{"id":123445,"date":"2026-11-07T08:48:46","date_gmt":"2026-11-07T00:48:46","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123445.html"},"modified":"2026-11-07T08:48:46","modified_gmt":"2026-11-07T00:48:46","slug":"%e7%94%a8-llm-agent-%e8%ae%be%e8%ae%a1%e8%9b%8b%e7%99%bd%e8%b4%a8%ef%bc%9apablo%e3%80%81protocycle%e3%80%81agent-rosetta-%e4%b8%89%e8%b7%af%e7%ba%bf%e6%8b%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123445.html","title":{"rendered":"\u7528 LLM Agent \u8bbe\u8ba1\u86cb\u767d\u8d28\uff1aPABLO\u3001ProtoCycle\u3001Agent Rosetta \u4e09\u8def\u7ebf\u62c6\u89e3"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<h2>\u7528 LLM Agent \u8bbe\u8ba1\u86cb\u767d\u8d28&#xff1a;PABLO\u3001ProtoCycle\u3001Agent Rosetta \u4e09\u8def\u7ebf\u62c6\u89e3<\/h2>\n<p>\u86cb\u767d\u8d28\u8bbe\u8ba1\u9886\u57df\u51fa\u73b0\u4e86\u4e00\u4e2a\u7ed3\u6784\u6027\u53d8\u5316&#xff1a;LLM Agent \u4e0d\u518d\u53ea\u662f\u300c\u804a\u5929\u63a5\u53e3\u300d&#xff0c;\u800c\u662f\u5f00\u59cb\u627f\u62c5\u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u7684\u5177\u4f53\u804c\u80fd\u30022026 \u5e74\u7684\u4e09\u7bc7\u4ee3\u8868\u6027\u5de5\u4f5c\u6070\u597d\u7ed9\u51fa\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u89d2\u8272\u5b9a\u4f4d\u2014\u2014\u4f18\u5316\u5668\u3001\u89c4\u5212\u5668\u3001\u8f6f\u4ef6\u9a7e\u9a76\u5458\u3002\u4e09\u6761\u8def\u7ebf\u4e0d\u662f\u7ade\u4e89\u5173\u7cfb&#xff0c;\u800c\u662f\u628a\u300cLLM \u63a8\u7406 \u00d7 \u4e13\u4e1a\u5de5\u5177\u6267\u884c\u300d\u8fd9\u4e2a\u5171\u540c\u8303\u5f0f&#xff0c;\u843d\u5728\u4e86\u4e09\u4e2a\u4e0d\u540c\u7684\u5de5\u7a0b\u4f4d\u7f6e\u4e0a\u3002<\/p>\n<h3>\u5148\u56de\u7b54\u4e09\u4e2a\u95ee\u9898<\/h3>\n<li>LLM \u76f4\u63a5\u751f\u6210\u86cb\u767d\u5e8f\u5217\u4e0d\u884c\u5417&#xff1f; \u884c&#xff0c;\u4f46\u53ea\u5bf9\u7b80\u5355\u76ee\u6807\u6709\u6548&#xff1b;\u590d\u6742\u8bbe\u8ba1\u76ee\u6807&#xff08;\u591a\u76ee\u6807\u7ea6\u675f\u3001\u6e7f\u5b9e\u9a8c\u53ef\u884c\u6027&#xff09;\u9700\u8981\u8fed\u4ee3\u5f0f\u63a2\u7d22&#xff0c;\u7eaf\u751f\u6210\u5f0f\u8def\u7ebf&#xff08;\u5982 AlphaProtein Novo \u7c7b\u6269\u6563\u6a21\u578b&#xff09;\u4e0e Agent \u5316\u8def\u7ebf\u6b63\u5728\u5e76\u884c\u53d1\u5c55&#xff1b;<\/li>\n<li>Agent \u5316\u7684\u589e\u91cf\u5728\u54ea&#xff1f; \u628a\u300c\u4eba\u76ef\u6d41\u7a0b\u300d\u6362\u6210\u300cAgent \u76ef\u6d41\u7a0b\u300d&#xff1a;\u5019\u9009\u751f\u6210\u3001\u5de5\u5177\u8c03\u7528\u3001\u53cd\u9988\u4fee\u6b63\u7684\u5faa\u73af\u81ea\u52a8\u5316&#xff0c;\u4e14\u6bcf\u4e00\u6b65\u53ef\u89e3\u91ca\u3001\u53ef\u5e72\u9884&#xff1b;<\/li>\n<li>\u5171\u540c\u8303\u5f0f\u662f\u4ec0\u4e48&#xff1f; LLM \u8d1f\u8d23\u63a8\u7406\u4e0e\u51b3\u7b56&#xff0c;\u4e13\u4e1a\u5de5\u5177\u8d1f\u8d23\u8ba1\u7b97\u4e0e\u9a8c\u8bc1\u2014\u2014LLM \u4e0d\u66ff\u4ee3\u7269\u7406\u6a21\u578b&#xff0c;\u800c\u662f\u8c03\u5ea6\u5b83\u4eec\u3002<\/li>\n<h3>\u8def\u7ebf\u4e00&#xff1a;Agent \u5f53\u4f18\u5316\u5668\u2014\u2014PABLO<\/h3>\n<p>\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u7684 PABLO&#xff08;CoRR 2026&#xff09;\u628a\u751f\u7269\u8bbe\u8ba1\u7684\u9ed1\u76d2\u4f18\u5316\u5168\u6d41\u7a0b\u300c\u8bed\u8a00\u5316\u300d&#xff1a;\u6784\u5efa\u5c42\u7ea7 Agentic \u7cfb\u7edf&#xff0c;\u7528\u79d1\u5b66\u6587\u732e\u9884\u8bad\u7ec3\u7684 LLM \u751f\u6210\u5019\u9009\u3001\u518d\u8fed\u4ee3\u7cbe\u70bc&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u4ee5\u8bed\u8a00\u4e3a\u5a92\u4ecb\u7ec4\u7ec7\u4f18\u5316\u5faa\u73af\u3002<\/p>\n<p>\u6309\u8bba\u6587\u53e3\u5f84&#xff0c;\u5b83\u5728 GuacaMol \u5206\u5b50\u8bbe\u8ba1\u57fa\u51c6\u4e0e\u6297\u83cc\u80bd\u4f18\u5316\u4e24\u4e2a\u4efb\u52a1\u4e0a\u53d6\u5f97 SOTA&#xff0c;\u6837\u672c\u6548\u7387\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5&#xff1b;\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\u4f53\u5916\u9a8c\u8bc1\u73af\u8282&#xff1a;\u4f18\u5316\u5f97\u5230\u7684\u80bd\u6bb5\u7ecf\u5b9e\u9a8c\u9a8c\u8bc1\u5bf9\u8010\u836f\u83cc\u663e\u793a\u5f3a\u6d3b\u6027\u2014\u2014\u8fd9\u662f\u300cAgent \u4f18\u5316 \u2192 \u6e7f\u5b9e\u9a8c\u95ed\u73af\u300d\u7684\u5b8c\u6574\u8bc1\u636e\u94fe&#xff0c;\u800c\u4e0d\u53ea\u662f\u57fa\u51c6\u5237\u5206\u3002<\/p>\n<p>\u5bf9\u8bfb\u8005\u7684\u53c2\u8003\u4ef7\u503c&#xff1a;\u5982\u679c\u4f60\u505a\u591a\u76ee\u6807\u5206\u5b50\/\u80bd\u4f18\u5316&#xff0c;PABLO \u8bc1\u660e\u4e86\u300cLLM \u5f53\u641c\u7d22\u7b56\u7565\u300d\u5728\u751f\u7269\u8bbe\u8ba1\u7a7a\u95f4\u91cc\u7684\u53ef\u884c\u6027&#xff0c;\u5c24\u5176\u5728\u5019\u9009\u8bc4\u4f30\u6602\u8d35\u3001\u6837\u672c\u9884\u7b97\u7d27\u5f20\u7684\u573a\u666f\u3002<\/p>\n<h3>\u8def\u7ebf\u4e8c&#xff1a;Agent \u5f53\u89c4\u5212\u5668\u2014\u2014ProtoCycle<\/h3>\n<p>\u4e0a\u6d77\u4ea4\u5927\u7684 ProtoCycle&#xff08;ACL 2026&#xff09;\u89e3\u51b3\u7684\u662f\u300c\u8ba1\u5212-\u6267\u884c\u300d\u9e3f\u6c9f&#xff1a;text-guided \u86cb\u767d\u8bbe\u8ba1\u91cc&#xff0c;\u7528\u6237\u7ed9\u7684\u662f\u81ea\u7136\u8bed\u8a00\u76ee\u6807&#xff08;\u300c\u8bbe\u8ba1\u4e00\u6761\u542b\u67d0 motif\u3001\u53ef\u6298\u53e0\u3001\u907f\u514d\u67d0\u7ed3\u6784\u57df\u7684\u5e8f\u5217\u300d&#xff09;&#xff0c;\u9700\u8981\u5148\u62c6\u89e3\u6210\u5de5\u5177\u8c03\u7528\u8ba1\u5212\u518d\u6267\u884c\u3002<\/p>\n<p>\u5b83\u7684\u7ed3\u6784\u662f\u7ecf\u5178\u7684\u4e09\u6bb5\u5f0f&#xff1a;LLM \u89c4\u5212\u5668\u505a\u4efb\u52a1\u5206\u89e3\u3001\u8f7b\u91cf\u5de5\u5177\u73af\u5883\u6a21\u62df\u4eba\u7c7b\u86cb\u767d\u5de5\u7a0b\u7684\u8fed\u4ee3\u5de5\u4f5c\u6d41\u3001\u57fa\u4e8e\u5de5\u5177\u53cd\u9988\u7684\u53cd\u601d\u4fee\u6b63\u5904\u7406\u6267\u884c\u504f\u5dee\u3002\u8bad\u7ec3\u4e0a\u7528\u76d1\u7763\u8f68\u8ff9 &#043; \u5728\u7ebf RL \u4e24\u9636\u6bb5&#xff0c;\u76ee\u6807\u662f\u8bed\u8a00\u5bf9\u9f50\u4e0e\u53ef\u6298\u53e0\u6027\u517c\u5f97\u2014\u2014\u5373\u300c\u542c\u61c2\u4eba\u8bdd\u300d\u4e0e\u300c\u7269\u7406\u4e0a\u771f\u7684\u80fd\u6298\u53e0\u300d\u540c\u65f6\u6ee1\u8db3\u3002<\/p>\n<p>\u4e0e PABLO \u7684\u5206\u5de5\u5dee\u5f02\u4e00\u76ee\u4e86\u7136&#xff1a;PABLO \u7684 Agent \u76f4\u63a5\u662f\u4f18\u5316\u5faa\u73af\u672c\u8eab&#xff0c;ProtoCycle \u7684 Agent \u662f\u8c03\u5ea6\u8005\u2014\u2014\u4e3a\u6bcf\u6b21\u8bbe\u8ba1\u4efb\u52a1\u7f16\u6392\u5de5\u5177\u94fe\u3002\u540e\u8005\u66f4\u63a5\u8fd1\u901a\u7528 Agent \u6846\u67b6\u5728\u5782\u76f4\u9886\u57df\u7684\u5b9e\u4f8b\u5316\u3002<\/p>\n<h3>\u8def\u7ebf\u4e09&#xff1a;Agent \u5f53\u8f6f\u4ef6\u9a7e\u9a76\u5458\u2014\u2014Agent Rosetta<\/h3>\n<p>\u7b2c\u4e09\u6761\u8def\u7ebf\u6700\u300c\u5de5\u7a0b\u300d&#xff1a;Agent Rosetta&#xff08;arXiv 2603.15952&#xff09;\u8ba9 LLM Agent \u76f4\u63a5\u64cd\u4f5c Rosetta\u2014\u2014\u86cb\u767d\u8d28\u7269\u7406\u8bbe\u8ba1\u9886\u57df\u79ef\u7d2f\u4e8c\u5341\u5e74\u7684\u4e13\u4e1a\u8f6f\u4ef6&#xff0c;\u5b66\u4e60\u6210\u672c\u9ad8\u3001\u53c2\u6570\u4f53\u7cfb\u590d\u6742&#xff0c;\u4e00\u76f4\u662f\u751f\u4fe1\u5de5\u7a0b\u7684\u300c\u91cd\u578b\u88c5\u5907\u300d\u3002<\/p>\n<p>\u7ed3\u679c\u5c42\u9762&#xff1a;\u5728\u5929\u7136\u4e0e\u975e\u5929\u7136\u6b8b\u57fa\u8bbe\u8ba1\u4efb\u52a1\u4e0a\u8ffd\u5e73\u4e13\u7528\u6a21\u578b\u4e0e\u4e13\u5bb6\u57fa\u7ebf\u3002\u4f46\u6bd4\u7ed3\u679c\u66f4\u91cd\u8981\u7684\u662f\u5b83\u7684\u65b9\u6cd5\u5b66\u7ed3\u8bba&#xff1a;\u4ec5\u9760\u63d0\u793a\u5de5\u7a0b\u5e38\u5931\u8d25&#xff0c;\u73af\u5883\u8bbe\u8ba1 &gt; \u63d0\u793a\u5de5\u7a0b\u3002\u540c\u6837\u7684 LLM&#xff0c;\u5728\u4e3a Rosetta \u5b9a\u5236\u7684\u73af\u5883&#xff08;\u5de5\u5177\u63a5\u53e3\u3001\u9519\u8bef\u53cd\u9988\u3001\u4efb\u52a1\u5c01\u88c5&#xff09;\u91cc\u8868\u73b0\u8fdc\u597d\u4e8e\u88f8\u63d0\u793a\u76f4\u8c03\u2014\u2014\u8fd9\u4e0e\u6211\u4eec\u5728 Agent \u5de5\u7a0b\u4e0a\u7684\u89c2\u5bdf\u4e00\u81f4&#xff1a;Claude Code \u4eec\u7684\u5f3a\u5927\u4e00\u534a\u6765\u81ea\u6a21\u578b\u3001\u4e00\u534a\u6765\u81ea\u73af\u5883\u5c01\u88c5\u3002<\/p>\n<h3>\u4e09\u8def\u7ebf\u5bf9\u6bd4\u4e0e\u9009\u578b<\/h3>\n<table>\n<tr>\u7ef4\u5ea6PABLOProtoCycleAgent Rosetta<\/tr>\n<tbody>\n<tr>\n<td>Agent \u89d2\u8272<\/td>\n<td>\u4f18\u5316\u5668&#xff08;\u5faa\u73af\u672c\u8eab&#xff09;<\/td>\n<td>\u89c4\u5212\u5668&#xff08;\u4efb\u52a1\u8c03\u5ea6&#xff09;<\/td>\n<td>\u9a7e\u9a76\u5458&#xff08;\u8f6f\u4ef6\u64cd\u4f5c&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u94fe<\/td>\n<td>\u751f\u6210-\u8bc4\u4f30\u95ed\u73af<\/td>\n<td>\u8f7b\u91cf\u5de5\u5177\u73af\u5883<\/td>\n<td>Rosetta \u5168\u5bb6\u6876<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u65b9\u5f0f<\/td>\n<td>\u79d1\u5b66\u6587\u732e\u9884\u8bad\u7ec3 &#043; \u8fed\u4ee3<\/td>\n<td>\u76d1\u7763\u8f68\u8ff9 &#043; \u5728\u7ebf RL<\/td>\n<td>\u73af\u5883\u8bbe\u8ba1\u4e3a\u4e3b&#xff08;\u8bba\u6587\u53e3\u5f84&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u9a8c\u8bc1\u624b\u6bb5<\/td>\n<td>GuacaMol &#043; \u6297\u83cc\u80bd\u4f53\u5916\u9a8c\u8bc1<\/td>\n<td>\u8bed\u8a00\u5bf9\u9f50 &#043; \u53ef\u6298\u53e0\u6027<\/td>\n<td>\u8ffd\u5e73\u4e13\u7528\u6a21\u578b\u4e0e\u4e13\u5bb6\u57fa\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u591a\u76ee\u6807\u5206\u5b50\/\u80bd\u4f18\u5316<\/td>\n<td>\u6587\u672c\u9a71\u52a8\u7684\u5e8f\u5217\u8bbe\u8ba1<\/td>\n<td>\u590d\u7528\u6210\u719f\u7269\u7406\u8bbe\u8ba1\u8f6f\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u6e90\u60c5\u51b5<\/td>\n<td>\u4ee5\u5b98\u65b9\u4ed3\u5e93\u5b9e\u65f6\u4e3a\u51c6<\/td>\n<td>\u4ee5\u5b98\u65b9\u4ed3\u5e93\u5b9e\u65f6\u4e3a\u51c6<\/td>\n<td>\u4ee5\u5b98\u65b9\u4ed3\u5e93\u5b9e\u65f6\u4e3a\u51c6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9009\u578b\u76f4\u89c9&#xff1a;\u6709\u6210\u719f\u8f6f\u4ef6\u8d44\u4ea7\u7684\u56e2\u961f\u770b\u8def\u7ebf\u4e09&#xff08;\u73af\u5883\u5c01\u88c5\u590d\u7528 Rosetta 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