{"id":117729,"date":"2026-10-25T08:16:32","date_gmt":"2026-10-25T00:16:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117729.html"},"modified":"2026-10-25T08:16:32","modified_gmt":"2026-10-25T00:16:32","slug":"helloagents%e7%9a%84agentic-rl%e8%ae%be%e8%ae%a1%ef%bc%9a%e4%b8%80%e4%b8%aa%e6%a1%86%e6%9e%b6%e6%98%af%e6%80%8e%e4%b9%88%e6%8a%8a%e8%ae%a9agent%e8%87%aa%e5%b7%b1%e5%ad%a6%e8%90%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117729.html","title":{"rendered":"HelloAgents\u7684Agentic RL\u8bbe\u8ba1\uff1a\u4e00\u4e2a\u6846\u67b6\u662f\u600e\u4e48\u628a\u201c\u8ba9Agent\u81ea\u5df1\u5b66\u201c\u843d\u5730\u7684"},"content":{"rendered":"<h2>HelloAgents\u7684Agentic RL\u8bbe\u8ba1&#xff1a;\u4e00\u4e2a\u6846\u67b6\u662f\u600e\u4e48\u628a&#034;\u8ba9Agent\u81ea\u5df1\u5b66&#034;\u843d\u5730\u7684<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025001630-6add4a5e1d5ce.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u524d\u9762\u4e09\u7bc7\u6587\u7ae0&#xff0c;\u6211\u4eec\u4ece\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u8bb2\u5230LLM\u8bad\u7ec3\u5168\u666f\u56fe&#xff0c;\u518d\u6df1\u5165\u5230Agentic RL\u7684\u4e09\u4e2a\u6838\u5fc3\u7406\u5ff5\u3002\u7406\u5ff5\u8bb2\u4e86\u4e00\u5927\u5806&#xff0c;\u4f46\u4f60\u53ef\u80fd\u8ddf\u6211\u6709\u4e00\u6837\u7684\u611f\u89c9&#xff1a;\u9053\u7406\u6211\u90fd\u61c2&#xff0c;\u4f46\u5177\u4f53\u600e\u4e48\u843d\u5730&#xff1f;<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4eec\u5c31\u6765\u770b\u4e00\u4e2a\u5b9e\u9645\u7684\u6846\u67b6\u2014\u2014HelloAgents&#xff0c;\u770b\u770b\u5b83\u662f\u600e\u4e48\u628aAgentic RL\u7684\u6838\u5fc3\u7406\u5ff5\u53d8\u6210\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u548c\u6d41\u7a0b\u7684\u3002<\/p>\n<p>\u8bf4\u5b9e\u8bdd&#xff0c;\u6211\u7b2c\u4e00\u6b21\u770bHelloAgents\u7684\u4ee3\u7801\u7684\u65f6\u5019&#xff0c;\u662f\u6709\u70b9\u61f5\u7684\u3002\u6a21\u5757\u5f88\u591a&#xff0c;\u6982\u5ff5\u4e5f\u4e0d\u5c11&#xff0c;\u4ec0\u4e48Trainer\u3001Rollout\u3001Reward\u3001Environment&#xff0c;\u770b\u5f97\u4eba\u5934\u5927\u3002\u4f46\u6c89\u4e0b\u5fc3\u6765\u68b3\u7406\u4e86\u4e00\u904d\u4e4b\u540e&#xff0c;\u53d1\u73b0\u5b83\u7684\u8bbe\u8ba1\u5176\u5b9e\u5f88\u6e05\u6670\u2014\u2014\u5c31\u662f\u628a\u6211\u4eec\u524d\u9762\u8bb2\u7684\u4e09\u4e2a\u6838\u5fc3\u7406\u5ff5&#xff08;\u7ed3\u679c\u5956\u52b1\u3001\u81ea\u6211\u535a\u5f08\u3001\u8f68\u8ff9\u4f18\u5316&#xff09;\u4e00\u4e2a\u4e2a\u53d8\u6210\u4e86\u5177\u4f53\u7684\u6a21\u5757\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4f1a\u628aHelloAgents\u7684Agentic RL\u8bbe\u8ba1\u62c6\u89e3\u5f00\u6765&#xff0c;\u4ece\u6574\u4f53\u67b6\u6784\u5230\u6838\u5fc3\u6a21\u5757&#xff0c;\u518d\u5230\u8bad\u7ec3\u6d41\u7a0b&#xff0c;\u4e00\u6b65\u6b65\u8bb2\u6e05\u695a\u3002\u4e0d\u8d34\u5927\u6bb5\u6e90\u7801&#xff0c;\u91cd\u70b9\u8bb2\u8bbe\u8ba1\u601d\u8def\u548c&#034;\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u8bbe\u8ba1&#034;\u3002\u770b\u5b8c\u4e4b\u540e&#xff0c;\u4f60\u5e94\u8be5\u80fd\u5bf9&#034;\u4e00\u4e2aAgentic RL\u6846\u67b6\u957f\u4ec0\u4e48\u6837&#034;\u6709\u4e00\u4e2a\u76f4\u89c2\u7684\u8ba4\u8bc6\u3002<\/p>\n<h3>\u4e00\u3001HelloAgents\u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p>\u5728\u8bb2\u8bbe\u8ba1\u4e4b\u524d&#xff0c;\u5148\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0bHelloAgents\u662f\u4ec0\u4e48\u3002<\/p>\n<p>HelloAgents\u662f\u4e00\u4e2a\u9762\u5411Agent\u7814\u7a76\u548c\u5f00\u53d1\u7684\u5f00\u6e90\u6846\u67b6&#xff0c;\u76ee\u6807\u662f\u8ba9Agent\u7684\u8bad\u7ec3\u3001\u8bc4\u4f30\u3001\u90e8\u7f72\u53d8\u5f97\u7b80\u5355\u3002\u5b83\u8986\u76d6\u4e86Agent\u7684\u5168\u751f\u547d\u5468\u671f\u2014\u2014\u4ece\u5de5\u5177\u63a5\u5165\u3001Agent\u6784\u5efa&#xff0c;\u5230\u8bad\u7ec3&#xff08;SFT\u3001GRPO&#xff09;\u3001\u8bc4\u4f30&#xff08;BFCL\u3001GAIA&#xff09;&#xff0c;\u518d\u5230\u90e8\u7f72\u4e0a\u7ebf\u3002<\/p>\n<p>\u8ddf\u5176\u4ed6Agent\u6846\u67b6&#xff08;\u6bd4\u5982LangChain\u3001AutoGen&#xff09;\u76f8\u6bd4&#xff0c;HelloAgents\u6700\u5927\u7684\u7279\u70b9\u662f**\u201c\u8bad\u7ec3\u4f18\u5148\u201d**\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u5e2e\u4f60\u642d\u4e00\u4e2a\u80fd\u8dd1\u7684Agent&#xff0c;\u66f4\u5173\u6ce8\u600e\u4e48\u8ba9Agent\u901a\u8fc7\u8bad\u7ec3\u53d8\u5f97\u66f4\u5f3a\u3002\u8fd9\u4e5f\u662f\u5b83\u5185\u7f6e\u4e86\u5b8c\u6574Agentic RL\u6d41\u7a0b\u7684\u539f\u56e0\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u7528\u4e0b\u6765\u7684\u611f\u89c9\u662f&#xff1a;HelloAgents\u66f4\u50cf\u4e00\u4e2a&#034;\u7814\u7a76\u6846\u67b6&#034;\u800c\u4e0d\u662f&#034;\u5e94\u7528\u6846\u67b6&#034;\u3002\u5982\u679c\u4f60\u60f3\u5feb\u901f\u642d\u4e00\u4e2aAgent\u5e94\u7528&#xff0c;LangChain\u53ef\u80fd\u66f4\u65b9\u4fbf&#xff1b;\u4f46\u5982\u679c\u4f60\u60f3\u505aAgent\u8bad\u7ec3\u3001\u60f3\u7814\u7a76\u600e\u4e48\u8ba9Agent\u8d8a\u7528\u8d8a\u5f3a&#xff0c;HelloAgents\u5c31\u5f88\u5bf9\u8def\u3002<\/p>\n<h3>\u4e8c\u3001\u6574\u4f53\u67b6\u6784&#xff1a;\u4e94\u5927\u6a21\u5757<\/h3>\n<p>HelloAgents\u7684Agentic RL\u90e8\u5206&#xff0c;\u6574\u4f53\u53ef\u4ee5\u5206\u6210\u4e94\u5927\u6a21\u5757&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502              HelloAgents Agentic RL          \u2502<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502 \u6570\u636e\u6a21\u5757  \u2502 \u73af\u5883\u6a21\u5757  \u2502 \u91c7\u6837\u6a21\u5757  \u2502 \u5956\u52b1\u6a21\u5757  \u2502 \u8bad\u7ec3\u6a21\u5757 \u2502<br \/>\n\u2502 Dataset  \u2502  Env     \u2502 Rollout  \u2502  Reward   \u2502 Trainer \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\u6bcf\u4e2a\u6a21\u5757\u5404\u53f8\u5176\u804c&#xff0c;\u4e32\u8d77\u6765\u5c31\u662f\u4e00\u6761\u5b8c\u6574\u7684\u8bad\u7ec3\u6d41\u6c34\u7ebf\u3002\u4e0b\u9762\u9010\u4e2a\u8bb2\u3002<\/p>\n<h4>1. \u6570\u636e\u6a21\u5757&#xff08;Dataset&#xff09;<\/h4>\n<p>\u6570\u636e\u6a21\u5757\u8d1f\u8d23\u7ba1\u7406\u8bad\u7ec3\u6570\u636e\u3002\u5728Agentic RL\u91cc&#xff0c;\u8bad\u7ec3\u6570\u636e\u4e0d\u662f&#034;\u6307\u4ee4-\u56de\u7b54&#034;\u5bf9&#xff0c;\u800c\u662f&#034;\u4efb\u52a1&#034;\u2014\u2014\u6bcf\u4e00\u6761\u6570\u636e\u5c31\u662f\u4e00\u4e2a\u5f85\u5b8c\u6210\u7684\u4efb\u52a1&#xff0c;\u6bd4\u5982\u4e00\u9053\u6570\u5b66\u9898\u3001\u4e00\u4e2a\u4ee3\u7801\u9700\u6c42\u3001\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u573a\u666f\u3002<\/p>\n<p>\u6570\u636e\u6a21\u5757\u7684\u5de5\u4f5c\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u52a0\u8f7d\u6570\u636e\u96c6&#xff08;GSM8K\u3001HumanEval\u3001\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u7b49&#xff09;<\/li>\n<li>\u6570\u636e\u9884\u5904\u7406&#xff08;\u683c\u5f0f\u5316\u3001\u5206\u8bcd\u3001\u6784\u5efaprompt\u6a21\u677f&#xff09;<\/li>\n<li>\u6570\u636e\u91c7\u6837&#xff08;\u6bcf\u4e2aepoch\u968f\u673a\u6253\u4e71\u3001\u5206\u6279&#xff09;<\/li>\n<\/ul>\n<p>\u8ddfSFT\u7684\u6570\u636e\u6a21\u5757\u6700\u5927\u7684\u533a\u522b\u662f&#xff1a;Agentic RL\u7684\u6570\u636e\u53ea\u9700\u8981&#034;\u4efb\u52a1\u63cf\u8ff0&#034;&#xff0c;\u4e0d\u9700\u8981&#034;\u6807\u51c6\u7b54\u6848&#034;\u3002\u56e0\u4e3a\u7b54\u6848\u662fAgent\u81ea\u5df1\u5728\u73af\u5883\u4e2d\u63a2\u7d22\u51fa\u6765\u7684&#xff0c;\u4e0d\u662f\u4eba\u5de5\u6807\u6ce8\u7684\u3002\u8fd9\u4e5f\u662fAgentic RL\u80fd\u5927\u89c4\u6a21\u6269\u5c55\u7684\u539f\u56e0\u2014\u2014\u4e0d\u9700\u8981\u4eba\u5de5\u6807\u6ce8\u7b54\u6848\u3002<\/p>\n<h4>2. \u73af\u5883\u6a21\u5757&#xff08;Environment&#xff09;<\/h4>\n<p>\u73af\u5883\u6a21\u5757\u662fAgentic RL\u8ddf\u4f20\u7edfRL\u8bad\u7ec3\u6700\u5927\u7684\u533a\u522b\u3002\u4f20\u7edfRLHF\u7684&#034;\u73af\u5883&#034;\u5c31\u662f\u751f\u6210\u6587\u672c&#xff0c;\u800cAgentic RL\u7684\u73af\u5883\u662f\u4e00\u4e2a\u80fd\u8ddfAgent\u4ea4\u4e92\u3001\u80fd\u5224\u5b9a\u4efb\u52a1\u6210\u529f\u4e0e\u5426\u7684\u6a21\u62df\u73af\u5883\u3002<\/p>\n<p>\u73af\u5883\u6a21\u5757\u7684\u6838\u5fc3\u63a5\u53e3\u5f88\u7b80\u5355&#xff1a;<\/p>\n<ul>\n<li>reset()&#xff1a;\u91cd\u7f6e\u73af\u5883&#xff0c;\u5f00\u59cb\u4e00\u4e2a\u65b0\u4efb\u52a1<\/li>\n<li>step(action)&#xff1a;\u6267\u884cAgent\u7684\u52a8\u4f5c&#xff08;\u8c03\u7528\u5de5\u5177\u3001\u8f93\u51fa\u6587\u672c&#xff09;&#xff0c;\u8fd4\u56de\u89c2\u5bdf\u7ed3\u679c\u548c\u5956\u52b1<\/li>\n<li>is_done()&#xff1a;\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5b8c\u6210<\/li>\n<\/ul>\n<p>\u4ee5\u6570\u5b66\u89e3\u9898\u73af\u5883\u4e3a\u4f8b&#xff1a;<\/p>\n<ul>\n<li>reset()&#xff1a;\u7ed9Agent\u4e00\u9053\u6570\u5b66\u9898<\/li>\n<li>step(action)&#xff1a;Agent\u8f93\u51fa\u601d\u8003\u8fc7\u7a0b\u6216\u7b54\u6848&#xff0c;\u73af\u5883\u68c0\u67e5\u7b54\u6848\u5bf9\u4e0d\u5bf9&#xff0c;\u5bf9\u4e86\u7ed9&#043;1\u5956\u52b1\u5e76\u6807\u8bb0\u5b8c\u6210<\/li>\n<li>is_done()&#xff1a;Agent\u7ed9\u51fa\u4e86\u6700\u7ec8\u7b54\u6848&#xff0c;\u4efb\u52a1\u7ed3\u675f<\/li>\n<\/ul>\n<p>\u73af\u5883\u6a21\u5757\u662fAgentic RL\u6700\u7075\u6d3b\u4e5f\u6700\u590d\u6742\u7684\u90e8\u5206\u3002\u4e0d\u540c\u7684\u4efb\u52a1\u9700\u8981\u4e0d\u540c\u7684\u73af\u5883\u2014\u2014\u6570\u5b66\u9898\u6709\u6570\u5b66\u73af\u5883&#xff0c;\u4ee3\u7801\u6709\u4ee3\u7801\u73af\u5883&#xff0c;\u5de5\u5177\u6709\u5de5\u5177\u73af\u5883\u3002HelloAgents\u63d0\u4f9b\u4e86\u51e0\u4e2a\u5185\u7f6e\u73af\u5883&#xff0c;\u4e5f\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u73af\u5883\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u7684\u4f53\u4f1a\u662f&#xff1a;\u642d\u73af\u5883\u6bd4\u5199\u8bad\u7ec3\u4ee3\u7801\u96be\u591a\u4e86\u3002 \u8bad\u7ec3\u4ee3\u7801\u662f\u901a\u7528\u7684&#xff0c;\u4f46\u6bcf\u4e2a\u4efb\u52a1\u7684\u73af\u5883\u90fd\u5f97\u81ea\u5df1\u642d&#xff0c;\u8981\u8003\u8651\u5404\u79cd\u8fb9\u754c\u60c5\u51b5\u3001\u8981\u6a21\u62df\u771f\u5b9e\u573a\u666f\u3001\u8981\u80fd\u53ef\u9760\u5730\u5224\u5b9a\u6210\u529f\u4e0e\u5426\u3002\u8fd9\u4e5f\u662fAgentic RL\u843d\u5730\u7684\u6700\u5927\u95e8\u69db\u4e4b\u4e00\u3002<\/p>\n<h4>3. \u91c7\u6837\u6a21\u5757&#xff08;Rollout&#xff09;<\/h4>\n<p>\u91c7\u6837\u6a21\u5757\u8d1f\u8d23\u8ba9Agent\u5728\u73af\u5883\u4e2d&#034;\u73a9&#034;&#xff0c;\u751f\u6210\u8bad\u7ec3\u8f68\u8ff9\u3002\u8fd9\u662fAgentic 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\u5956\u52b1\u6a21\u5757&#xff08;Reward&#xff09;<\/h4>\n<p>\u5956\u52b1\u6a21\u5757\u8d1f\u8d23\u7ed9\u6bcf\u6761\u8f68\u8ff9\u6253\u5206\u3002\u8fd9\u662fAgentic 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RL\u91cc\u6700\u9700\u8981&#034;\u827a\u672f&#034;\u7684\u90e8\u5206\u3002\u5956\u52b1\u8bbe\u8ba1\u5f97\u597d&#xff0c;Agent\u5b66\u5f97\u53c8\u5feb\u53c8\u597d&#xff1b;\u5956\u52b1\u8bbe\u8ba1\u5f97\u4e0d\u597d&#xff0c;Agent\u53ef\u80fd\u5b66\u5230\u5947\u602a\u7684\u7b56\u7565&#xff08;\u5956\u52b1\u9ed1\u5ba2&#xff09;\u3002\u540e\u976211.2\u8282\u4f1a\u4e13\u95e8\u8bb2\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1&#xff0c;\u8fd9\u91cc\u5c31\u4e0d\u5c55\u5f00\u4e86\u3002<\/p>\n<h4>5. \u8bad\u7ec3\u6a21\u5757&#xff08;Trainer&#xff09;<\/h4>\n<p>\u8bad\u7ec3\u6a21\u5757\u8d1f\u8d23\u7528\u6536\u96c6\u5230\u7684\u8f68\u8ff9\u548c\u5956\u52b1&#xff0c;\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002\u8fd9\u662f\u6574\u4e2a\u6d41\u7a0b\u7684\u6700\u540e\u4e00\u6b65&#xff0c;\u4e5f\u662f\u6700&#034;\u7b97\u6cd5&#034;\u7684\u4e00\u6b65\u3002<\/p>\n<p>HelloAgents\u7684\u8bad\u7ec3\u6a21\u5757\u652f\u6301\u4e24\u79cd\u7b97\u6cd5&#xff1a;<\/p>\n<ul>\n<li>SFT&#xff1a;\u76d1\u7763\u5fae\u8c03&#xff0c;\u7528\u4eba\u5de5\u6807\u6ce8\u7684&#034;\u597d\u8f68\u8ff9&#034;\u8bad\u7ec3<\/li>\n<li>GRPO&#xff1a;\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316&#xff0c;Agentic RL\u7684\u9996\u9009\u7b97\u6cd5<\/li>\n<\/ul>\n<p>GRPO\u7684\u8bad\u7ec3\u6d41\u7a0b\u5927\u6982\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<li>\u540c\u4e00\u4e2a\u4efb\u52a1\u91c7\u6837\u4e86G\u6761\u8f68\u8ff9&#xff08;\u6bd4\u59828\u6761&#xff09;&#xff0c;\u6bcf\u6761\u6709\u4e00\u4e2a\u5956\u52b1\u503c<\/li>\n<li>\u8ba1\u7b97\u7ec4\u5185\u5956\u52b1\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee&#xff0c;\u505a\u5f52\u4e00\u5316<\/li>\n<li>\u5bf9\u6bcf\u6761\u8f68\u8ff9&#xff0c;\u8ba1\u7b97&#034;\u4f18\u52bf\u503c&#034;&#xff08;\u8fd9\u6761\u8f68\u8ff9\u7684\u5956\u52b1\u6bd4\u7ec4\u5e73\u5747\u597d\u591a\u5c11&#xff09;<\/li>\n<li>\u7528\u4f18\u52bf\u503c\u52a0\u6743&#xff0c;\u8ba1\u7b97\u7b56\u7565\u68af\u5ea6\u635f\u5931<\/li>\n<li>\u53cd\u5411\u4f20\u64ad&#xff0c;\u66f4\u65b0\u6a21\u578b\u53c2\u6570<\/li>\n<p>\u8ddfPPO\u76f8\u6bd4&#xff0c;GRPO\u4e0d\u9700\u8981\u4ef7\u503c\u7f51\u7edc&#xff08;Critic&#xff09;&#xff0c;\u7701\u4e86\u4e00\u534a\u663e\u5b58&#xff0c;\u8bad\u7ec3\u4e5f\u66f4\u7a33\u5b9a\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48HelloAgents\u9009GRPO\u4f5c\u4e3a\u9ed8\u8ba4\u7b97\u6cd5\u3002<\/p>\n<h3>\u4e09\u3001\u5b8c\u6574\u8bad\u7ec3\u6d41\u7a0b<\/h3>\n<p>\u628a\u4e94\u4e2a\u6a21\u5757\u4e32\u8d77\u6765&#xff0c;HelloAgents\u7684Agentic RL\u5b8c\u6574\u8bad\u7ec3\u6d41\u7a0b\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<p>\u7b2c1\u6b65&#xff1a;\u51c6\u5907\u6570\u636e<br \/>\n  \u2193 \u52a0\u8f7d\u4efb\u52a1\u6570\u636e\u96c6&#xff0c;\u6784\u5efaprompt\u6a21\u677f<br \/>\n\u7b2c2\u6b65&#xff1a;\u521d\u59cb\u5316\u73af\u5883<br \/>\n  \u2193 \u4e3a\u6bcf\u4e2a\u4efb\u52a1\u521b\u5efa\u73af\u5883\u5b9e\u4f8b<br \/>\n\u7b2c3\u6b65&#xff1a;\u91c7\u6837\u8f68\u8ff9&#xff08;Rollout&#xff09;<br \/>\n  \u2193 \u5e76\u884c\u8ba9Agent\u5728\u73af\u5883\u4e2d\u6267\u884c&#xff0c;\u6bcf\u4e2a\u4efb\u52a1\u91c7\u6837G\u6761\u8f68\u8ff9<br \/>\n\u7b2c4\u6b65&#xff1a;\u8ba1\u7b97\u5956\u52b1&#xff08;Reward&#xff09;<br \/>\n  \u2193 \u7528\u89c4\u5219\/\u6a21\u578b\u7ed9\u6bcf\u6761\u8f68\u8ff9\u6253\u5206<br \/>\n\u7b2c5\u6b65&#xff1a;\u8bad\u7ec3\u66f4\u65b0&#xff08;Trainer&#xff09;<br \/>\n  \u2193 \u7528GRPO\u7b97\u6cd5\u66f4\u65b0\u6a21\u578b\u53c2\u6570<br \/>\n\u7b2c6\u6b65&#xff1a;\u8bc4\u4f30<br \/>\n  \u2193 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\/>\n\u7b2c7\u6b65&#xff1a;\u56de\u5230\u7b2c3\u6b65&#xff0c;\u5faa\u73af\u76f4\u5230\u6536\u655b<\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684\u8bad\u7ec3\u53ef\u80fd\u8981\u5faa\u73af\u51e0\u5341\u5230\u51e0\u767e\u4e2aepoch&#xff0c;\u6bcf\u4e2aepoch\u5305\u542b\u91c7\u6837\u2192\u5956\u52b1\u2192\u8bad\u7ec3\u2192\u8bc4\u4f30\u56db\u6b65\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u8dd1\u4e0b\u6765\u7684\u611f\u53d7\u662f&#xff1a;\u91c7\u6837\u5360\u4e8690%\u4ee5\u4e0a\u7684\u65f6\u95f4\u3002\u8bad\u7ec3\u66f4\u65b0\u5176\u5b9e\u5f88\u5feb&#xff08;\u5c31\u662f\u4e00\u6b21\u53cd\u5411\u4f20\u64ad&#xff09;&#xff0c;\u4f46\u91c7\u6837\u8981\u7b49Agent\u4e00\u6761\u6761\u8f68\u8ff9\u8dd1\u51fa\u6765\u3002\u6240\u4ee5\u4f18\u5316\u91c7\u6837\u901f\u5ea6\u662f\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u7684\u5173\u952e\u3002<\/p>\n<h3>\u56db\u3001\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56\u548c\u6211\u7684\u7406\u89e3<\/h3>\n<p>\u68b3\u7406\u5b8cHelloAgents\u7684\u8bbe\u8ba1&#xff0c;\u6709\u51e0\u4e2a\u8bbe\u8ba1\u51b3\u7b56\u8ba9\u6211\u5370\u8c61\u5f88\u6df1&#xff0c;\u4e5f\u5f15\u53d1\u4e86\u4e00\u4e9b\u601d\u8003&#xff1a;<\/p>\n<p>\u51b3\u7b561&#xff1a;\u73af\u5883\u8ddf\u8bad\u7ec3\u89e3\u8026<\/p>\n<p>HelloAgents\u628a\u73af\u5883&#xff08;Environment&#xff09;\u505a\u6210\u4e86\u4e00\u4e2a\u72ec\u7acb\u7684\u63a5\u53e3&#xff0c;\u8ddf\u8bad\u7ec3\u4ee3\u7801\u5b8c\u5168\u89e3\u8026\u3002\u4f60\u60f3\u8bad\u7ec3\u65b0\u4efb\u52a1&#xff0c;\u53ea\u9700\u8981\u5b9e\u73b0\u4e00\u4e2a\u65b0\u7684\u73af\u5883\u7c7b&#xff0c;\u4e0d\u9700\u8981\u6539\u8bad\u7ec3\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u592a\u91cd\u8981\u4e86\u3002\u56e0\u4e3aAgentic 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(HuggingFace)OpenRLHFLangChain<\/tr>\n<tbody>\n<tr>\n<td>\u5b9a\u4f4d<\/td>\n<td>Agent\u7814\u7a76\u6846\u67b6<\/td>\n<td>LLM\u5fae\u8c03\u5e93<\/td>\n<td>RL\u8bad\u7ec3\u6846\u67b6<\/td>\n<td>Agent\u5e94\u7528\u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>SFT<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>RLHF\/PPO<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>GRPO<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u90e8\u5206\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>Agent\u73af\u5883<\/td>\n<td>\u5185\u7f6e\u591a\u79cd<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u5185\u7f6eMCP\/A2A<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u8bc4\u4f30\u57fa\u51c6<\/td>\n<td>\u5185\u7f6eBFCL\/GAIA<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u624b\u96be\u5ea6<\/td>\n<td>\u4e2d\u7b49<\/td>\n<td>\u7b80\u5355<\/td>\n<td>\u8f83\u96be<\/td>\n<td>\u7b80\u5355<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u5408\u573a\u666f<\/td>\n<td>Agent\u8bad\u7ec3\u7814\u7a76<\/td>\n<td>\u901a\u7528LLM\u5fae\u8c03<\/td>\n<td>\u5927\u89c4\u6a21RL\u8bad\u7ec3<\/td>\n<td>Agent\u5e94\u7528\u5f00\u53d1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6211\u7684\u770b\u6cd5\u662f&#xff1a;<\/p>\n<ul>\n<li>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u5fae\u8c03\u4e00\u4e2a\u5bf9\u8bdd\u6a21\u578b&#xff0c;\u7528TRL\u5c31\u591f\u4e86&#xff0c;\u7b80\u5355\u6210\u719f<\/li>\n<li>\u5982\u679c\u4f60\u60f3\u505a\u5927\u89c4\u6a21\u5206\u5e03\u5f0fRL\u8bad\u7ec3&#xff0c;OpenRLHF\u66f4\u4e13\u4e1a<\/li>\n<li>\u5982\u679c\u4f60\u60f3\u642d\u4e00\u4e2aAgent\u5e94\u7528&#xff0c;\u7528LangChain<\/li>\n<li>\u5982\u679c\u4f60\u60f3\u505aAgentic 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