{"id":53757,"date":"2025-02-16T12:01:19","date_gmt":"2025-02-16T04:01:19","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53757\/"},"modified":"2025-02-16T12:01:19","modified_gmt":"2025-02-16T04:01:19","slug":"6%e4%b8%aa%e6%9c%80%e5%a5%bd%e7%94%a8%e7%9a%84llm%e5%ba%94%e7%94%a8%e5%bc%80%e5%8f%91%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53757\/","title":{"rendered":"6\u4e2a\u6700\u597d\u7528\u7684LLM\u5e94\u7528\u5f00\u53d1\u6846\u67b6"},"content":{"rendered":"

\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u5360\u9886\u5f53\u4eca\u7684\u6280\u672f\u4e16\u754c\u3002\u6bcf\u4e2a\u4eba\u90fd\u9700\u8981\u5c06\u4eba\u5de5\u667a\u80fd\u96c6\u6210\u5230\u4ed6\u4eec\u7684\u4e1a\u52a1\u4e2d\uff0c\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7b49\u3002\u6211\u4e0d\u662f\u6765\u89e3\u91ca\u4ec0\u4e48\u662f\u4eba\u5de5\u667a\u80fd\u3001\u5b83\u7684\u5b50\u9886\u57df\u6216\u4ec0\u4e48\u662fLLM\u2014\u2014\u8fd9\u4e9b\u5e9f\u8bdd\u3002\u8ba9\u6211\u4eec\u76f4\u63a5\u8fdb\u5165\u4e3b\u9898\u3002\u6211\u7684\u8bdd\u9898\u662f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u548c\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u7279\u522b\u662fLLM\u548c\u591a\u4ee3\u7406\u7cfb\u7edf\uff08MAS\uff09\u3002\u5728\u5f00\u53d1LLM\u5e94\u7528\u548cMAS\u65f6\uff0c\u6211\u4eec\u9700\u8981\u9a8c\u8bc1LLM\u8f93\u51fa\uff0c\u76d1\u63a7\u6211\u4eec\u7684\u4ee3\u7406\uff0c\u5e76\u4e0e\u5404\u79cd\u5de5\u5177\u548c\u670d\u52a1\u96c6\u6210\u3002\u6211\u5c06\u5206\u4eab\u4e00\u4e9b\u7528\u4e8e\u6784\u5efa\u8fd9\u7c7b\u5e94\u7528\u7684\u6709\u7528\u5de5\u5177\u548c\u5e93\u3002\u5927\u5bb6\u90fd\u77e5\u9053\u548c\u3002\u56e0\u6b64\uff0c\u6211\u4e0d\u4f1a\u518d\u6b21\u8c08\u8bba\u8fd9\u4e24\u4e2a\u6846\u67b6\u3002<\/p>\n

1. Instructor<\/h2>\n

\u7528\u4e8e\u4eceLLM\u83b7\u53d6\u7ed3\u6784\u5316\u8f93\u51fa\uff08\u7c7b\u578b\u5b89\u5168\uff09\u3002\u5b83\u57fa\u4e8ePydantic\u6784\u5efa\u3002\u8be5\u5e93\u652f\u6301\u6d41\u5f0f\u54cd\u5e94\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728Python\u3001TypeScript\u3001Go\u3001Ruby\u548cElixir\u4e2d\u4f7f\u7528\u3002\u6b64\u5916\uff0c\u5b83\u53ef\u4ee5\u4e0e\u8bb8\u591aLLM\u4e00\u8d77\u4f7f\u7528\uff0c\u5305\u62ec\u81ea\u6258\u7ba1\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u7b80\u5355\u5730\u5b9a\u4e49\u4e00\u4e2aPydantic\u6a21\u578b\u4f5c\u4e3a\u54cd\u5e94\u6a21\u578b\uff0c\u5e76\u4f7f\u7528Instructor\u83b7\u53d6\u6240\u9700\u7684\u8f93\u51fa\u3002Instructor\u8fd8\u652f\u6301Jinja\u6a21\u677f\uff0c\u5141\u8bb8\u60a8\u521b\u5efa\u52a8\u6001\u63d0\u793a\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u53ef\u4ee5\u4e0eLogFire\u7ed3\u5408\u4f7f\u7528\u4ee5\u76d1\u63a7\u5e94\u7528\u6027\u80fd\u3002\u5728\u4ed6\u4eec\u7684\u4e2d\uff0c\u60a8\u53ef\u4ee5\u627e\u5230\u5982\u4f55\u4f7f\u7528Instructor\u7684\u8bb8\u591a\u793a\u4f8b\u3002<\/p>\n

2. Composio<\/h2>\n

\u5f53\u6784\u5efaAI\u4ee3\u7406\u65f6\uff0c\u6211\u4eec\u9700\u8981\u589e\u5f3a\u5176\u529f\u80fd\u7684\u5de5\u5177\u3002\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9009\u62e9\u2014\u2014\u4e00\u4e2a\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u7684\u96c6\u6210\u5e73\u53f0\uff0c\u63d0\u4f9b\u5bf9\u8d85\u8fc7250\u4e2a\u5de5\u5177\u7684\u8bbf\u95ee\u3002\u5b83\u5141\u8bb8\u4e0eGitHub\u3001Jira\u3001Salesforce\u3001Gmail\u3001Shopify\u7b49\u670d\u52a1\u65e0\u7f1d\u96c6\u6210\u3002Composio\u652f\u6301\u591a\u79cd\u6846\u67b6\uff0c\u5305\u62ecLangChain\u3001LlamaIndex\u3001CrewAI\u3001AutoGen\u548cLangGraph\uff0c\u540c\u65f6\u4fdd\u6301LLM\u65e0\u5173\u6027\u3002\u5b83\u8fd8\u63d0\u4f9b\u4e86OAuth\u548cJWT\u7b49\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\u3002\u6b64\u5916\uff0cComposio\u901a\u8fc7\u5185\u7f6e\u89e6\u53d1\u5668\u5b9e\u73b0\u81ea\u52a8\u52a8\u4f5c\u6267\u884c\uff0c\u4f7fAI\u5de5\u4f5c\u6d41\u66f4\u52a0\u9ad8\u6548\u548c\u81ea\u52a8\u5316\u3002\u63d0\u4f9b\u514d\u8d39\u548c\u4ed8\u8d39\u8ba1\u5212\u3002<\/p>\n

3. AgentOps<\/h2>\n

\u5728\u5f00\u53d1AI\u4ee3\u7406\u65f6\uff0c\u76d1\u63a7\u5176\u6027\u80fd\u3001\u8ddf\u8e2a\u4ee4\u724c\u4f7f\u7528\u60c5\u51b5\u5e76\u6d4b\u91cf\u54cd\u5e94\u65f6\u95f4\u81f3\u5173\u91cd\u8981\u3002\u662f\u4e00\u4e2a\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\uff0c\u4f7f\u60a8\u80fd\u591f\u6709\u6548\u5730\u76d1\u63a7\u3001\u8c03\u8bd5\u3001\u6d4b\u8bd5\u3001\u5ba1\u8ba1\u548c\u90e8\u7f72\u60a8\u7684AI\u4ee3\u7406\u3002\u5b83\u652f\u6301\u591a\u79cd\u4ee3\u7406\u6846\u67b6\uff0c\u5305\u62ecCrewAI\u3001LlamaIndex\u3001LangChain\u548cAutoGPT\uff0c\u4ee5\u53ca\u591a\u79cdLLM\u3002AgentOps\u5e2e\u52a9\u8ddf\u8e2a\u4ee4\u724c\u4f7f\u7528\u60c5\u51b5\uff0c\u76d1\u63a7\u6210\u672c\uff0c\u5e76\u63d0\u4f9b\u6e05\u6670\u7684\u53ef\u89c6\u5316\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6d1e\u5bdf\u529b\u3002\u975e\u5e38\u6613\u4e8e\u4f7f\u7528\u3002\u53ea\u9700\u4e24\u884c\u4ee3\u7801\uff0c\u60a8\u5c31\u53ef\u4ee5\u5c06AgentOps\u6dfb\u52a0\u5230\u60a8\u7684\u5e94\u7528\u4e2d\u3002\u5b83\u5177\u6709\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\uff0c\u5e76\u63d0\u4f9b\u514d\u8d39\u548c\u4ed8\u8d39\u7248\u672c\u3002\u8fd8\u6709\u7c7b\u4f3c\u7684\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u5982LangFuse\u3001LangTrace\u7b49\u3002<\/p>\n

4. Parlant<\/h2>\n

\u5141\u8bb8\u60a8\u521b\u5efa\u548c\u63a7\u5236AI\u4ee3\u7406\u7684\u884c\u4e3a\u4ee5\u6ee1\u8db3\u60a8\u7684\u9700\u6c42\u3002\u60a8\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u5b9a\u4e49\u72ec\u7279\u7684\u6307\u5357\uff0c\u6307\u5b9a\u5b83\u4eec\u5728\u4e0d\u540c\u60c5\u51b5\u4e0b\u5982\u4f55\u884c\u52a8\uff0c\u8bbe\u7f6e\u81ea\u5b9a\u4e49\u8bcd\u6c47\u8868\uff0c\u5e76\u521b\u5efa\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u53d8\u91cf\u6765\u5b58\u50a8\u6570\u636e\u3002\u5982\u679c\u60a8\u6b63\u5728\u4e3a\u5ba2\u6237\u670d\u52a1\u7b49\u4efb\u52a1\u6784\u5efaAI\u4ee3\u7406\uff0cParlant\u503c\u5f97\u8003\u8651\u3002\u8be5\u6846\u67b6\u8fd8\u652f\u6301\u5de5\u5177\u8c03\u7528\u4ee3\u7406\uff0c\u63d0\u4f9b\u5bf9\u7b2c\u4e09\u65b9\u670d\u52a1\u548cAPI\u7684\u8bbf\u95ee\u3002Parlant\u91c7\u7528\u4e8b\u4ef6\u9a71\u52a8\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4f20\u7edf\u7684\u8bf7\u6c42\/\u54cd\u5e94\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u5bf9\u8bdd\u611f\u89c9\u66f4\u81ea\u7136\uff0c\u5141\u8bb8\u4ee3\u7406\u968f\u65f6\u54cd\u5e94\u3002\u5b89\u5168\u6027\u4e5f\u662fParlant\u7684\u4e00\u4e2a\u5f3a\u9879\u3002\u5b83\u4f7f\u7528Lakera Guard\u8fdb\u884c\u8d8a\u72f1\u4fdd\u62a4\u3002\u867d\u7136Parlant\u6709\u4e00\u4e2a\u5c0f\u4f46\u4e0d\u65ad\u589e\u957f\u7684\u793e\u533a\uff0c\u4f46\u5176\u80fd\u529b\u4f7f\u5176\u6210\u4e3aAI\u9a71\u52a8\u4ea4\u4e92\u7684\u575a\u5b9e\u9009\u62e9\u3002\u6709\u4e00\u4e2a\u7f3a\u70b9\uff1a\u60a8\u4e0d\u80fd\u66f4\u6539LLM\u63d0\u4f9b\u5546\u3002\u4f46\u662f\uff0c\u60a8\u4e0d\u80fd\u9009\u62e9\u4f7f\u7528\u54ea\u4e2a\u6a21\u578b\u3002\u60a8\u5fc5\u987b\u4f7f\u7528Parlant\u5f00\u53d1\u8005\u9009\u5b9a\u7684\u6a21\u578b\u3002\u4f46\u4ed6\u4eec\u5c06\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u52a0\u5165\u66f4\u6539\u6a21\u578b\u7248\u672c\u7684\u529f\u80fd\u3002<\/p>\n

5. LM Studio<\/h2>\n

\u8ba9\u60a8\u80fd\u591f\u5728\u672c\u5730\u8fd0\u884cLLM\uff0c\u5e76\u652f\u6301\u5404\u79cdLLM\u3002\u8fd9\u7c7b\u4f3c\u4e8eOllama\u3002\u4f46\u6709\u4e00\u4e9b\u5dee\u5f02\u3002LM Studio\u5e26\u6709GUI\u3002\u60a8\u53ef\u4ee5\u5728UI\u4e2d\u63a2\u7d22\u6a21\u578b\u3002\u6b64\u5916\uff0cLM Studio\u5305\u542b\u5185\u7f6e\u804a\u5929\u529f\u80fd\uff0c\u5e76\u5141\u8bb8\u60a8\u4e00\u952e\u542f\u52a8\u670d\u52a1\u5668\u3002LM Studio\u9002\u7528\u4e8eWindows\u3001Linux\u548cMac OS\u3002\u8be5\u5de5\u5177\u53ef\u4ee5\u5206\u6790\u60a8\u7684PC\u89c4\u683c\u5e76\u63a8\u8350\u6700\u5408\u9002\u7684\u91cf\u5316\u7248\u672c\u7684\u6a21\u578b\u3002CrewAI\u4e5f\u652f\u6301LM Studio\u3002<\/p>\n

6. LangFlow<\/h2>\n

\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u4f4e\u4ee3\u7801\u5de5\u5177\uff0c\u65e8\u5728\u7b80\u5316RAG\u5e94\u7528\u3001AI\u4ee3\u7406\u548c\u53ef\u4ee5\u4e0e\u4efb\u4f55API\u3001\u6a21\u578b\u6216\u6570\u636e\u5e93\u4ea4\u4e92\u7684\u5de5\u4f5c\u6d41\u7684\u5f00\u53d1\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6613\u4e8e\u4f7f\u7528\u7684GUI\uff0c\u5e26\u6709\u62d6\u653e\u7ec4\u4ef6\uff0c\u5141\u8bb8\u60a8\u6beb\u4e0d\u8d39\u529b\u5730\u6784\u5efaLLM\u5e94\u7528\u3002LangFlow\u65e2\u53ef\u4ee5\u5728\u672c\u5730\u4e5f\u53ef\u4ee5\u5728\u4e91\u4e2d\u4f7f\u7528\u3002\u5b83\u652f\u6301\u4e0eLangSmith\u3001LangFuse\u548cLangWatch\u7b49\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u7684\u96c6\u6210\uff0c\u5e2e\u52a9\u60a8\u76d1\u63a7\u5e94\u7528\u3002LangFlow\u8fd8\u652f\u6301\u8bb8\u591a\u5de5\u5177\uff0c\u53ef\u4ee5\u5c06\u60a8\u7684\u5e94\u7528\u8fde\u63a5\u5230Google Drive\u3001FireCrawl\u3001Confluence\u3001Serper\u7b49\u6709\u7528\u7684\u7b2c\u4e09\u65b9\u670d\u52a1\u3002\u4e3a\u4e86\u4f7f\u5165\u95e8\u66f4\u5bb9\u6613\uff0cLangFlow\u5305\u62ec\u9884\u5efa\u6a21\u677f\uff0c\u5141\u8bb8\u60a8\u5feb\u901f\u8bbe\u7f6e\u5e76\u542f\u52a8\u60a8\u7684\u5e94\u7528\u3002<\/p>\n

7\u3001\u7ed3\u675f\u8bed<\/h2>\n

\u65e0\u8bba\u662f\u57fa\u4e8eLLM\u7684\u5e94\u7528\u8fd8\u662f\u591a\u4ee3\u7406\u7cfb\u7edf\uff08MAS\uff09\uff0c\u6784\u5efaAI\u5e94\u7528\u90fd\u9700\u8981\u6b63\u786e\u7684\u5de5\u5177\u6765\u8fdb\u884c\u9a8c\u8bc1\u3001\u76d1\u63a7\u548c\u96c6\u6210\u3002AI\u6b63\u5728\u5feb\u901f\u53d1\u5c55\u3002\u4fdd\u6301\u66f4\u65b0\u5bf9\u4e8e\u5145\u5206\u5229\u7528\u5176\u6f5c\u529b\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u5e94\u8be5\u610f\u8bc6\u5230\u53ef\u4ee5\u589e\u5f3a\u6211\u4eecAI\u5e94\u7528\u5f00\u53d1\u7684\u5de5\u5177\u3002\u9664\u4e86\u672c\u6587\u4e2d\u63d0\u5230\u7684\u5de5\u5177\u5916\uff0c\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u5de5\u5177\u53ef\u4ee5\u589e\u5f3aAI\u5f00\u53d1\u3002\u63a2\u7d22\u8fd9\u4e9b\u9009\u9879\uff0c\u5b9e\u9a8c\u5e76\u63d0\u5347\u60a8\u7684AI\u9879\u76ee\u3002<\/p>\n

\n","protected":false},"excerpt":{"rendered":"

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