{"id":119024,"date":"2026-10-28T18:24:50","date_gmt":"2026-10-28T10:24:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119024.html"},"modified":"2026-10-28T18:24:50","modified_gmt":"2026-10-28T10:24:50","slug":"%e7%94%a8-hermes-%e6%a8%a1%e5%9e%8b%e8%b7%91%e9%80%9a%e8%87%aa%e4%b8%bb%e8%bf%9b%e5%8c%96-agent%ef%bc%9a%e4%bb%8e%e5%9b%ba%e5%ae%9a%e6%b5%81%e7%a8%8b%e5%88%b0%e5%8a%a8%e6%80%81%e8%bf%ad%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119024.html","title":{"rendered":"\u7528 Hermes \u6a21\u578b\u8dd1\u901a\u81ea\u4e3b\u8fdb\u5316 Agent\uff1a\u4ece\u56fa\u5b9a\u6d41\u7a0b\u5230\u52a8\u6001\u8fed\u4ee3\u7684\u5de5\u7a0b\u5b9e\u8df5"},"content":{"rendered":"

\u4e3a\u4ec0\u4e48\u201c\u81ea\u4e3b\u8fdb\u5316\u201d\u662f\u667a\u80fd\u4f53\u7ed5\u4e0d\u5f00\u7684\u4e0b\u4e00\u9636\u6bb5<\/h3>\n

\u8fc7\u53bb\u534a\u5e74，\u6211\u5e26\u56e2\u961f\u505a\u8fc7\u4e0d\u5c11 Agent \u843d\u5730\u9879\u76ee\u3002\u65e9\u671f\u6211\u4eec\u4e60\u60ef\u628a\u4e1a\u52a1\u903b\u8f91\u5199\u6210\u56fa\u5b9a Prompt，\u914d\u5408\u4e00\u7ec4\u9884\u5b9a\u4e49\u5de5\u5177，\u8dd1\u901a\u540e\u4e0a\u7ebf\u3002\u8868\u9762\u770b\u4e00\u5207\u6b63\u5e38，\u4f46\u4e00\u65e6\u8fdb\u5165\u771f\u5b9e\u6d41\u91cf，\u95ee\u9898\u5c31\u66b4\u9732\u4e86：\u7528\u6237\u63d0\u95ee\u7a0d\u5fae\u8d85\u51fa\u9884\u8bbe\u8303\u56f4，\u6a21\u578b\u8981\u4e48\u5f3a\u884c\u5957\u7528\u65e7\u5de5\u5177，\u8981\u4e48\u76f4\u63a5\u8f93\u51fa\u683c\u5f0f\u9519\u8bef\u7684 JSON；\u9047\u5230\u6b65\u9aa4\u5931\u8d25\u65f6，Agent \u4e0d\u4f1a\u81ea\u5df1\u56de\u9000\u91cd\u8bd5，\u53ea\u80fd\u9760\u5916\u90e8\u7f51\u5173\u505a\u4eba\u5de5\u5e72\u9884\u6216\u89c4\u5219\u515c\u5e95\u3002<\/p>\n

\u8fd9\u79cd\u201c\u4e00\u6b21\u6027\u751f\u6210\u3001\u6267\u884c\u5b8c\u5c31\u7ed3\u675f\u201d\u7684\u6a21\u5f0f，\u5728\u6d4b\u8bd5\u73af\u5883\u91cc\u80fd\u8dd1\u901a，\u4f46\u5728\u751f\u4ea7\u73af\u5883\u7f3a\u4e4f\u5f39\u6027\u3002\u667a\u80fd\u4f53\u8981\u771f\u6b63\u627f\u62c5\u590d\u6742\u4efb\u52a1，\u5fc5\u987b\u5177\u5907\u4e24\u4e2a\u80fd\u529b：\u4e00\u662f\u80fd\u6839\u636e\u6267\u884c\u7ed3\u679c\u8c03\u6574\u540e\u7eed\u52a8\u4f5c，\u4e8c\u662f\u80fd\u628a\u5931\u8d25\u7ecf\u9a8c\u6c89\u6dc0\u4e0b\u6765，\u907f\u514d\u540c\u7c7b\u95ee\u9898\u91cd\u590d\u53d1\u751f\u3002\u6211\u4eec\u628a\u8fd9\u79cd\u80fd\u529b\u79f0\u4e3a\u201c\u81ea\u4e3b\u8fdb\u5316\u201d\u3002\u5b83\u4e0d\u662f\u8ba9\u6a21\u578b\u7a81\u7136\u53d8\u806a\u660e，\u800c\u662f\u901a\u8fc7\u53ef\u89c2\u6d4b\u7684\u95ed\u73af\u7ed3\u6784，\u8ba9\u7cfb\u7edf\u5177\u5907\u81ea\u6211\u6821\u51c6\u548c\u7b56\u7565\u66f4\u65b0\u7684\u5de5\u7a0b\u57fa\u7840\u3002<\/p>\n

\u8fd9\u4e00\u70b9\u6211\u6ca1\u6709\u53bb\u5bf9\u6bd4\u5e02\u9762\u4e0a\u5404\u79cd\u95ed\u6e90\u4ea7\u54c1\u7684\u9ed1\u76d2\u5b9e\u73b0，\u4f46\u4ece\u6211\u81ea\u5df1\u642d\u7684\u51e0\u5957\u5f00\u6e90\u94fe\u8def\u6765\u770b，\u6838\u5fc3\u5dee\u5f02\u5c31\u5728\u4e8e\u53cd\u9988\u662f\u5426\u88ab\u7ed3\u6784\u5316\u5730\u5582\u56de\u7ed9\u6a21\u578b，\u4ee5\u53ca\u5386\u53f2\u51b3\u7b56\u662f\u5426\u88ab\u6301\u4e45\u5316\u68c0\u7d22\u3002\u4e0b\u9762\u6211\u4f1a\u6309\u5b9e\u9645\u843d\u5730\u7684\u601d\u8def，\u628a\u8fd9\u5957\u673a\u5236\u62c6\u5f00\u8bb2\u6e05\u695a\u3002<\/p>\n

\u628a\u62bd\u8c61\u6982\u5ff5\u62c6\u6210\u53ef\u5de5\u7a0b\u7684\u4e09\u4e2a\u95ed\u73af<\/h3>\n

\"\u628a\u62bd\u8c61\u6982\u5ff5\u62c6\u6210\u53ef\u5de5\u7a0b\u7684\u4e09\u4e2a\u95ed\u73af\"<\/p>\n

\u201c\u81ea\u4e3b\u8fdb\u5316\u201d\u542c\u8d77\u6765\u5f88\u5b8f\u5927，\u4f46\u843d\u5230\u4ee3\u7801\u91cc，\u53ea\u9700\u8981\u7ba1\u4f4f\u4e09\u4ef6\u4e8b：\u4e0a\u4e0b\u6587\u600e\u4e48\u5b58\u3001\u5931\u8d25\u600e\u4e48\u6539\u3001\u5de5\u5177\u600e\u4e48\u9009\u3002<\/p>\n

\u77ed\u671f\u8bb0\u5fc6\u4e0e\u4e0a\u4e0b\u6587\u538b\u7f29
\n\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684\u3002\u5982\u679c\u6bcf\u6b21\u8fed\u4ee3\u90fd\u628a\u539f\u59cb\u5bf9\u8bdd\u5168\u91cf\u585e\u8fdb\u53bb，\u4e0d\u4ec5\u5ef6\u8fdf\u98d9\u5347，\u8fd8\u4f1a\u7a00\u91ca\u5173\u952e\u4fe1\u606f\u3002\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u538b\u7f29\u5c42，\u628a\u591a\u8f6e\u4ea4\u4e92\u4e2d\u771f\u6b63\u5f71\u54cd\u51b3\u7b56\u7684\u4fe1\u606f\u63d0\u53d6\u51fa\u6765，\u4fdd\u7559\u72b6\u6001\u6807\u8bb0\u548c\u5de5\u5177\u8fd4\u56de\u6458\u8981，\u4e22\u5f03\u5197\u4f59\u7684\u5ba2\u5957\u8bdd\u6216\u91cd\u590d\u786e\u8ba4\u3002<\/p>\n

\u81ea\u53cd\u601d\u4e0e\u9519\u8bef\u4fee\u6b63
\n\u4f20\u7edf Agent \u62ff\u5230\u5de5\u5177\u8fd4\u56de\u540e\u76f4\u63a5\u62fc\u63a5\u7ee7\u7eed\u751f\u6210\u3002\u81ea\u4e3b\u8fdb\u5316\u7684\u505a\u6cd5\u662f\u52a0\u4e00\u5c42\u4e2d\u95f4\u6001：\u8ba9\u6a21\u578b\u5148\u5224\u65ad\u5f53\u524d\u6b65\u9aa4\u662f\u5426\u8fbe\u6210\u9884\u671f，\u5982\u679c\u6ca1\u6709，\u5206\u6790\u539f\u56e0（\u53c2\u6570\u9519\u3001\u5de5\u5177\u4e0d\u53ef\u7528\u3001\u6743\u9650\u4e0d\u8db3\u8fd8\u662f\u903b\u8f91\u65ad\u5c42），\u7136\u540e\u751f\u6210\u4fee\u6b63\u540e\u7684\u6307\u4ee4\u518d\u6267\u884c\u3002\u8fd9\u4e00\u6b65\u5fc5\u987b\u9650\u5236\u6700\u5927\u5c1d\u8bd5\u6b21\u6570，\u5426\u5219\u5bb9\u6613\u9677\u5165\u6b7b\u5faa\u73af\u3002<\/p>\n

\u5de5\u5177\u8def\u7531\u4e0e\u7b56\u7565\u8bb0\u5fc6
\n\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u4e0a\u5347，\u5de5\u5177\u5217\u8868\u4f1a\u8fc5\u901f\u81a8\u80c0\u3002 naive \u7684\u505a\u6cd5\u662f\u8ba9\u6a21\u578b\u6bcf\u6b21\u90fd\u4ece\u5b8c\u6574\u5217\u8868\u4e2d\u6311\u9009，\u6548\u7387\u6781\u4f4e\u4e14\u5bb9\u6613\u9009\u9519\u3002\u6211\u4eec\u9700\u8981\u7ef4\u62a4\u4e00\u4e2a\u201c\u7b56\u7565\u8bb0\u5fc6\u201d，\u8bb0\u5f55\u54ea\u4e9b\u5de5\u5177\u7ec4\u5408\u5728\u672c\u6b21\u4efb\u52a1\u4e2d\u6709\u6548\u3001\u54ea\u4e9b\u89e6\u53d1\u8fc7\u8d85\u65f6\u6216\u62a5\u9519\u3002\u4e0b\u6b21\u9047\u5230\u76f8\u4f3c\u610f\u56fe\u65f6，\u4f18\u5148\u4ece\u9ad8\u547d\u4e2d\u5217\u8868\u4e2d\u9009\u62e9，\u5e76\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u88c1\u526a\u5019\u9009\u96c6\u3002<\/p>\n

\u8fd9\u4e09\u4e2a\u73af\u8282\u4e32\u8054\u8d77\u6765，\u5c31\u662f\u4e00\u4e2a\u6700\u5c0f\u53ef\u7528\u7684\u81ea\u8fed\u4ee3\u5f15\u64ce\u3002\u63a5\u4e0b\u6765\u770b\u5177\u4f53\u5b9e\u73b0\u3002<\/p>\n

\u6838\u5fc3\u5faa\u73af\u5b9e\u73b0：\u7528 Hermes \u8dd1\u8d77\u7b2c\u4e00\u7248\u81ea\u8fed\u4ee3<\/h3>\n

\u73af\u5883\u65b9\u9762，\u6211\u4f7f\u7528\u7684\u662f Python 3.10\u3001PyTorch 2.1.2\u3001Transformers 4.40.0，\u63a8\u7406\u5c42\u4f9d\u8d56 vLLM 0.4.1（\u672c\u5730\u90e8\u7f72）\u6216\u76f4\u63a5\u8c03\u7528\u517c\u5bb9 OpenAI \u534f\u8bae\u7684\u4e91\u670d\u52a1\u3002\u8fd9\u91cc\u9009\u7528 Nous Research \u7684 Hermes \u7cfb\u5217\u6a21\u578b（\u4f8b\u5982 NousResearch\/hermes-3-llama-3.1-8b \u7684 GGUF \u91cf\u5316\u7248\u6216\u539f\u751f\u6743\u91cd），\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u5728\u6307\u4ee4\u9075\u5faa\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u4e0a\u8868\u73b0\u7a33\u5b9a，\u4e14\u5bf9\u4e2d\u6587\u573a\u666f\u7684\u9002\u914d\u5ea6\u4f18\u4e8e\u90e8\u5206\u7eaf\u82f1\u6587\u5fae\u8c03\u57fa\u5ea7\u3002<\/p>\n

\u4e0b\u9762\u662f\u6838\u5fc3\u63a7\u5236\u5faa\u73af\u7684\u9aa8\u67b6\u4ee3\u7801\u3002\u4e3a\u4e86\u4fdd\u6301\u53ef\u8bfb\u6027，\u7701\u7565\u4e86\u65e5\u5fd7\u6253\u5370\u548c\u5f02\u5e38\u6355\u83b7\u7684\u6837\u677f\u4ee3\u7801，\u4f46\u4fdd\u7559\u4e86\u5173\u952e\u7684\u6570\u636e\u6d41\u548c\u8bbe\u8ba1\u610f\u56fe\u3002<\/p>\n

import<\/span> json
\nfrom<\/span> typing import<\/span> Dict,<\/span> List,<\/span> Optional
\nfrom<\/span> datetime import<\/span> datetime<\/p>\n

class<\/span> AutonomousAgentLoop<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self,<\/span> llm_client,<\/span> tools_registry,<\/span> max_reflections=<\/span>3<\/span>)<\/span>:<\/span>
\n self.<\/span>llm =<\/span> llm_client
\n self.<\/span>tools =<\/span> {<\/span>t[<\/span>"name"<\/span>]<\/span>:<\/span> t[<\/span>"func"<\/span>]<\/span> for<\/span> t in<\/span> tools_registry}<\/span>
\n self.<\/span>max_reflections =<\/span> max_reflections
\n # \u7b56\u7565\u8bb0\u5fc6：\u8bb0\u5f55\u5de5\u5177\u540d -> \u6210\u529f\/\u5931\u8d25\u6b21\u6570 & \u6700\u8fd1\u6210\u529f\u53c2\u6570<\/span>
\n self.<\/span>policy_memory:<\/span> Dict[<\/span>str<\/span>,<\/span> Dict]<\/span> =<\/span> {<\/span>}<\/span>
\n # \u77ed\u671f\u8bb0\u5fc6：\u4ec5\u4fdd\u7559\u8fd1 N \u6b65\u7684\u72b6\u6001\u6458\u8981<\/span>
\n self.<\/span>short_term_buffer:<\/span> List[<\/span>Dict]<\/span> =<\/span> [<\/span>]<\/span><\/p>\n

def<\/span> _compress_context<\/span>(<\/span>self,<\/span> history:<\/span> List[<\/span>Dict]<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n """\u5c06\u539f\u59cb\u4ea4\u4e92\u538b\u7f29\u4e3a\u72b6\u6001\u6458\u8981，\u907f\u514d\u7a97\u53e3\u7206\u70b8"""<\/span>
\n # \u5b9e\u9645\u9879\u76ee\u4e2d\u4f1a\u4f7f\u7528\u6ed1\u52a8\u7a97\u53e3 + \u5173\u952e\u4e8b\u4ef6\u62bd\u53d6<\/span>
\n # \u6b64\u5904\u7b80\u5316\u4e3a\u53d6\u6700\u8fd1 3 \u6761\u975e\u7a7a\u4ea4\u4e92 + \u5f53\u524d\u5f85\u529e<\/span>
\n recent =<\/span> [<\/span>h for<\/span> h in<\/span> history[<\/span>–<\/span>3<\/span>:<\/span>]<\/span> if<\/span> h.<\/span>get(<\/span>"role"<\/span>)<\/span> ==<\/span> "assistant"<\/span>]<\/span>
\n return<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>[<\/span>r.<\/span>get(<\/span>"content"<\/span>,<\/span> ""<\/span>)<\/span> for<\/span> r in<\/span> recent]<\/span>)<\/span><\/p>\n

def<\/span> _reflect_and_correct<\/span>(<\/span>self,<\/span> raw_output:<\/span> str<\/span>,<\/span> task_goal:<\/span> str<\/span>)<\/span> –<\/span>><\/span> Optional[<\/span>str<\/span>]<\/span>:<\/span>
\n """\u81ea\u53cd\u601d：\u5224\u65ad\u662f\u5426\u8fbe\u6807，\u672a\u8fbe\u6807\u5219\u751f\u6210\u4fee\u6b63\u6307\u4ee4"""<\/span>
\n reflection_prompt =<\/span> f"""
\n \u76ee\u6807\u4efb\u52a1: <\/span>{<\/span>task_goal}<\/span><\/span>
\n \u5f53\u524d\u8f93\u51fa: <\/span>{<\/span>raw_output}<\/span><\/span>
\n \u8bf7\u5224\u65ad:
\n 1. \u662f\u5426\u5b8c\u5168\u6ee1\u8db3\u76ee\u6807？(\u662f\/\u5426)
\n 2. \u82e5\u5426，\u6307\u51fa\u7f3a\u5931\u6216\u9519\u8bef\u70b9，\u5e76\u751f\u6210\u4fee\u6b63\u540e\u7684\u6267\u884c\u6307\u4ee4\u3002
\n \u4ec5\u8fd4\u56de JSON \u683c\u5f0f: {{"status": "done|needs_fix", "reason": "…", "corrected_instruction": "…"}}
\n """<\/span><\/span>
\n resp =<\/span> self.<\/span>llm.<\/span>chat(<\/span>reflection_prompt,<\/span> response_format=<\/span>"json"<\/span>)<\/span>
\n try<\/span>:<\/span>
\n data =<\/span> json.<\/span>loads(<\/span>resp)<\/span>
\n if<\/span> data[<\/span>"status"<\/span>]<\/span> ==<\/span> "done"<\/span>:<\/span>
\n return<\/span> None<\/span>
\n return<\/span> data[<\/span>"corrected_instruction"<\/span>]<\/span>
\n except<\/span> Exception:<\/span>
\n return<\/span> None<\/span><\/p>\n

def<\/span> run_step<\/span>(<\/span>self,<\/span> user_input:<\/span> str<\/span>,<\/span> initial_tools:<\/span> List[<\/span>str<\/span>]<\/span>)<\/span> –<\/span>><\/span> Dict:<\/span>
\n current_tools =<\/span> self.<\/span>_route_tools(<\/span>initial_tools)<\/span>
\n iteration =<\/span> 0<\/span>
\n raw_plan =<\/span> None<\/span><\/p>\n

while<\/span> iteration <<\/span> self.<\/span>max_reflections:<\/span>
\n # 1. \u751f\u6210\u6267\u884c\u8ba1\u5212<\/span>
\n plan_prompt =<\/span> f"""
\n \u53ef\u7528\u5de5\u5177: <\/span>{<\/span>current_tools}<\/span><\/span>
\n \u77ed\u671f\u8bb0\u5fc6: <\/span>{<\/span>self.<\/span>_compress_context(<\/span>self.<\/span>short_term_buffer)<\/span>}<\/span><\/span>
\n \u8bf7\u751f\u6210\u7ed3\u6784\u5316\u6267\u884c\u8ba1\u5212\u3002\u4ec5\u8fd4\u56de JSON: {{"tool": "xxx", "params": {{}}}}
\n """<\/span><\/span>
\n raw_plan =<\/span> self.<\/span>llm.<\/span>chat(<\/span>plan_prompt,<\/span> response_format=<\/span>"json"<\/span>)<\/span><\/p>\n

# 2. \u6267\u884c\u5de5\u5177<\/span>
\n action =<\/span> json.<\/span>loads(<\/span>raw_plan)<\/span>
\n tool_name =<\/span> action[<\/span>"tool"<\/span>]<\/span>
\n params =<\/span> action.<\/span>get(<\/span>"params"<\/span>,<\/span> {<\/span>}<\/span>)<\/span><\/p>\n

if<\/span> tool_name not<\/span> in<\/span> self.<\/span>tools:<\/span>
\n raise<\/span> ValueError(<\/span>f"\u5de5\u5177 <\/span>{<\/span>tool_name}<\/span><\/span> \u4e0d\u5b58\u5728"<\/span><\/span>)<\/span><\/p>\n

result =<\/span> self.<\/span>tools[<\/span>tool_name]<\/span>(<\/span>**<\/span>params)<\/span><\/p>\n

# 3. \u8bb0\u5f55\u5230\u77ed\u671f\u8bb0\u5fc6<\/span>
\n self.<\/span>short_term_buffer.<\/span>append(<\/span>{<\/span>
\n "step"<\/span>:<\/span> iteration,<\/span>
\n "tool"<\/span>:<\/span> tool_name,<\/span>
\n "result_summary"<\/span>:<\/span> str<\/span>(<\/span>result)<\/span>[<\/span>:<\/span>200<\/span>]<\/span>,<\/span>
\n "timestamp"<\/span>:<\/span> datetime.<\/span>now(<\/span>)<\/span>.<\/span>isoformat(<\/span>)<\/span>
\n }<\/span>)<\/span><\/p>\n

# 4. \u81ea\u53cd\u601d<\/span>
\n corrected =<\/span> self.<\/span>_reflect_and_correct(<\/span>str<\/span>(<\/span>result)<\/span>,<\/span> user_input)<\/span>
\n if<\/span> corrected is<\/span> None<\/span>:<\/span>
\n # \u8fbe\u6210\u76ee\u6807，\u66f4\u65b0\u7b56\u7565\u8bb0\u5fc6<\/span>
\n self.<\/span>policy_memory.<\/span>setdefault(<\/span>tool_name,<\/span> {<\/span>"hits"<\/span>:<\/span> 0<\/span>,<\/span> "misses"<\/span>:<\/span> 0<\/span>,<\/span> "last_success_params"<\/span>:<\/span> {<\/span>}<\/span>}<\/span>)<\/span>
\n self.<\/span>policy_memory[<\/span>tool_name]<\/span>[<\/span>"hits"<\/span>]<\/span> +=<\/span> 1<\/span>
\n self.<\/span>policy_memory[<\/span>tool_name]<\/span>[<\/span>"last_success_params"<\/span>]<\/span> =<\/span> params
\n return<\/span> {<\/span>"status"<\/span>:<\/span> "completed"<\/span>,<\/span> "final_result"<\/span>:<\/span> result}<\/span><\/p>\n

# 5. \u672a\u8fbe\u6210，\u6ce8\u5165\u4fee\u6b63\u6307\u4ee4\u7ee7\u7eed\u5faa\u73af<\/span>
\n iteration +=<\/span> 1<\/span>
\n user_input =<\/span> corrected # \u5c06\u4fee\u6b63\u6307\u4ee4\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u8f93\u5165<\/span><\/p>\n

return<\/span> {<\/span>"status"<\/span>:<\/span> "timeout"<\/span>,<\/span> "last_attempt"<\/span>:<\/span> raw_plan}<\/span><\/p>\n

def<\/span> _route_tools<\/span>(<\/span>self,<\/span> candidates:<\/span> List[<\/span>str<\/span>]<\/span>)<\/span> –<\/span>><\/span> List[<\/span>str<\/span>]<\/span>:<\/span>
\n """\u57fa\u4e8e\u7b56\u7565\u8bb0\u5fc6\u88c1\u526a\u5019\u9009\u5de5\u5177\u96c6"""<\/span>
\n filtered =<\/span> [<\/span>]<\/span>
\n for<\/span> t in<\/span> candidates:<\/span>
\n stats =<\/span> self.<\/span>policy_memory.<\/span>get(<\/span>t,<\/span> {<\/span>}<\/span>)<\/span>
\n # \u5982\u679c\u8be5\u5de5\u5177\u8fd1\u671f\u9891\u7e41\u5931\u8d25\u4e14\u65e0\u6210\u529f\u6848\u4f8b，\u964d\u4f4e\u4f18\u5148\u7ea7\u6216\u76f4\u63a5\u5254\u9664<\/span>
\n if<\/span> stats.<\/span>get(<\/span>"misses"<\/span>,<\/span> 0<\/span>)<\/span> ><\/span> 3<\/span> and<\/span> stats.<\/span>get(<\/span>"hits"<\/span>,<\/span> 0<\/span>)<\/span> ==<\/span> 0<\/span>:<\/span>
\n continue<\/span>
\n filtered.<\/span>append(<\/span>t)<\/span>
\n return<\/span> filtered if<\/span> filtered else<\/span> candidates[<\/span>:<\/span>3<\/span>]<\/span> # \u4fdd\u5e95\u81f3\u5c11\u7559 3 \u4e2a<\/span><\/p>\n

\u8fd9\u6bb5\u4ee3\u7801\u7684\u5173\u952e\u4e0d\u5728\u8bed\u6cd5，\u800c\u5728\u6570\u636e\u6d41\u5411\u8bbe\u8ba1\u3002_reflect_and_correct \u5f3a\u5236\u6a21\u578b\u5148\u505a\u72b6\u6001\u5224\u65ad\u518d\u505a\u4e0b\u4e00\u6b65\u751f\u6210，\u907f\u514d\u4e86\u201c\u76f2\u76ee\u91cd\u8bd5\u201d；_route_tools \u5229\u7528\u7b80\u5355\u7684\u8ba1\u6570\u9608\u503c\u505a\u5de5\u5177\u526a\u679d，\u5927\u5e45\u51cf\u5c11\u4e86\u65e0\u6548\u63a8\u7406；_compress_context \u867d\u7136\u5728\u8fd9\u91cc\u53ea\u53d6\u4e86\u6700\u8fd1\u51e0\u6761，\u4f46\u5728\u5b9e\u9645\u751f\u4ea7\u91cc\u4f1a\u7ed3\u5408\u5173\u952e\u8bcd\u63d0\u53d6\u548c\u5411\u91cf\u76f8\u4f3c\u5ea6\u505a\u52a0\u6743\u6458\u8981，\u4fdd\u8bc1\u957f\u5468\u671f\u4efb\u52a1\u4e0d\u4e22\u5931\u6838\u5fc3\u7ea6\u675f\u3002<\/p>\n

\u5b9e\u9645\u538b\u6d4b\u91cc\u7684\u51e0\u4e2a\u786c\u9aa8\u5934<\/h3>\n

\"\u5b9e\u9645\u538b\u6d4b\u91cc\u7684\u51e0\u4e2a\u786c\u9aa8\u5934\"<\/p>\n

\u628a\u539f\u578b\u8dd1\u901a\u53ea\u662f\u7b2c\u4e00\u6b65，\u653e\u8fdb\u7c7b\u4f3c\u5ba2\u670d\u5de5\u5355\u5904\u7406\u6216\u5185\u90e8\u6570\u636e\u6e05\u6d17\u7684\u573a\u666f\u540e，\u95ee\u9898\u624d\u771f\u6b63\u663e\u73b0\u3002<\/p>\n

\u8fed\u4ee3\u53d1\u6563\u4e0e\u6b7b\u5faa\u73af
\n\u7b2c\u4e00\u6b21\u4e0a\u7ebf\u65f6，\u6211\u4eec\u8bbe\u7f6e\u4e86 max_reflections=5\u3002\u9047\u5230\u4e00\u4e2a\u8de8\u5e93\u67e5\u8be2\u4efb\u52a1，\u6a21\u578b\u5728\u7b2c 3 \u6b21\u53cd\u601d\u65f6\u4ea7\u751f\u4e86\u201c\u53c2\u6570\u8d8a\u6539\u8d8a\u504f\u79bb\u201d\u7684\u60c5\u51b5，\u6700\u7ec8\u5361\u5728\u540c\u4e00\u4e2a\u5de5\u5177\u4e0a\u53cd\u590d\u91cd\u8bd5\u3002\u6392\u67e5\u53d1\u73b0，\u53cd\u601d\u63d0\u793a\u8bcd\u91cc\u7f3a\u5c11\u660e\u786e\u7684\u201c\u8fb9\u754c\u6761\u4ef6\u6821\u9a8c\u201d，\u6a21\u578b\u628a\u201c\u53c2\u6570\u683c\u5f0f\u5fae\u8c03\u201d\u5f53\u6210\u4e86\u4e3b\u8981\u6539\u8fdb\u65b9\u5411，\u800c\u4e0d\u662f\u610f\u8bc6\u5230\u5e95\u5c42\u63a5\u53e3\u672c\u8eab\u5c31\u62d2\u63a5\u8be5\u8bf7\u6c42\u3002\u6211\u4eec\u5728 _reflect_and_correct \u91cc\u8ffd\u52a0\u4e86\u4e00\u6b65\u786e\u5b9a\u6027\u6821\u9a8c（\u6bd4\u5982\u68c0\u67e5\u5fc5\u586b\u5b57\u6bb5\u3001\u7c7b\u578b\u5339\u914d\u3001API \u6587\u6863\u7ea6\u5b9a\u7684\u679a\u4e3e\u503c），\u53d1\u6563\u7387\u4e0b\u964d\u4e86\u7ea6 70%\u3002<\/p>\n

\u5e7b\u89c9\u653e\u5927\u4e0e\u6210\u672c\u5931\u63a7
\n\u81ea\u4e3b\u8fed\u4ee3\u610f\u5473\u7740\u5355\u6b21\u4efb\u52a1\u53ef\u80fd\u89e6\u53d1 3~6 \u6b21\u6a21\u578b\u8c03\u7528\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u7528 70B \u7ea7\u522b\u7684\u6ee1\u8840\u6a21\u578b，\u6210\u672c\u4f1a\u5448\u7ebf\u6027\u751a\u81f3\u6307\u6570\u589e\u957f\u3002\u6211\u7684\u505a\u6cd5\u662f\u5206\u5c42\u8c03\u7528：\u521d\u59cb\u89c4\u5212\u548c\u590d\u6742\u63a8\u7406\u9636\u6bb5\u7528 Hermes-8B \u6216\u540c\u7b49\u89c4\u6a21\u6a21\u578b；\u53ea\u6709\u5f53\u53cd\u601d\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9608\u503c（\u6bd4\u5982\u8fde\u7eed\u4e24\u6b21 needs_fix）\u65f6，\u624d\u5207\u6362\u5230\u5927\u53c2\u6570\u6a21\u578b\u6216\u5f15\u5165\u5916\u90e8\u77e5\u8bc6\u5e93\u8f85\u52a9\u3002\u540c\u65f6，\u5728\u5de5\u5177\u6267\u884c\u524d\u52a0\u5165\u8f7b\u91cf\u7ea7\u524d\u7f6e\u68c0\u67e5\u811a\u672c，\u628a\u660e\u663e\u4e0d\u53ef\u80fd\u7684\u53c2\u6570\u62e6\u622a\u5728 LLM \u4e4b\u5916\u3002<\/p>\n

\u600e\u4e48\u8bc1\u660e\u201c\u8fdb\u5316\u201d\u53d1\u751f\u4e86
\n\u5f88\u591a\u56e2\u961f\u628a\u201c\u80fd\u81ea\u52a8\u91cd\u8bd5\u201d\u5f53\u6210\u8fdb\u5316，\u8fd9\u4e0d\u591f\u4e25\u8c28\u3002\u6211\u7528\u4e86\u4e09\u4e2a\u53ef\u91cf\u5316\u6307\u6807：<\/p>\n

  • \u9996\u56de\u5408\u6210\u529f\u7387（First-attempt pass rate）：\u521d\u59cb\u8f83\u4f4e，\u7ecf\u8fc7\u7b56\u7565\u8bb0\u5fc6\u6c89\u6dc0\u540e\u5e94\u9010\u6b65\u722c\u5347\u3002<\/li>\n
  • \u5e73\u5747\u8fed\u4ee3\u6b65\u6570：\u521d\u671f\u53ef\u80fd\u504f\u9ad8，\u7a33\u5b9a\u671f\u5e94\u6536\u655b\u5230 2~3 \u6b65\u3002<\/li>\n
  • \u5de5\u5177\u547d\u4e2d\u7387\u5206\u5e03：\u9ad8\u9891\u4f7f\u7528\u5de5\u5177\u7684\u6bd4\u4f8b\u63d0\u5347，\u51b7\u95e8\u5de5\u5177\u7684\u8bef\u8c03\u6b21\u6570\u4e0b\u964d\u3002
    \n\u8dd1\u4e86\u4e00\u5468\u771f\u5b9e\u5de5\u5355\u540e，\u9996\u56de\u5408\u6210\u529f\u7387\u4ece 41% \u63d0\u5347\u5230 68%，\u5e73\u5747\u8fed\u4ee3\u6b65\u6570\u4ece 4.2 \u964d\u5230 2.9\u3002\u8fd9\u8bf4\u660e\u7b56\u7565\u8bb0\u5fc6\u548c\u53cd\u5c04\u673a\u5236\u786e\u5b9e\u5728\u8d77\u4f5c\u7528，\u800c\u4e0d\u662f\u6a21\u578b\u968f\u673a\u62bd\u4e2d\u4e86\u6b63\u786e\u7b54\u6848\u3002<\/li>\n

    \u8fd9\u4e00\u70b9\u6211\u6ca1\u6709\u9a8c\u8bc1\u5176\u5728\u6781\u7aef\u5bf9\u6297\u6027\u8f93\u5165\u4e0b\u7684\u9c81\u68d2\u6027，\u5982\u679c\u4efb\u52a1\u6d89\u53ca\u91d1\u878d\u98ce\u63a7\u6216\u533b\u7597\u95ee\u8bca，\u8fd8\u9700\u8981\u53e0\u52a0\u89c4\u5219\u5f15\u64ce\u548c\u4eba\u5de5\u5ba1\u6279\u8282\u70b9，\u4e0d\u80fd\u7eaf\u7cb9\u4f9d\u8d56\u6a21\u578b\u81ea\u6cbb\u3002<\/p>\n

    \u843d\u5730\u5efa\u8bae\u4e0e\u6280\u672f\u53d6\u820d<\/h3>\n

    \"\u843d\u5730\u5efa\u8bae\u4e0e\u6280\u672f\u53d6\u820d\"<\/p>\n

    \u81ea\u4e3b\u8fdb\u5316\u4e0d\u662f\u94f6\u5f39，\u5b83\u66f4\u9002\u5408\u4ee5\u4e0b\u573a\u666f：<\/p>\n

      \n
    • \u4efb\u52a1\u8def\u5f84\u5b58\u5728\u591a\u79cd\u5408\u6cd5\u5206\u652f，\u4e14\u5931\u8d25\u6a21\u5f0f\u53ef\u9884\u671f<\/li>\n
    • \u62e5\u6709\u6807\u51c6\u5316\u7a0b\u5ea6\u8f83\u9ad8\u7684\u5de5\u5177\u94fe\u6216 API<\/li>\n
    • \u5bf9\u5bb9\u9519\u7387\u6709\u4e00\u5b9a\u8981\u6c42，\u5141\u8bb8\u5c11\u91cf\u91cd\u8bd5\u6362\u53d6\u66f4\u9ad8\u51c6\u786e\u7387<\/li>\n<\/ul>\n

      \u5982\u679c\u4f60\u7684\u4e1a\u52a1\u5df2\u7ecf\u662f\u5f3a\u89c4\u5219\u9a71\u52a8（\u5982\u8d22\u52a1\u5bf9\u8d26\u3001\u5408\u89c4\u5ba1\u67e5），\u6216\u8005\u5de5\u5177\u63a5\u53e3\u672c\u8eab\u4e0d\u7a33\u5b9a（\u7b2c\u4e09\u65b9\u670d\u52a1\u7ecf\u5e38\u53d8\u66f4\u7b7e\u540d\/\u9650\u6d41），\u5f3a\u884c\u4e0a\u81ea\u8fed\u4ee3\u53ea\u4f1a\u589e\u52a0\u7cfb\u7edf\u590d\u6742\u5ea6\u3002\u8fd9\u65f6\u5019，\u56fa\u5b9a\u6d41\u7a0b\u56fe + \u663e\u5f0f\u5f02\u5e38\u5904\u7406\u66f4\u53ef\u9760\u3002<\/p>\n

      \u53e6\u5916\u6ce8\u610f\u4e24\u70b9\u5de5\u7a0b\u7ec6\u8282：<\/p>\n

    • \u4e0d\u8981\u628a\u6240\u6709\u72b6\u6001\u90fd\u585e\u8fdb Prompt\u3002\u628a\u7ed3\u6784\u5316\u5143\u6570\u636e（\u65f6\u95f4\u6233\u3001\u5de5\u5177 ID\u3001\u9519\u8bef\u7801\u3001\u4f9d\u8d56\u5173\u7cfb）\u653e\u5728\u72ec\u7acb\u5b57\u6bb5，\u6a21\u578b\u53ea\u8d1f\u8d23\u51b3\u7b56\u903b\u8f91，\u8fd9\u6837\u80fd\u663e\u8457\u964d\u4f4e\u89e3\u6790\u5931\u8d25\u7387\u3002<\/li>\n
    • \u53cd\u601d\u5c42\u5fc5\u987b\u53ef\u964d\u7ea7\u3002\u5982\u679c\u6a21\u578b\u5728\u53cd\u601d\u9636\u6bb5\u4ea7\u51fa\u4e71\u7801\u6216\u683c\u5f0f\u9519\u8bef，\u5916\u5c42\u5faa\u73af\u5e94\u5f53\u6709 fallback \u7b56\u7565，\u6bd4\u5982\u9000\u56de\u4e0a\u4e00\u6210\u529f\u72b6\u6001\u3001\u89e6\u53d1\u544a\u8b66\u901a\u77e5\u4eba\u5de5\u4ecb\u5165，\u800c\u4e0d\u662f\u7ee7\u7eed\u6d88\u8017 token\u3002<\/li>\n

      \u667a\u80fd\u4f53\u7684\u6f14\u8fdb\u65b9\u5411\u4f1a\u8d8a\u6765\u8d8a\u9760\u8fd1\u201c\u53ef\u89c2\u6d4b\u3001\u53ef\u5e72\u9884\u3001\u53ef\u56de\u6eda\u201d\u3002\u81ea\u4e3b\u8fdb\u5316\u672c\u8d28\u4e0a\u662f\u628a\u4eba\u7c7b\u5de5\u7a0b\u5e08\u7684\u7ecf\u9a8c\u7f16\u7801\u8fdb\u7cfb\u7edf\u7684\u53cd\u9988\u56de\u8def\u91cc，\u8ba9\u673a\u5668\u5b66\u4f1a\u5728\u72af\u9519\u540e\u8c03\u6574\u53c2\u6570，\u800c\u4e0d\u662f\u6bcf\u6b21\u4ece\u96f6\u5f00\u59cb\u3002\u5982\u679c\u4f60\u6b63\u5728\u642d\u5efa\u4e0b\u4e00\u4ee3\u7684 Agent \u67b6\u6784，\u4e0d\u59a8\u4ece\u6700\u5c0f\u7684\u53cd\u5c04\u5faa\u73af\u548c\u5de5\u5177\u526a\u679d\u5f00\u59cb，\u8dd1\u901a\u6570\u636e\u95ed\u73af，\u518d\u9010\u6b65\u53e0\u52a0\u8bb0\u5fc6\u68c0\u7d22\u548c\u7b56\u7565\u5b66\u4e60\u3002\u8fd9\u6761\u8def\u6ca1\u6709\u6377\u5f84，\u4f46\u6bcf\u4e00\u6b65\u7684\u6d4b\u91cf\u6570\u636e\u90fd\u4f1a\u544a\u8bc9\u4f60，\u7cfb\u7edf\u5230\u5e95\u662f\u5728\u8fdb\u5316，\u8fd8\u662f\u5728\u539f\u5730\u6253\u8f6c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u4e3a\u4ec0\u4e48\u201c\u81ea\u4e3b\u8fdb\u5316\u201d\u662f\u667a\u80fd\u4f53\u7ed5\u4e0d\u5f00\u7684\u4e0b\u4e00\u9636\u6bb5
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