{"id":31980,"date":"2025-07-01T04:45:44","date_gmt":"2025-06-30T20:45:44","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31980"},"modified":"2025-07-01T04:45:44","modified_gmt":"2025-06-30T20:45:44","slug":"zhinengtifanshizhuanban","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/zhinengtifanshizhuanban\/","title":{"rendered":"\u667a\u80fd\u4f53\u8303\u5f0f\u8f6c\u79fb\uff1a\u5341\u5927\u5f00\u6e90AI\u7814\u7a76\u6846\u67b6\u7684\u6df1\u5ea6\u89e3\u6784"},"content":{"rendered":"

\u4ece\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684 API \u8c03\u7528\uff0c\u5230\u81ea\u4e3b\u5316\u3001\u76ee\u6807\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff08Agentic Workflows\uff09\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u8303\u5f0f\u6b63\u5728\u53d1\u751f\u6839\u672c\u6027\u8f6c\u53d8\u3002\u5f00\u6e90\u793e\u533a\u5728\u8fd9\u4e00\u6d6a\u6f6e\u4e2d\u626e\u6f14\u4e86\u5173\u952e\u89d2\u8272\uff0c\u50ac\u751f\u4e86\u5927\u91cf\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7814\u7a76\u4efb\u52a1\u7684 AI \u5de5\u5177\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0d\u518d\u662f\u5355\u4e00\u7684\u6a21\u578b\uff0c\u800c\u662f\u96c6\u6210\u4e86\u89c4\u5212\u3001\u534f\u4f5c\u3001\u4fe1\u606f\u68c0\u7d22\u4e0e\u5de5\u5177\u8c03\u7528\u80fd\u529b\u7684\u590d\u6742\u7cfb\u7edf\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790\u5341\u6b3e\u4ee3\u8868\u6027\u7684\u5f00\u6e90\u7814\u7a76\u52a9\u624b\uff0c\u5206\u6790\u5176\u6280\u672f\u8def\u5f84\u3001\u8bbe\u8ba1\u54f2\u5b66\u4ee5\u53ca\u5728 AI \u751f\u6001\u4e2d\u7684\u6218\u7565\u5b9a\u4f4d\u3002<\/p>\n

 <\/p>\n

\u591a\u667a\u80fd\u4f53\u7cfb\u7edf (MAS)\uff1a\u7ed3\u6784\u5316\u534f\u4f5c\u4e0e\u52a8\u6001\u9002\u5e94<\/h2>\n

\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent Systems, MAS\uff09\u901a\u8fc7\u8ba9\u591a\u4e2a\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u6765\u89e3\u51b3\u5355\u4e00\u667a\u80fd\u4f53\u96be\u4ee5\u5e94\u5bf9\u7684\u590d\u6742\u95ee\u9898\u3002DeerFlow\u00a0\u548c\u00a0OWL<\/a>\u00a0\u5c55\u793a\u4e86\u8be5\u9886\u57df\u7684\u4e24\u79cd\u4e3b\u6d41\u5b9e\u73b0\u8def\u5f84\uff1a\u5c42\u7ea7\u5316\u4e0e\u53bb\u4e2d\u5fc3\u5316\u3002<\/p>\n

DeerFlow<\/a>\u00a0\u4ee3\u8868\u4e86\u5c42\u7ea7\u5316\u3001\u7ed3\u6784\u5316\u7684\u534f\u4f5c\u6a21\u5f0f\u3002\u5b83\u5c06\u7cfb\u7edf\u89e3\u6784\u4e3a\u534f\u8c03\u5668\uff08Coordinator\uff09\u3001\u89c4\u5212\u5668\uff08Planner\uff09\u548c\u4e13\u5bb6\u56e2\u961f\uff08Expert Teams\uff09\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u9177\u4f3c\u4e00\u4e2a\u7ec4\u7ec7\u4e25\u5bc6\u7684\u00a0\u4f01\u4e1a\u7ed3\u6784\u3002\u5176\u5de5\u4f5c\u6d41\u7a0b\u662f\u786e\u5b9a\u6027\u7684\uff1a\u89c4\u5212\u5668\u8fdb\u884c\u4efb\u52a1\u5206\u89e3\uff0c\u534f\u8c03\u5668\u8fdb\u884c\u4efb\u52a1\u5206\u914d\uff0c\u4e13\u5bb6\u667a\u80fd\u4f53\u6267\u884c\u3002\u8fd9\u79cd\u6a21\u5f0f\u7684\u4f18\u52bf\u5728\u4e8e\u5904\u7406\u8fb9\u754c\u6e05\u6670\u3001\u53ef\u88ab\u6709\u6548\u5206\u89e3\u7684\u4efb\u52a1\u65f6\uff0c\u6548\u7387\u6781\u9ad8\u3001\u7ed3\u679c\u53ef\u9884\u6d4b\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c\u5927\u89c4\u6a21\u4ee3\u7801\u5e93\u7684\u5b89\u5168\u5ba1\u8ba1\u65f6\uff0cDeerFlow\u00a0\u53ef\u4ee5\u7a33\u5b9a\u5730\u5c06\u4efb\u52a1\u5206\u914d\u7ed9\u4ee3\u7801\u5206\u6790\u3001\u6f0f\u6d1e\u68c0\u6d4b\u7b49\u4e0d\u540c\u89d2\u8272\u7684\u667a\u80fd\u4f53\uff0c\u5e76\u6c47\u603b\u62a5\u544a\u3002<\/p>\n

\"DeerFlow\uff1a\u5f00\u6e90\u7684\u6df1\u5ea6\u7814\u7a76\u81ea\u52a8\u5316\u6846\u67b6-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/bytedance\/deer-flow<\/a><\/p>\n

OWL\u00a0\u5219\u4f53\u73b0\u4e86\u53bb\u4e2d\u5fc3\u5316\u3001\u52a8\u6001\u9002\u5e94\u7684\u534f\u4f5c\u54f2\u5b66\u3002\u5b83\u57fa\u4e8e\u00a0CAMEL-AI<\/a>\u00a0\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u662f\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u201c\u89d2\u8272\u626e\u6f14\u201d\u548c\u201c\u6c9f\u901a\u534f\u5546\u201d\u3002\u4e0e\u00a0DeerFlow\u00a0\u7684\u9884\u8bbe\u5206\u5de5\u4e0d\u540c\uff0cOWL\u00a0\u4e2d\u7684\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u5b9e\u65f6\u8fdb\u5c55\u52a8\u6001\u534f\u5546\u5e76\u627f\u62c5\u4e0d\u540c\u89d2\u8272\u3002\u8fd9\u79cd\u6d8c\u73b0\u5f0f\u7684\u534f\u4f5c\u6a21\u5f0f\uff0c\u5728\u5904\u7406\u5f00\u653e\u6027\u3001\u975e\u7ed3\u6784\u5316\u95ee\u9898\uff08\u5982\u8de8\u5b66\u79d1\u7684\u79d1\u5b66\u63a2\u7d22\uff09\u65f6\u66f4\u5177\u4f18\u52bf\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u7cfb\u7edf\u5728\u6ca1\u6709\u660e\u786e\u89e3\u51b3\u65b9\u6848\u8def\u5f84\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u667a\u80fd\u4f53\u95f4\u7684\u4ea4\u4e92\u81ea\u884c\u63a2\u7d22\u51fa\u6700\u4f73\u534f\u4f5c\u65b9\u5f0f\u3002OWL\u00a0\u7684\u7075\u6d3b\u6027\u662f\u4ee5\u727a\u7272\u90e8\u5206\u53ef\u9884\u6d4b\u6027\u4e3a\u4ee3\u4ef7\u7684\uff0c\u8fd9\u4ee3\u8868\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u6743\u8861\u3002<\/p>\n

\"OWL\uff1a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5b8c\u6210\u73b0\u5b9e\u4efb\u52a1\u81ea\u52a8\u5316\u5de5\u5177-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/camel-ai\/owl<\/a><\/p>\n

 <\/p>\n

\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Advanced RAG\uff09\uff1a\u4ece\u4fe1\u606f\u68c0\u7d22\u5230\u77e5\u8bc6\u63a2\u7d22<\/h2>\n

\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u5df2\u6210\u4e3a\u7f13\u89e3\u6a21\u578b\u5e7b\u89c9\u3001\u5f15\u5165\u5b9e\u65f6\u4fe1\u606f\u7684\u6807\u51c6\u6280\u672f\u3002WebThinker\u00a0\u4e0e\u00a0Search-R1<\/a>\u00a0\u5219\u5c06\u5176\u4ece\u7b80\u5355\u7684\u201c\u68c0\u7d22-\u751f\u6210\u201d\u6a21\u5f0f\uff0c\u63a8\u5411\u4e86\u66f4\u9ad8\u7ea7\u7684\u201c\u4ee3\u7406\u5f0f\u63a2\u7d22\u201d\uff08Agentic Exploration\uff09\u3002<\/p>\n

WebThinker<\/a>\u00a0\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u8d4b\u4e88\u4e86 LLM \u81ea\u4e3b\u6d4f\u89c8\uff08Autonomous Browsing\uff09\u7684\u80fd\u529b\u3002\u5b83\u8d85\u8d8a\u4e86\u4f20\u7edf RAG<\/a> \u4ec5\u4ece\u641c\u7d22\u5f15\u64ce\u7ed3\u679c\u9875\u9762\uff08SERP\uff09\u6216\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u6587\u672c\u7247\u6bb5\u7684\u8303\u7574\uff0c\u80fd\u591f\u6a21\u62df\u4eba\u7c7b\u7528\u6237\u70b9\u51fb\u94fe\u63a5\u3001\u6df1\u5165\u6316\u6398\u7f51\u9875\u5185\u5bb9\u7684\u884c\u4e3a\u3002\u5176\u201c\u601d\u8003-\u641c\u7d22-\u64b0\u5199\u201d\u7684\u95ed\u73af\u6d41\u7a0b\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u751f\u6210\u4e00\u4e2a\u8be6\u5c3d\u7684\u63a8\u7406\u8f68\u8ff9\uff08Reasoning Trace\uff09\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u4f7f\u5176\u5728\u9700\u8981\u6df1\u5ea6\u548c\u5e7f\u5ea6\u4fe1\u606f\u7684\u8206\u60c5\u5206\u6790\u6216\u884c\u4e1a\u8ffd\u8e2a\u4efb\u52a1\u4e2d\uff0c\u80fd\u591f\u6784\u5efa\u66f4\u5168\u9762\u7684\u77e5\u8bc6\u56fe\u666f\u3002<\/p>\n

\"WebThinker\uff1a\u652f\u6301\u81ea\u4e3b\u7f51\u9875\u641c\u7d22\u4e0e\u62a5\u544a\u64b0\u5199\u7684\u667a\u80fd\u63a8\u7406\u5de5\u5177-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/RUC-NLPIR\/WebThinker<\/a><\/p>\n

Search-R1\u00a0\u5219\u5c06\u5173\u6ce8\u70b9\u653e\u5728\u4e86\u201c\u641c\u7d22\u7b56\u7565\u7684\u5143\u8ba4\u77e5\u201d\uff08Meta-cognition for Search\uff09\u4e0a\u3002\u5b83\u672c\u8eab\u4e0d\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u641c\u7d22\u4ee3\u7406\uff0c\u800c\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u548c\u8bc4\u4f30\u641c\u7d22\u4ee3\u7406\u7684\u6a21\u5757\u5316\u6846\u67b6\u3002\u7528\u6237\u53ef\u4ee5\u50cf\u914d\u7f6e\u670d\u52a1\u5668\u4e00\u6837\uff0c\u81ea\u7531\u7ec4\u5408\u00a0LLaMA3\u3001Qwen2.5\u00a0\u7b49\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u642d\u914d\u00a0PPO\u3001GRPO\u00a0\u7b49\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\u8fd9\u79cd\u5143\u7ea7\u522b\uff08Meta-level\uff09\u7684\u62bd\u8c61\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u4e2a\u5f3a\u5927\u7684\u7814\u7a76\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u63a2\u7d22\u201cAI \u5982\u4f55\u5b66\u4e60\u53bb\u641c\u7d22\u201d\u8fd9\u4e00\u6839\u672c\u6027\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u6ee1\u8db3\u4e8e\u641c\u7d22\u7ed3\u679c\u672c\u8eab\u3002<\/p>\n

\"Search-R1\uff1a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5927\u6a21\u578b\u641c\u7d22\u4e0e\u63a8\u7406\u7684\u5de5\u5177-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/PeterGriffinJin\/Search-R1<\/a><\/p>\n

\u8fb9\u7f18\u667a\u80fd\u4e0e\u6570\u636e\u4e3b\u6743\uff1a\u672c\u5730\u5316 AI \u7684\u5174\u8d77<\/h2>\n

\u968f\u7740\u5bf9\u6570\u636e\u9690\u79c1\u548c\u54cd\u5e94\u901f\u5ea6\u7684\u8981\u6c42\u65e5\u76ca\u63d0\u9ad8\uff0c\u5c06 AI \u8ba1\u7b97\u4ece\u4e91\u7aef\u63a8\u5411\u8fb9\u7f18\u8bbe\u5907\u6210\u4e3a\u5fc5\u7136\u8d8b\u52bf\u3002Alita\u00a0\u548c\u00a0AgenticSeek<\/a>\u00a0\u662f\u8fd9\u4e00\u8d8b\u52bf\u4e0b\u7684\u4ee3\u8868\u6027\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

Alita<\/a>\u00a0\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u901a\u8fc7\u6807\u51c6\u5316\u63a5\u53e3\u6765\u7b80\u5316\u5de5\u5177\u7684\u96c6\u6210\u4e0e\u590d\u7528\u3002\u5b83\u63d0\u51fa\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08Model Context Protocol, MCP\uff09\u53ef\u4ee5\u88ab\u7406\u89e3\u4e3a\u4e00\u79cd\u201cAI \u5de5\u5177\u7684\u5e94\u7528\u7a0b\u5e8f\u4e8c\u8fdb\u5236\u63a5\u53e3\uff08ABI\uff09\u201d\u3002\u901a\u8fc7\u4e3a\u4e0d\u540c\u5de5\u5177\u5b9a\u4e49\u7edf\u4e00\u7684\u4ea4\u4e92\u683c\u5f0f\uff0cAlita\u00a0\u65e0\u9700\u4e3a\u6bcf\u4e2a\u65b0\u5de5\u5177\u8fdb\u884c\u590d\u6742\u7684\u9002\u914d\uff0c\u5373\u53ef\u5b9e\u73b0\u5feb\u901f\u63a5\u5165\u548c\u529f\u80fd\u6269\u5c55\u3002\u8fd9\u79cd\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u7279\u6027\uff0c\u4f7f\u5176\u5355\u6a21\u5757\u63a8\u7406\u67b6\u6784\u80fd\u591f\u4fdd\u6301\u8f7b\u91cf\uff0c\u540c\u65f6\u5177\u5907\u5f3a\u5927\u7684\u81ea\u6211\u8fdb\u5316\u6f5c\u529b\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u4e2a\u4eba\u548c\u5c0f\u578b\u56e2\u961f\u6784\u5efa\u590d\u6742 AI \u5e94\u7528\u7684\u95e8\u69db\u3002<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/CharlesQ9\/Alita<\/a><\/p>\n

AgenticSeek\u00a0\u5c06\u6570\u636e\u4e3b\u6743\uff08Data Sovereignty\uff09\u63a8\u5411\u4e86\u6781\u81f4\u3002\u5b83\u662f\u4e00\u4e2a\u5b8c\u5168\u5728\u672c\u5730\u8bbe\u5907\u8fd0\u884c\u7684 AI \u4ee3\u7406\uff0c\u4e0d\u4f9d\u8d56\u4efb\u4f55\u4e91\u7aef API \u8c03\u7528\uff0c\u786e\u4fdd\u4e86\u6570\u636e\u7edd\u5bf9\u4e0d\u51fa\u672c\u5730\u3002\u5176\u5185\u90e8\u7684\u4efb\u52a1-\u667a\u80fd\u4f53\u5339\u914d\u673a\u5236\uff0c\u53ef\u4ee5\u88ab\u770b\u4f5c\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u8bbe\u5907\u7aef\u201c\u4e13\u5bb6\u6df7\u5408\uff08Mixture of Experts, MoE\uff09\u201d\u6a21\u578b\uff0c\u6839\u636e\u4efb\u52a1\u7c7b\u578b\uff08\u6d4f\u89c8\u3001\u7f16\u7801\u3001\u89c4\u5212\uff09\u667a\u80fd\u8c03\u5ea6\u6700\u5408\u9002\u7684\u672c\u5730\u8d44\u6e90\u3002\u8fd9\u4f7f\u5176\u5728\u5904\u7406\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u5ea6\u654f\u611f\u6570\u636e\uff0c\u6216\u5728\u79bb\u7ebf\u73af\u5883\u4e2d\u5de5\u4f5c\u65f6\uff0c\u5177\u6709\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f18\u52bf\u3002<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/Fosowl\/agenticSeek<\/a><\/p>\n

 <\/p>\n

\u6a21\u578b\u80fd\u529b\u89e3\u9501\uff1a\u76d1\u7763\u5fae\u8c03\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u8def\u5f84\u4e4b\u8fa9<\/h2>\n

\u5982\u4f55\u9ad8\u6548\u5730\u6559\u4f1a\u6a21\u578b\u638c\u63e1\u65b0\u6280\u80fd\uff0c\u662f AI \u9886\u57df\u7684\u6838\u5fc3\u8bae\u9898\u3002SimpleDeepSearcher\u00a0\u548c\u00a0ReCall\u00a0\u5206\u522b\u4ee3\u8868\u4e86\u4e24\u79cd\u4e3b\u6d41\u6280\u672f\u8def\u5f84\u7684\u521b\u65b0\u5e94\u7528\u3002<\/p>\n

SimpleDeepSearcher<\/a>\u00a0\u7684\u5b9e\u8df5\u8bc1\u660e\uff0c\u9ad8\u8d28\u91cf\u7684\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-Tuning, SFT\uff09\u540c\u6837\u80fd\u5b9e\u73b0\u8fc7\u53bb\u88ab\u8ba4\u4e3a\u53ea\u6709\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u624d\u80fd\u8fbe\u5230\u7684\u590d\u6742\u7814\u7a76\u80fd\u529b\u3002\u5176\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u6784\u5efa\u65b9\u5f0f\u3002\u5b83\u5e76\u975e\u91c7\u7528\u7b80\u5355\u7684\uff08\u8f93\u5165\uff0c\u6700\u7ec8\u8f93\u51fa\uff09\u6570\u636e\u5bf9\uff0c\u800c\u662f\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u7f51\u9875\u4ea4\u4e92\uff0c\u751f\u6210\u5305\u542b\u4e2d\u95f4\u6b65\u9aa4\u548c\u51b3\u7b56\u8fc7\u7a0b\u7684\u201c\u63a8\u7406\u8f68\u8ff9\u201d\u6570\u636e\u3002\u8fd9\u79cd\u5bf9\u201c\u601d\u8003\u8fc7\u7a0b\u201d\u7684\u6a21\u4eff\u5b66\u4e60\uff0c\u6bd4\u4ece\u96f6\u5f00\u59cb\u7684\u5f3a\u5316\u5b66\u4e60\u63a2\u7d22\u6210\u672c\u66f4\u4f4e\u3001\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u7a33\u5b9a\uff0c\u4e3a\u5728\u6709\u9650\u8d44\u6e90\u4e0b\u8bad\u7ec3\u9ad8\u6027\u80fd\u4e13\u7528\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u6761\u6781\u5177\u4ef7\u503c\u7684\u6377\u5f84\u3002<\/p>\n

\"SimpleDeepSearcher\uff1a\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u68c0\u7d22\u5de5\u5177-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/RUCAIBox\/SimpleDeepSearcher<\/a><\/p>\n

ReCall\u00a0\u5219\u4e13\u6ce8\u4e8e\u7eaf\u7cb9\u7684\u5f3a\u5316\u5b66\u4e60\u8def\u5f84\uff0c\u81f4\u529b\u4e8e\u89e3\u51b3 LLM \u201c\u5b66\u4f1a\u4f7f\u7528\u5de5\u5177\u201d\u7684\u6cdb\u5316\u80fd\u529b\u95ee\u9898\u3002\u5176\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u7279\u70b9\u662f\u65e0\u9700\u4eba\u5de5\u6807\u6ce8\u7684\u5de5\u5177\u8c03\u7528\u6570\u636e\u3002\u6a21\u578b\u901a\u8fc7\u4e0e\u73af\u5883\uff08\u5982 API \u7aef\u70b9\uff09\u7684\u76f4\u63a5\u4ea4\u4e92\uff0c\u4ece\u8fd4\u56de\u7ed3\u679c\uff08\u6210\u529f\u3001\u5931\u8d25\u3001\u9519\u8bef\u4fe1\u606f\uff09\u4e2d\u83b7\u5f97\u53cd\u9988\uff0c\u5e76\u4ee5\u6b64\u4f5c\u4e3a\u5b66\u4e60\u4fe1\u53f7\uff0c\u4e0d\u65ad\u4f18\u5316\u5176\u5de5\u5177\u8c03\u7528\u7b56\u7565\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u4ece AI \u53cd\u9988\u4e2d\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff08RLAIF\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u81ea\u4e3b\u5b66\u4f1a\u5728\u590d\u6742\u7684\u4efb\u52a1\u6d41\u4e2d\u8c03\u7528\u00a0OpenAI\u00a0\u98ce\u683c\u7684\u5de5\u5177\u3002\u8fd9\u79cd\u80fd\u529b\u662f\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u9053\u8def\u4e0a\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n

\"\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/Agent-RL\/ReCall<\/a><\/p>\n

 <\/p>\n

\u7aef\u5230\u7aef\u5e73\u53f0\u4e0e\u7814\u7a76\u4e25\u8c28\u6027<\/h2>\n

\u5f53\u57fa\u7840\u80fd\u529b\u6210\u719f\u540e\uff0c\u5c06\u591a\u79cd\u529f\u80fd\u6574\u5408\u4e3a\u7aef\u5230\u7aef\u5e73\u53f0\uff0c\u5e76\u786e\u4fdd\u8f93\u51fa\u7ed3\u679c\u7684\u53ef\u9760\u6027\uff0c\u6210\u4e3a\u66f4\u9ad8\u5c42\u6b21\u7684\u8ffd\u6c42\u3002<\/p>\n

Suna<\/a>\u00a0\u7684\u5b9a\u4f4d\u662f\u4e00\u4e2a\u201cAI \u539f\u751f\u7684\u5de5\u4f5c\u6d41 IDE\u201d\u3002\u5b83\u5e76\u4e0d\u4e13\u6ce8\u4e8e\u67d0\u9879\u5e95\u5c42 AI \u6280\u672f\u7684\u521b\u65b0\uff0c\u800c\u662f\u7740\u773c\u4e8e\u63d0\u5347\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u4f53\u9a8c\uff08Developer Experience, DX\uff09\u3002\u901a\u8fc7\u5c06\u7f51\u9875\u6d4f\u89c8\u3001\u6587\u4ef6\u5904\u7406\u3001\u547d\u4ee4\u884c\u6267\u884c\u4e43\u81f3\u7f51\u7ad9\u90e8\u7f72\u7b49\u529f\u80fd\u65e0\u7f1d\u96c6\u6210\uff0cSuna\u00a0\u65e8\u5728\u6d88\u9664\u6280\u672f\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u540c\u5de5\u5177\u95f4\u7684\u5207\u6362\u6210\u672c\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u00a0Zapier\u00a0\u6216\u00a0Make\uff0c\u5c06 AI \u80fd\u529b\u6df1\u5ea6\u6574\u5408\u5230\u9879\u76ee\u7ba1\u7406\u548c\u6267\u884c\u7684\u5168\u6d41\u7a0b\u4e2d\u3002<\/p>\n

\"Suna\uff1a\u96c6\u6210\u6d4f\u89c8\u5668\u64cd\u4f5c\u4e0e\u6570\u636e\u5206\u6790\u7684\u667a\u80fd\u4ee3\u7406-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/kortix-ai\/suna<\/a><\/p>\n

DeepResearcher\u00a0\u5219\u76f4\u63a5\u5e94\u5bf9\u4e86 AI \u5728\u4e25\u8083\u7814\u7a76\u9886\u57df\u6700\u5927\u7684\u6311\u6218\uff1a\u53ef\u9760\u6027\u3002\u5b83\u901a\u8fc7\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u8bad\u7ec3\u6a21\u578b\u5efa\u7acb\u4e00\u5957\u4e25\u8c28\u7684\u7814\u7a76\u7b56\u7565\u3002\u5176\u6838\u5fc3\u7684\u201c\u81ea\u6211\u53cd\u601d\u201d\u673a\u5236\uff0c\u4ee3\u8868\u4e86\u4e00\u79cd\u201c\u8ba4\u77e5\u6821\u51c6\u201d\uff08Epistemic Humility\uff09\u3002\u5f53\u6a21\u578b\u5728\u9a8c\u8bc1\u591a\u6e90\u4fe1\u606f\u540e\uff0c\u4f9d\u7136\u65e0\u6cd5\u5f97\u51fa\u9ad8\u7f6e\u4fe1\u5ea6\u7684\u7ed3\u8bba\u65f6\uff0c\u5b83\u4f1a\u4e3b\u52a8\u9009\u62e9\u201c\u627f\u8ba4\u4e0d\u77e5\u9053\u201d\uff0c\u800c\u4e0d\u662f\u50cf\u8bb8\u591a\u6a21\u578b\u90a3\u6837\u81ea\u4fe1\u5730\u4ea7\u751f\u5e7b\u89c9\u3002\u8fd9\u79cd\u5bf9\u4e0d\u786e\u5b9a\u6027\u7684\u8ba4\u77e5\u548c\u5766\u767d\uff0c\u662f AI \u4ece\u4e00\u4e2a\u201c\u4fe1\u606f\u751f\u6210\u5668\u201d\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u503c\u5f97\u4fe1\u8d56\u7684\u201c\u7814\u7a76\u4f19\u4f34\u201d\u6240\u5fc5\u9700\u7684\u54c1\u8d28\u3002<\/p>\n

\"DeepResearcher\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8AI\u7814\u7a76\u590d\u6742\u95ee\u9898-1\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/GAIR-NLP\/DeepResearcher<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u4ece\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684 API \u8c03\u7528\uff0c\u5230\u81ea\u4e3b\u5316\u3001\u76ee\u6807\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff08Agentic Workflows\uff09\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u8303\u5f0f\u6b63\u5728\u53d1\u751f\u6839\u672c\u6027\u8f6c\u53d8\u3002\u5f00\u6e90\u793e\u533a\u5728\u8fd9\u4e00\u6d6a\u6f6e\u4e2d\u626e\u6f14\u4e86\u5173\u952e\u89d2\u8272\uff0c\u50ac\u751f\u4e86\u5927\u91cf\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7814\u7a76\u4efb\u52a1\u7684 AI \u5de5\u5177\u3002\u8fd9\u4e9b\u5de5\u5177…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-31980","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/31980","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=31980"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/31980\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=31980"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=31980"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=31980"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}