 \u4e2a\u4efb\u52a1\u79ef\u7d2f&#xff0c;\u5374\u80fd\u6539\u5584 175 \u4e2a\u4efb\u52a1\u548c\u672a\u89c1\u56f0\u96be\u4efb\u52a1\u3002\u8fd9\u8bf4\u660e\u53ef\u8fc1\u79fb\u90e8\u5206\u5f88\u53ef\u80fd\u6765\u81ea\u767b\u5f55\u3001\u5bfc\u822a\u3001\u6838\u9a8c\u3001\u6587\u4ef6\u5904\u7406\u3001\u72b6\u6001\u6062\u590d\u7b49\u8de8\u4efb\u52a1\u91cd\u590d\u7684\u64cd\u4f5c\u7ed3\u6784&#xff0c;\u800c\u4e0d\u662f\u9ad8\u5c42\u4efb\u52a1\u8bed\u4e49\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n<p>\u8fd9\u5bf9 Agent Memory \u7684\u542f\u53d1\u662f&#xff1a;\u68c0\u7d22\u952e\u4e0d\u5e94\u53ea\u770b\u7528\u6237\u8bf7\u6c42\u7684\u6587\u672c\u76f8\u4f3c\u5ea6&#xff0c;\u8fd8\u5e94\u5305\u542b\u5e94\u7528\u3001\u5f53\u524d\u72b6\u6001\u3001\u64cd\u4f5c\u76ee\u6807\u3001\u5931\u8d25\u7c7b\u578b\u548c\u6240\u9700\u5de5\u5177\u7ec4\u5408\u3002<\/p>\n<h2>\u5341\u516d\u3001\u603b\u7ed3<\/h2>\n<p>MUSE \u9762\u5411\u771f\u5b9e\u8de8\u5e94\u7528\u957f\u6d41\u7a0b\u4efb\u52a1&#xff0c;\u6784\u5efa\u4e86\u4e00\u4e2a Plan\u2014Execute\u2014Reflect\u2014Memorize \u95ed\u73af\u3002PE Agent \u52a8\u6001\u62c6\u89e3\u5e76\u6267\u884c\u5b50\u4efb\u52a1&#xff0c;Reflect Agent \u4f9d\u636e\u771f\u5b9e\u73af\u5883\u9a8c\u6536\u6210\u529f\u4e0e\u5931\u8d25&#xff1b;\u6210\u529f\u8f68\u8ff9\u5373\u65f6\u5f62\u6210 Procedural Memory&#xff0c;\u6574\u9879\u4efb\u52a1\u7ed3\u675f\u540e\u518d\u66f4\u65b0 Strategic Memory \u4e0e Tool Memory\u3002<\/p>\n<p>\u5b9e\u9a8c\u4e0a&#xff0c;MUSE \u4f7f\u7528 Gemini-2.5 Flash \u5728 TAC \u5168\u91cf 175 \u4efb\u52a1\u4e0a\u8fbe\u5230 51.78% \u7684\u5e73\u5747\u90e8\u5206\u5b8c\u6210\u5206\u6570\u548c 41.14% \u7684\u5b8c\u6574\u5b8c\u6210\u7387&#xff1b;\u4e09\u8f6e\u6301\u7eed\u5b66\u4e60\u3001\u56f0\u96be\u4efb\u52a1\u96f6\u6837\u672c\u8fc1\u79fb\u3001\u8de8\u6a21\u578b\u5b9e\u9a8c\u4e0e\u7ec4\u4ef6\u6d88\u878d\u5171\u540c\u652f\u6301\u7ecf\u9a8c\u95ed\u73af\u7684\u6709\u6548\u6027\u3002\u4e0e\u6b64\u540c\u65f6&#xff0c;\u4e09\u8f6e\u5b9e\u9a8c\u4e0d\u8db3\u4ee5\u8bc1\u660e\u957f\u671f\u7a33\u5b9a\u8fdb\u5316&#xff0c;\u53cd\u601d\u4ecd\u53ef\u80fd\u53d7\u5171\u540c\u6a21\u578b\u76f2\u70b9\u5f71\u54cd&#xff0c;\u611f\u77e5\u7f3a\u5931\u4e5f\u65e0\u6cd5\u9760\u8bb0\u5fc6\u81ea\u52a8\u5f25\u8865\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;<\/p>\n<p>MUSE \u7684\u8d21\u732e\u4e0d\u662f\u8ba9 Agent \u591a\u5b58\u4e00\u4e9b\u5386\u53f2&#xff0c;\u800c\u662f\u8ba9\u6bcf\u4e00\u6b21\u771f\u5b9e\u64cd\u4f5c\u90fd\u7ecf\u8fc7\u8bc1\u636e\u9a8c\u6536&#xff0c;\u5e76\u88ab\u84b8\u998f\u6210\u80fd\u5728\u4e0b\u4e00\u6b21\u884c\u52a8\u4e2d\u76f4\u63a5\u751f\u6548\u7684\u5206\u5c42\u7ecf\u9a8c\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<li>\u8bba\u6587\u4e3b\u9875&#xff1a;Towards Self-Evolving Agents: Enabling Autonomy through Interactive Experience Refinement<\/li>\n<li>\u6b63\u5f0f\u8bba\u6587 PDF<\/li>\n<li>\u5b98\u65b9\u4ee3\u7801&#xff1a;KnowledgeXLab\/MUSE<\/li>\n<li>TheAgentCompany Benchmark<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f55\u524d\u8a00\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f\u4e00\u3001\u80cc\u666f\u4e0e\u95ee\u9898&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u505a\u8fc7\u201d\u4e0d\u7b49\u4e8e\u201c\u5b66\u4f1a\u201d1. \u771f\u5b9e\u751f\u4ea7\u529b\u4efb\u52a1\u6bd4\u77ed\u7a0b\u7f51\u9875\u4efb\u52a1\u96be\u5728\u54ea\u91cc2. \u9759\u6001 Agent \u7684\u201c\u5931\u5fc6\u5f0f\u6267\u884c\u201d3. 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