{"id":26655,"date":"2025-02-24T09:59:28","date_gmt":"2025-02-24T01:59:28","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26655"},"modified":"2025-02-24T09:59:28","modified_gmt":"2025-02-24T01:59:28","slug":"2025-ai-agent-luode","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/2025-ai-agent-luode\/","title":{"rendered":"2025 AI Agent \u843d\u5730\u5c55\u671b\uff1a\u89c4\u5212\u3001\u4ea4\u4e92\u3001\u8bb0\u5fc6\u4e09\u5927\u8981\u7d20\u89e3\u6790"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/b3a4df94b8bd29d.png\" \/><\/p>\n<p>\u5728\u5feb\u901f\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u9886\u57df\uff0cAI Agent\uff08\u4eba\u5de5\u667a\u80fd\u4f53\uff09\u6b63\u6210\u4e3a\u5907\u53d7\u77a9\u76ee\u7684\u8303\u5f0f\u53d8\u9769\u3002 \u77e5\u540d AI \u79d1\u6280\u8bc4\u8bba\u673a\u6784 AI Share \u8fd1\u671f\u6df1\u5165\u7814\u7a76\u4e86 AI Agent \u7684\u53d1\u5c55\u8d8b\u52bf\uff0c\u5e76\u53c2\u8003\u4e86 Langchain \u56e2\u961f\u53d1\u5e03\u7684\u4e00\u7cfb\u5217\u6df1\u5ea6\u6587\u7ae0\uff0c\u5e0c\u671b\u501f\u6b64\u5e2e\u52a9\u8bfb\u8005\u66f4\u597d\u5730\u7406\u89e3 Agent \u7684\u672a\u6765\u8d70\u5411\u3002<\/p>\n<p>\u672c\u6587\u6574\u5408\u4e86 Langchain \u56e2\u961f\u53d1\u5e03\u7684 \u300aState of AI Agent\u300b \u62a5\u544a\u7684\u6838\u5fc3\u53d1\u73b0\uff0c\u8be5\u62a5\u544a\u8c03\u7814\u4e86 1300 \u591a\u4f4d\u884c\u4e1a\u4ece\u4e1a\u8005\uff0c\u8986\u76d6\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u4f01\u4e1a\u9ad8\u7ba1\u7b49\u591a\u79cd\u89d2\u8272\u3002\u8c03\u7814\u7ed3\u679c\u63ed\u793a\u4e86 2024 \u5e74 AI Agent \u7684\u53d1\u5c55\u73b0\u72b6\u4e0e\u843d\u5730\u74f6\u9888\uff1a \u5c3d\u7ba1\u6709\u4e5d\u6210\u7684\u516c\u53f8\u90fd\u5bf9 AI Agent \u62b1\u6709\u79ef\u6781\u89c4\u5212\u548c\u5e94\u7528\u9700\u6c42\uff0c\u4f46\u53d7\u9650\u4e8e Agent \u5f53\u524d\u7684\u80fd\u529b\u5c40\u9650\uff0c\u7528\u6237\u53ea\u80fd\u5728\u7279\u5b9a\u7684\u6d41\u7a0b\u548c\u5e94\u7528\u573a\u666f\u4e2d\u90e8\u7f72 Agent\u3002 \u76f8\u6bd4\u4e8e\u6210\u672c\u548c\u5ef6\u8fdf\u7b49\u56e0\u7d20\uff0c\u5927\u5bb6\u66f4\u5173\u6ce8 Agent \u80fd\u529b\u7684\u63d0\u5347\uff0c\u4ee5\u53ca\u5bf9\u5176\u884c\u4e3a\u7684\u53ef\u89c2\u6d4b\u6027\u548c\u53ef\u63a7\u6027\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u7f16\u8bd1\u4e86 LangChain \u5b98\u7f51 In the Loop \u7cfb\u5217\u6587\u7ae0\u4e2d\u5173\u4e8e AI Agent \u5173\u952e\u8981\u7d20\u7684\u6df1\u5ea6\u5206\u6790\uff0c\u91cd\u70b9\u89e3\u8bfb\u4e86\u00a0<strong>\u89c4\u5212\u80fd\u529b (Planning)\u3001UI\/UX \u4ea4\u4e92\u521b\u65b0\u548c\u8bb0\u5fc6\u673a\u5236 (Memory)<\/strong>\u00a0\u8fd9\u4e09\u5927\u6838\u5fc3\u8981\u7d20\u3002 \u6587\u7ae0\u6df1\u5165\u5256\u6790\u4e86 5 \u79cd\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u539f\u751f\u4ea7\u54c1\u4ea4\u4e92\u6a21\u5f0f\uff0c\u5e76\u7c7b\u6bd4\u4e86\u4eba\u7c7b\u7684\u4e09\u79cd\u590d\u6742\u8bb0\u5fc6\u673a\u5236\uff0c\u65e8\u5728\u4e3a\u8bfb\u8005\u7406\u89e3 AI Agent \u7684\u672c\u8d28\u548c\u5173\u952e\u8981\u7d20\u63d0\u4f9b\u6709\u76ca\u7684\u542f\u793a\u3002 \u4e3a\u4e86\u66f4\u8d34\u8fd1\u4ea7\u4e1a\u5b9e\u8df5\uff0c\u672c\u6587\u8fd8\u5728\u5173\u952e\u8981\u7d20\u5206\u6790\u90e8\u5206\uff0c\u52a0\u5165\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/reflection-2\/\">Reflection<\/a> AI \u521b\u59cb\u4eba\u7684\u8bbf\u8c08\u7b49\u4e00\u624b\u6848\u4f8b\uff0c\u4ee5\u6b64\u5c55\u671b 2025 \u5e74 AI Agent \u53ef\u80fd\u8fce\u6765\u7684\u5173\u952e\u7a81\u7834\u3002<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u5206\u6790\u6846\u67b6\uff0cAI Share \u8ba4\u4e3a 2025 \u5e74 AI Agent \u5e94\u7528\u6709\u671b\u8fce\u6765\u7206\u53d1\u5f0f\u589e\u957f\uff0c\u5e76\u9010\u6b65\u8fc8\u5411\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u8303\u5f0f\u3002 \u5728 AI Agent \u7684\u89c4\u5212\u80fd\u529b\u65b9\u9762\uff0c\u4ee5 o3 \u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u65b0\u5174\u6a21\u578b\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u53cd\u601d\u548c\u63a8\u7406\u80fd\u529b\uff0c\u9884\u793a\u7740\u6a21\u578b\u6280\u672f\u7684\u53d1\u5c55\u6b63\u5728\u5feb\u901f\u4ece Reasoner\uff08\u63a8\u7406\u5668\uff09\u5411 Agent \u9636\u6bb5\u6f14\u8fdb\u3002 \u968f\u7740\u63a8\u7406\u80fd\u529b\u7684\u6301\u7eed\u63d0\u5347\uff0cAI Agent \u80fd\u5426\u771f\u6b63\u5b9e\u73b0\u5927\u89c4\u6a21\u843d\u5730\uff0c\u5173\u952e\u5c06\u53d6\u51b3\u4e8e\u4ea7\u54c1\u4ea4\u4e92\u548c\u8bb0\u5fc6\u673a\u5236\u7684\u521b\u65b0\uff0c\u800c\u8fd9\u4e5f\u5c06\u662f\u521b\u4e1a\u516c\u53f8\u5b9e\u73b0\u5dee\u5f02\u5316\u7a81\u56f4\u7684\u91cd\u8981\u673a\u4f1a\u3002 \u5728\u4ea4\u4e92\u5c42\u9762\uff0c\u884c\u4e1a\u4e00\u76f4\u671f\u5f85\u7740 AI \u65f6\u4ee3\u80fd\u591f\u51fa\u73b0\u7c7b\u4f3c\u4e8e \u201cGUI \u65f6\u523b\u201d \u7684\u4eba\u673a\u4ea4\u4e92\u9769\u547d\uff1b \u5728\u8bb0\u5fc6\u5c42\u9762\uff0cContext (\u4e0a\u4e0b\u6587) \u5c06\u6210\u4e3a Agent \u843d\u5730\u7684\u6838\u5fc3\u5173\u952e\u8bcd\uff0c\u65e0\u8bba\u662f\u4e2a\u4eba\u5c42\u9762\u7684 Context \u4e2a\u6027\u5316\uff0c\u8fd8\u662f\u4f01\u4e1a\u5c42\u9762\u7684 Context \u7edf\u4e00\uff0c\u90fd\u5c06\u5927\u5e45\u63d0\u5347 Agent \u7684\u4ea7\u54c1\u4f53\u9a8c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>01 State of AI Agent\uff1aAI Agent \u53d1\u5c55\u73b0\u72b6<\/h2>\n<h3>Agent \u5e94\u7528\u8d8b\u52bf\uff1a\u6bcf\u4e2a\u516c\u53f8\u90fd\u5728\u79ef\u6781\u89c4\u5212\u90e8\u7f72 Agent<\/h3>\n<p>Agent \u9886\u57df\u7684\u7ade\u4e89\u65e5\u8d8b\u767d\u70ed\u5316\u3002 \u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\uff0c\u6d8c\u73b0\u51fa\u8bb8\u591a\u6d41\u884c\u7684 Agent \u6846\u67b6\u3002 \u4f8b\u5982\uff0c\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/react\/\">ReAct<\/a> \u6846\u67b6\u7ed3\u5408 LLM \u8fdb\u884c\u63a8\u7406\u548c\u884c\u52a8\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528 Multi-agent \u6846\u67b6\u8fdb\u884c\u4efb\u52a1\u7f16\u6392\uff0c\u4ee5\u53ca\u50cf <a href=\"https:\/\/www.kdjingpai.com\/langgraph\/\">LangGraph<\/a> \u8fd9\u6837\u66f4\u6613\u4e8e\u7ba1\u63a7\u7684\u6846\u67b6\u3002<\/p>\n<p>Agent \u7684\u706b\u70ed\u53d1\u5c55\u5e76\u975e\u4ec5\u4ec5\u505c\u7559\u5728\u793e\u4ea4\u5a92\u4f53\u7684\u8ba8\u8bba\u70ed\u6f6e\u3002 \u8c03\u7814\u6570\u636e\u663e\u793a\uff0c\u5927\u7ea6 51% \u7684\u53d7\u8bbf\u4f01\u4e1a\u5df2\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528 Agent\u3002 Langchain \u7684\u8c03\u7814\u62a5\u544a\u8fd8\u6309\u516c\u53f8\u89c4\u6a21\u5212\u5206\u4e86\u6570\u636e\uff0c\u7ed3\u679c\u663e\u793a\uff0c \u5458\u5de5\u4eba\u6570\u5728 100-2000 \u4eba\u7684\u4e2d\u578b\u516c\u53f8\u5728 Agent \u751f\u4ea7\u90e8\u7f72\u65b9\u9762\u6700\u4e3a\u6d3b\u8dc3\uff0c\u6bd4\u4f8b\u9ad8\u8fbe 63%\u3002<\/p>\n<p>\u6b64\u5916\uff0c78% \u7684\u53d7\u8bbf\u8005\u8868\u793a\uff0c\u4ed6\u4eec\u8ba1\u5212\u5728\u8fd1\u671f\u5c06 Agent \u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002 \u8fd9\u6e05\u6670\u5730\u8868\u660e\uff0c\u5404\u884c\u5404\u4e1a\u5bf9 AI Agent \u90fd\u62b1\u6709\u5f3a\u70c8\u7684\u5174\u8da3\uff0c\u4f46\u5982\u4f55\u6253\u9020\u4e00\u4e2a\u771f\u6b63\u00a0<strong>production-ready (\u53ef\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684)<\/strong>\u00a0Agent\uff0c\u5bf9\u8bb8\u591a\u4f01\u4e1a\u800c\u8a00\u4ecd\u7136\u662f\u4e00\u4e2a\u6311\u6218\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1e2afab6cd37837.png\" alt=\"\" \/><\/p>\n<p>\u5c3d\u7ba1\u79d1\u6280\u884c\u4e1a\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f Agent \u6280\u672f\u7684\u5148\u884c\u8005\uff0c\u4f46\u5404\u884c\u5404\u4e1a\u5bf9 Agent \u7684\u5174\u8da3\u90fd\u5728\u5feb\u901f\u589e\u957f\u3002 \u5728\u975e\u6280\u672f\u516c\u53f8\u5de5\u4f5c\u7684\u53d7\u8bbf\u8005\u4e2d\uff0c\u6709 90% \u7684\u4f01\u4e1a\u5df2\u7ecf\u6216\u8ba1\u5212\u5c06 Agent \u6295\u5165\u751f\u4ea7\u73af\u5883\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u4e0e\u6280\u672f\u516c\u53f8\u51e0\u4e4e\u6301\u5e73 (89%)\u3002<\/p>\n<h3>Agent \u7684\u5e38\u7528\u5e94\u7528\u573a\u666f (Use Case)<\/h3>\n<p>\u8c03\u7814\u7ed3\u679c\u663e\u793a\uff0cAgent \u6700\u5e38\u89c1\u7684\u00a0<strong>use case (\u5e94\u7528\u573a\u666f)<\/strong>\u00a0\u5305\u62ec\u4fe1\u606f\u7814\u7a76\u548c\u5185\u5bb9\u603b\u7ed3 (58%)\uff0c\u5176\u6b21\u662f\u901a\u8fc7\u5b9a\u5236\u5316 Agent \u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b (53.5%)\u3002<\/p>\n<p>\u8fd9\u53cd\u6620\u51fa\u7528\u6237\u671f\u671b Agent \u4ea7\u54c1\u80fd\u591f\u5e2e\u52a9\u4ed6\u4eec\u5904\u7406\u90a3\u4e9b\u8017\u65f6\u8d39\u529b\u7684\u4efb\u52a1\u3002 \u7528\u6237\u53ef\u4ee5\u4f9d\u9760 AI Agent \u4ece\u6d77\u91cf\u4fe1\u606f\u4e2d\u5feb\u901f\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u548c\u6d1e\u5bdf\uff0c\u800c\u65e0\u9700\u518d\u4eb2\u81ea\u4ece\u5927\u91cf\u6570\u636e\u4e2d\u7b5b\u9009\uff0c\u5e76\u8fdb\u884c\u8d44\u6599\u56de\u987e\u6216\u7814\u7a76\u5206\u6790\u3002 \u540c\u6837\uff0cAI Agent \u8fd8\u53ef\u4ee5\u534f\u52a9\u5904\u7406\u65e5\u5e38\u4e8b\u52a1\uff0c\u63d0\u5347\u4e2a\u4eba\u5de5\u4f5c\u6548\u7387\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u4e13\u6ce8\u4e8e\u66f4\u91cd\u8981\u7684\u5de5\u4f5c\u5185\u5bb9\u3002<\/p>\n<p>\u4e0d\u4ec5\u4e2a\u4eba\u7528\u6237\u9700\u8981\u6548\u7387\u63d0\u5347\uff0c\u4f01\u4e1a\u548c\u56e2\u961f\u4e5f\u540c\u6837\u9700\u8981\u3002 \u5ba2\u6237\u670d\u52a1 (45.8%) \u662f Agent \u7684\u53e6\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u9886\u57df\u3002 Agent \u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u5904\u7406\u5ba2\u6237\u54a8\u8be2\u3001\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u7f29\u77ed\u8de8\u56e2\u961f\u7684\u5ba2\u6237\u54cd\u5e94\u65f6\u95f4\u3002 \u6392\u5728\u7b2c\u56db\u548c\u7b2c\u4e94\u4f4d\u7684\u5e94\u7528\u573a\u666f\u662f\u66f4\u504f\u5e95\u5c42\u7684\u4ee3\u7801\u548c\u6570\u636e\u5904\u7406\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/45110499f287f9b.png\" alt=\"\" \/><\/p>\n<h3>\u76d1\u63a7\uff1aAgent \u5e94\u7528\u9700\u8981\u53ef\u89c2\u6d4b\u6027\u548c\u53ef\u63a7\u6027<\/h3>\n<p>\u968f\u7740 Agent \u529f\u80fd\u65e5\u8d8b\u5f3a\u5927\uff0c\u5982\u4f55\u6709\u6548\u7ba1\u7406\u548c\u76d1\u63a7 Agent \u7684\u884c\u4e3a\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002 \u8ffd\u8e2a\u548c\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u6210\u4e3a\u4f01\u4e1a\u7528\u6237 Agent \u6280\u672f\u6808\u7684\u5fc5\u5907\u9009\u9879\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u6df1\u5165\u4e86\u89e3 Agent \u7684\u884c\u4e3a\u548c\u6027\u80fd\u8868\u73b0\u3002 \u8bb8\u591a\u516c\u53f8\u8fd8\u4f1a\u91c7\u7528\u00a0<strong>guardrail (\u9632\u62a4\u63aa\u65bd)<\/strong>\u00a0\uff0c\u4ee5\u9632\u6b62 Agent \u884c\u4e3a\u504f\u79bb\u9884\u8bbe\u8f68\u9053\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1a76deebb856970.png\" alt=\"\" \/><\/p>\n<p>\u5728\u6d4b\u8bd5 LLM \u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c<strong>\u79bb\u7ebf\u8bc4\u4f30 (Offline Evaluation)<\/strong>\u00a0(39.8%) \u7684\u4f7f\u7528\u9891\u7387\u9ad8\u4e8e\u00a0<strong>\u5728\u7ebf\u8bc4\u4f30 (Online Evaluation)<\/strong>\u00a0(32.5%)\uff0c\u8fd9\u53cd\u6620\u51fa\u5b9e\u65f6\u76d1\u63a7 LLM \u4ecd\u7136\u9762\u4e34\u7740\u8bf8\u591a\u6311\u6218\u3002 \u5728 LangChain \u7684\u5f00\u653e\u5f0f\u95ee\u5377\u56de\u590d\u4e2d\uff0c\u8bb8\u591a\u516c\u53f8\u8868\u793a\uff0c\u4ed6\u4eec\u8fd8\u4f1a\u5b89\u6392\u4eba\u5de5\u4e13\u5bb6\u624b\u52a8\u68c0\u67e5\u6216\u8bc4\u4f30 Agent \u7684\u54cd\u5e94\u7ed3\u679c\uff0c\u4f5c\u4e3a\u989d\u5916\u7684\u5b89\u5168\u4fdd\u969c\u3002<\/p>\n<p>\u5c3d\u7ba1\u4eba\u4eec\u5bf9 Agent \u62b1\u6709\u5f88\u9ad8\u7684\u70ed\u60c5\uff0c\u4f46\u5728 Agent \u7684\u6743\u9650\u63a7\u5236\u65b9\u9762\u666e\u904d\u6301\u4fdd\u5b88\u6001\u5ea6\u3002 \u9c9c\u6709\u53d7\u8bbf\u8005\u5141\u8bb8 Agent \u81ea\u7531\u5730\u8fdb\u884c\u8bfb\u53d6\u3001\u5199\u5165\u548c\u5220\u9664\u7b49\u64cd\u4f5c\u3002 \u76f8\u53cd\uff0c\u5927\u591a\u6570\u56e2\u961f\u4ec5\u6388\u4e88 Agent \u201c\u53ea\u8bfb\u201d \u6743\u9650\uff0c\u6216\u8005\u5728 Agent \u6267\u884c\u66f4\u5177\u98ce\u9669\u7684\u64cd\u4f5c (\u5982\u5199\u5165\u6216\u5220\u9664) \u65f6\uff0c\u9700\u8981\u4eba\u5de5\u5ba1\u6279\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8b01a1bad673d82.png\" alt=\"\" \/><\/p>\n<p>\u4e0d\u540c\u89c4\u6a21\u7684\u516c\u53f8\u5728 Agent \u63a7\u5236\u65b9\u9762\u7684\u4fa7\u91cd\u70b9\u4e5f\u5b58\u5728\u5dee\u5f02\u3002 \u5927\u578b\u4f01\u4e1a (\u5458\u5de5\u4eba\u6570\u8d85\u8fc7 2000 \u4eba) \u901a\u5e38\u66f4\u52a0\u8c28\u614e\uff0c\u4e25\u91cd\u4f9d\u8d56 \u201c\u53ea\u8bfb\u201d \u6743\u9650\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u98ce\u9669\u3002 \u4ed6\u4eec\u4e5f\u503e\u5411\u4e8e\u5c06\u00a0<strong>guardrail (\u9632\u62a4\u63aa\u65bd)<\/strong>\u00a0\u4e0e\u79bb\u7ebf\u8bc4\u4f30\u76f8\u7ed3\u5408\uff0c\u529b\u6c42\u907f\u514d\u4efb\u4f55\u53ef\u80fd\u5bf9\u5ba2\u6237\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u7684\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7813b38ff066c37.png\" alt=\"\" \/><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5c0f\u578b\u516c\u53f8\u548c\u521d\u521b\u4f01\u4e1a (\u5458\u5de5\u4eba\u6570\u5c11\u4e8e 100 \u4eba) \u5219\u66f4\u5173\u6ce8\u8ffd\u8e2a Agent \u7684\u8fd0\u884c\u72b6\u51b5\uff0c\u4ee5\u4fbf\u6df1\u5165\u4e86\u89e3\u5176 Agent \u5e94\u7528\u7a0b\u5e8f\u7684\u5b9e\u9645\u8868\u73b0 (\u800c\u975e\u5176\u4ed6\u63a7\u5236\u624b\u6bb5)\u3002 LangChain \u7684\u8c03\u7814\u6570\u636e\u8868\u660e\uff0c\u5c0f\u578b\u516c\u53f8\u503e\u5411\u4e8e\u901a\u8fc7\u6570\u636e\u5206\u6790\u6765\u7406\u89e3\u7ed3\u679c\uff0c\u800c\u5927\u578b\u4f01\u4e1a\u5219\u66f4\u6ce8\u91cd\u6784\u5efa\u5168\u65b9\u4f4d\u7684\u63a7\u5236\u4f53\u7cfb\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f8e257a49d912f3.png\" alt=\"\" \/><\/p>\n<h3>\u5c06 Agent \u6295\u5165\u751f\u4ea7\u7684\u969c\u788d\u4e0e\u6311\u6218<\/h3>\n<p>\u4fdd\u8bc1 LLM \u8f93\u51fa\u9ad8\u8d28\u91cf\u7684\u00a0<strong>performance (\u6027\u80fd\u8868\u73b0)<\/strong>\u00a0\u4ecd\u7136\u662f\u4e00\u9879\u6781\u5177\u6311\u6218\u7684\u4efb\u52a1\u3002 Agent \u7684\u56de\u7b54\u4e0d\u4ec5\u9700\u8981\u5177\u5907\u9ad8\u51c6\u786e\u6027\uff0c\u8fd8\u9700\u8981\u7b26\u5408\u6b63\u786e\u7684\u98ce\u683c\u3002 \u8fd9\u662f Agent \u5f00\u53d1\u8005\u4eec\u6700\u4e3a\u5173\u6ce8\u7684\u95ee\u9898\uff0c\u5176\u91cd\u8981\u6027\u8fdc\u8d85\u6210\u672c\u3001\u5b89\u5168\u7b49\u5176\u4ed6\u56e0\u7d20\u7684\u4e24\u500d\u4ee5\u4e0a\u3002<\/p>\n<p>LLM Agent \u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u57fa\u4e8e\u6982\u7387\u7684\u5185\u5bb9\u8f93\u51fa\u6a21\u578b\uff0c\u8fd9\u610f\u5473\u7740\u5176\u8f93\u51fa\u7ed3\u679c\u5177\u6709\u4e00\u5b9a\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3002 \u8fd9\u79cd\u4e0d\u53ef\u9884\u6d4b\u6027\u589e\u52a0\u4e86\u51fa\u9519\u7684\u53ef\u80fd\u6027\uff0c\u4f7f\u5f97\u5f00\u53d1\u56e2\u961f\u96be\u4ee5\u786e\u4fdd Agent \u59cb\u7ec8\u5982\u4e00\u5730\u63d0\u4f9b\u51c6\u786e\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u8bed\u5883\u7684\u56de\u5e94\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1bbb0d766ccfb3b.png\" alt=\"\" \/><\/p>\n<p>\u5bf9\u4e8e\u5c0f\u578b\u516c\u53f8\u800c\u8a00\uff0c<strong>\u6027\u80fd\u8d28\u91cf<\/strong>\u00a0\u7684\u91cd\u8981\u6027\u5c24\u4e3a\u7a81\u51fa\uff0c45.8% \u7684\u5c0f\u578b\u516c\u53f8\u5c06\u5176\u5217\u4e3a\u9996\u8981\u5173\u6ce8\u70b9\uff0c\u800c\u6210\u672c (\u7b2c\u4e8c\u5927\u5173\u6ce8\u70b9) \u7684\u6bd4\u4f8b\u4ec5\u4e3a 22.4%\u3002 \u8fd9\u4e00\u5dee\u8ddd\u51f8\u663e\u51fa\u53ef\u9760\u3001\u9ad8\u8d28\u91cf\u7684\u6027\u80fd\u5bf9\u4e8e\u63a8\u52a8\u7ec4\u7ec7\u5c06 Agent \u4ece\u5f00\u53d1\u9636\u6bb5\u8fc7\u6e21\u5230\u751f\u4ea7\u9636\u6bb5\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u5b89\u5168\u95ee\u9898\u5bf9\u4e8e\u9700\u8981\u4e25\u683c\u9075\u5b88\u5408\u89c4\u6027\u8981\u6c42\uff0c\u5e76\u8c28\u614e\u5904\u7406\u5ba2\u6237\u6570\u636e\u7684\u5927\u578b\u4f01\u4e1a\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f3aa878108578f5.png\" alt=\"\" \/><\/p>\n<p>\u9664\u4e86\u8d28\u91cf\u6311\u6218\u4e4b\u5916\uff0cLangChain \u7684\u5f00\u653e\u5f0f\u95ee\u5377\u56de\u590d\u8fd8\u663e\u793a\uff0c\u8bb8\u591a\u4f01\u4e1a\u5bf9\u662f\u5426\u8981\u6301\u7eed\u6295\u5165 Agent \u7684\u5f00\u53d1\u548c\u6d4b\u8bd5\u4ecd\u6301\u4fdd\u7559\u6001\u5ea6\u3002 \u5927\u5bb6\u666e\u904d\u63d0\u5230\u4e86\u4e24\u4e2a\u7a81\u51fa\u7684\u963b\u788d\uff1a \u4e00\u662f\u5f00\u53d1 Agent \u9700\u8981\u638c\u63e1\u5927\u91cf\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4e14\u9700\u8981\u6301\u7eed\u8ffd\u8e2a\u524d\u6cbf\u6280\u672f\uff1b \u4e8c\u662f\u5f00\u53d1\u548c\u90e8\u7f72 Agent \u7684\u65f6\u95f4\u6210\u672c\u5f88\u9ad8\uff0c\u4f46\u5176\u80fd\u5426\u53ef\u9760\u8fd0\u884c\u4ee5\u53ca\u5e26\u6765\u9884\u671f\u6536\u76ca\uff0c\u4ecd\u7136\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<h3>\u5176\u4ed6\u65b0\u5174\u4e3b\u9898<\/h3>\n<p>\u5728\u5f00\u653e\u6027\u95ee\u9898\u73af\u8282\uff0c\u53d7\u8bbf\u8005\u5bf9 AI Agent \u5c55\u73b0\u51fa\u7684\u4ee5\u4e0b\u80fd\u529b\u7ed9\u4e88\u4e86\u9ad8\u5ea6\u8bc4\u4ef7\uff1a<\/p>\n<ul>\n<li><strong>\u7ba1\u7406\u591a\u6b65\u9aa4\u4efb\u52a1:<\/strong>\u00a0AI Agent \u80fd\u591f\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u63a8\u7406\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\uff0c\u4f7f\u5176\u53ef\u4ee5\u80dc\u4efb\u66f4\u4e3a\u590d\u6742\u7684\u4efb\u52a1\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u91cd\u590d\u6027\u4efb\u52a1:<\/strong>\u00a0AI Agent \u4ecd\u7136\u88ab\u8ba4\u4e3a\u662f\u5904\u7406\u81ea\u52a8\u5316\u4efb\u52a1\u7684\u5173\u952e\u5de5\u5177\uff0c\u8fd9\u6709\u52a9\u4e8e\u7528\u6237\u89e3\u653e\u65f6\u95f4\uff0c\u4e13\u6ce8\u4e8e\u66f4\u5177\u521b\u9020\u6027\u7684\u5de5\u4f5c\u3002<\/li>\n<li><strong>\u4efb\u52a1\u89c4\u5212\u4e0e\u534f\u4f5c:<\/strong>\u00a0\u66f4\u4f18\u7684\u4efb\u52a1\u89c4\u5212\u80fd\u529b\u53ef\u4ee5\u786e\u4fdd\u5408\u9002\u7684 Agent \u5728\u6b63\u786e\u7684\u65f6\u95f4\u5904\u7406\u6b63\u786e\u7684\u95ee\u9898\uff0c\u8fd9\u5728 Multi-agent \u7cfb\u7edf\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002<\/li>\n<li><strong>\u7c7b\u4f3c\u4eba\u7c7b\u7684\u63a8\u7406:<\/strong>\u00a0\u4e0e\u4f20\u7edf\u7684 LLM \u4e0d\u540c\uff0cAI Agent \u53ef\u4ee5\u8ffd\u6eaf\u5176\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5305\u62ec\u6839\u636e\u65b0\u7684\u4fe1\u606f\u56de\u987e\u5e76\u4fee\u6b63\u8fc7\u53bb\u7684\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u53d7\u8bbf\u8005\u8fd8\u5bf9 AI Agent \u7684\u672a\u6765\u53d1\u5c55\u63d0\u51fa\u4e86\u4e24\u70b9\u4e3b\u8981\u671f\u5f85\uff1a<\/p>\n<ul>\n<li><strong>\u5bf9\u5f00\u6e90 AI Agent \u7684\u671f\u5f85:<\/strong>\u00a0\u4eba\u4eec\u5bf9\u5f00\u6e90 AI Agent \u8868\u73b0\u51fa\u6d53\u539a\u7684\u5174\u8da3\uff0c\u8bb8\u591a\u4eba\u8ba4\u4e3a\uff0c\u96c6\u4f53\u7684\u667a\u6167\u53ef\u4ee5\u52a0\u901f Agent \u6280\u672f\u7684\u521b\u65b0\u6b65\u4f10\u3002<\/li>\n<li><strong>\u5bf9\u66f4\u5f3a\u5927\u6a21\u578b\u7684\u671f\u5f85:<\/strong>\u00a0\u8bb8\u591a\u4eba\u671f\u5f85\u7740\u7531\u66f4\u5927\u3001\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u9a71\u52a8\u7684 AI Agent \u80fd\u591f\u8fce\u6765\u4e0b\u4e00\u6b21\u98de\u8dc3\uff0c\u5c4a\u65f6\uff0cAgent \u5c06\u80fd\u591f\u4ee5\u66f4\u9ad8\u7684\u6548\u7387\u548c\u81ea\u4e3b\u6027\u5904\u7406\u66f4\u52a0\u590d\u6742\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u5728\u95ee\u7b54\u73af\u8282\u4e2d\uff0c\u8bb8\u591a\u53d7\u8bbf\u8005\u8fd8\u63d0\u5230\u4e86 Agent \u5f00\u53d1\u8fc7\u7a0b\u4e2d\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\uff1a \u5982\u4f55\u7406\u89e3 Agent \u7684\u884c\u4e3a\u3002 \u4e00\u4e9b\u5de5\u7a0b\u5e08\u8868\u793a\uff0c\u5728\u5411\u516c\u53f8\u00a0<strong>stakeholder (\u5229\u76ca\u76f8\u5173\u8005)<\/strong>\u00a0\u89e3\u91ca AI Agent \u7684\u80fd\u529b\u548c\u884c\u4e3a\u65f6\uff0c\u4ed6\u4eec\u4f1a\u9047\u5230\u56f0\u96be\u3002 \u867d\u7136\u53ef\u89c6\u5316\u63d2\u4ef6\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u5e2e\u52a9\u89e3\u91ca Agent \u7684\u884c\u4e3a\uff0c\u4f46\u5728\u66f4\u591a\u60c5\u51b5\u4e0b\uff0cLLM \u4ecd\u7136\u662f\u4e00\u4e2a \u201c\u9ed1\u7bb1\u201d\u3002 \u989d\u5916\u7684\u53ef\u89e3\u91ca\u6027\u8d1f\u62c5\u4ecd\u7136\u843d\u5728\u5de5\u7a0b\u56e2\u961f\u8eab\u4e0a\u3002<\/p>\n<h2>02 AI Agent \u7684\u6838\u5fc3\u8981\u7d20\u5206\u6790<\/h2>\n<p>\u5728 \u300aState of AI Agent\u300b \u62a5\u544a\u53d1\u5e03\u4e4b\u524d\uff0cLangchain \u56e2\u961f\u5df2\u7ecf\u57fa\u4e8e\u81ea\u8eab\u5f00\u53d1\u7684 Langraph \u6846\u67b6\uff0c\u5728 Agent \u9886\u57df\u8fdb\u884c\u4e86\u6df1\u5165\u63a2\u7d22\uff0c\u5e76\u901a\u8fc7 In the Loop \u535a\u5ba2\u53d1\u8868\u4e86\u591a\u7bc7\u5173\u4e8e AI Agent \u5173\u952e\u7ec4\u4ef6\u7684\u5206\u6790\u6587\u7ae0\u3002 \u63a5\u4e0b\u6765\uff0c\u672c\u6587\u5c06\u7f16\u8bd1 In the Loop \u7cfb\u5217\u6587\u7ae0\u4e2d\u7684\u6838\u5fc3\u5185\u5bb9\uff0c\u6df1\u5165\u5256\u6790 Agent \u7684\u5173\u952e\u8981\u7d20\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3 Agent \u7684\u6838\u5fc3\u8981\u7d20\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u5bf9\u00a0<strong>Agentic \u7cfb\u7edf<\/strong>\u00a0\u8fdb\u884c\u5b9a\u4e49\u3002 LangChain \u521b\u59cb\u4eba Harrison Chase \u5bf9 AI Agent \u7ed9\u51fa\u4e86\u5982\u4e0b\u5b9a\u4e49\uff1a<\/p>\n<p>\ud83d\udca1<\/p>\n<p><strong>AI Agent \u662f\u4e00\u4e2a\u5229\u7528 LLM \u6765\u63a7\u5236\u5e94\u7528\u7a0b\u5e8f\u63a7\u5236\u6d41\u51b3\u7b56\u7684\u7cfb\u7edf\u3002<\/strong><\/p>\n<p><em>An AI agent is a system that uses an LLM to decide the control flow of an application.<\/em><\/p>\n<p>\u5173\u4e8e Agent \u7684\u5b9e\u73b0\u65b9\u5f0f\uff0c\u6587\u7ae0\u5f15\u5165\u4e86\u00a0<strong>Cognitive architecture (\u8ba4\u77e5\u67b6\u6784)<\/strong>\u00a0\u7684\u6982\u5ff5\u3002\u00a0<strong>\u8ba4\u77e5\u67b6\u6784<\/strong>\u00a0\u662f\u6307 Agent \u5982\u4f55\u8fdb\u884c\u601d\u8003\uff0c\u7cfb\u7edf\u5982\u4f55\u7f16\u6392\u4ee3\u7801\u6216 Prompt (\u63d0\u793a\u8bcd) \u6765\u9a71\u52a8 LLM\u3002 \u7406\u89e3\u8ba4\u77e5\u67b6\u6784\u6709\u52a9\u4e8e\u6211\u4eec\u6df1\u5165\u4e86\u89e3 Agent \u7684\u8fd0\u884c\u673a\u5236\uff1a<\/p>\n<ul>\n<li><strong>Cognitive (\u8ba4\u77e5):<\/strong>\u00a0Agent \u5229\u7528 LLM \u8fdb\u884c\u8bed\u4e49\u63a8\u7406\uff0c\u4ee5\u786e\u5b9a\u5982\u4f55\u7f16\u6392\u4ee3\u7801\u6216 Prompt LLM\u3002<\/li>\n<li><strong>Architecture (\u67b6\u6784):<\/strong>\u00a0Agent \u7cfb\u7edf\u4ecd\u7136\u6d89\u53ca\u5230\u5927\u91cf\u7c7b\u4f3c\u4e8e\u4f20\u7edf\u7cfb\u7edf\u67b6\u6784\u7684\u5de5\u7a0b\u5b9e\u8df5\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u4e0d\u540c\u5c42\u6b21\u7684\u00a0<strong>Cognitive architecture (\u8ba4\u77e5\u67b6\u6784)<\/strong>\u00a0\u793a\u4f8b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e2256f3f92a88a0.png\" alt=\"\" \/><\/p>\n<ul>\n<li><strong>\u6807\u51c6\u5316\u7684\u8f6f\u4ef6\u4ee3\u7801 (Code):<\/strong>\u00a0\u6240\u6709\u903b\u8f91\u90fd\u662f\u00a0<strong>Hard Code (\u786c\u7f16\u7801)<\/strong>\u00a0\u5b9e\u73b0\uff0c\u8f93\u5165\u8f93\u51fa\u53c2\u6570\u90fd\u76f4\u63a5\u56fa\u5316\u5728\u6e90\u4ee3\u7801\u4e2d\u3002 \u8fd9\u79cd\u65b9\u5f0f\u4e0d\u6784\u6210\u8ba4\u77e5\u67b6\u6784\uff0c\u56e0\u4e3a\u7f3a\u5c11\u00a0<strong>cognitive (\u8ba4\u77e5)<\/strong>\u00a0\u90e8\u5206\u3002<\/li>\n<li><strong>LLM Call (LLM \u8c03\u7528):<\/strong>\u00a0\u9664\u4e86\u5c11\u91cf\u6570\u636e\u9884\u5904\u7406\u5916\uff0c\u5e94\u7528\u7a0b\u5e8f\u7684\u5927\u90e8\u5206\u529f\u80fd\u90fd\u4f9d\u8d56\u4e8e\u5355\u4e2a LLM \u7684\u8c03\u7528\u3002 \u7b80\u5355\u7684 Chatbot \u901a\u5e38\u5c5e\u4e8e\u6b64\u7c7b\u3002<\/li>\n<li><strong>Chain (\u94fe\u5f0f\u8c03\u7528):<\/strong>\u00a0\u4e00\u7cfb\u5217 LLM \u8c03\u7528\uff0cChain \u5c1d\u8bd5\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u82e5\u5e72\u6b65\u9aa4\uff0c\u5e76\u8c03\u7528\u4e0d\u540c\u7684 LLM \u6765\u9010\u4e2a\u89e3\u51b3\u3002 \u590d\u6742\u7684 <a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a> (\u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u7cfb\u7edf\u5c5e\u4e8e\u6b64\u7c7b\uff1a \u4f8b\u5982\uff0c\u8c03\u7528\u7b2c\u4e00\u4e2a LLM \u8fdb\u884c\u641c\u7d22\u548c\u67e5\u8be2\uff0c\u8c03\u7528\u7b2c\u4e8c\u4e2a LLM \u751f\u6210\u7b54\u6848\u3002<\/li>\n<li><strong>Router (\u8def\u7531):<\/strong>\u00a0\u5728\u4e0a\u8ff0\u4e09\u79cd\u7cfb\u7edf\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u9884\u5148\u4e86\u89e3\u7a0b\u5e8f\u5c06\u6267\u884c\u7684\u6240\u6709\u6b65\u9aa4\u3002 \u4f46\u5728 Router \u67b6\u6784\u4e2d\uff0cLLM \u53ef\u4ee5\u81ea\u4e3b\u51b3\u5b9a\u8c03\u7528\u54ea\u4e9b LLM\uff0c\u4ee5\u53ca\u91c7\u53d6\u54ea\u4e9b\u6b65\u9aa4\u3002 \u8fd9\u589e\u52a0\u4e86\u7cfb\u7edf\u7684\u968f\u673a\u6027\u548c\u4e0d\u53ef\u9884\u6d4b\u6027\u3002<\/li>\n<li><strong>State Machine (\u72b6\u6001\u673a):<\/strong>\u00a0\u5c06 LLM \u4e0e Router \u7ed3\u5408\u4f7f\u7528\uff0c\u7cfb\u7edf\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u5c06\u8fdb\u4e00\u6b65\u589e\u5f3a\u3002 \u56e0\u4e3a\u8fd9\u79cd\u7ed3\u5408\u65b9\u5f0f\u53ef\u4ee5\u5f62\u6210\u5faa\u73af\uff0c\u7cfb\u7edf\u7406\u8bba\u4e0a\u53ef\u4ee5\u65e0\u9650\u6b21\u5730\u8c03\u7528 LLM\u3002<\/li>\n<li><strong>Agentic \u7cfb\u7edf:<\/strong>\u00a0\u4e5f\u5e38\u88ab\u79f0\u4e3a\u00a0<strong>\u201cAutonomous Agent (\u81ea\u4e3b Agent)\u201d<\/strong>\u00a0\u3002 \u5f53\u4f7f\u7528 State Machine \u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u6267\u884c\u7684\u64cd\u4f5c\u4ee5\u53ca\u6267\u884c\u64cd\u4f5c\u540e\u7684\u6d41\u7a0b\u4ecd\u7136\u53d7\u5230\u4e00\u5b9a\u9650\u5236\u3002 \u4f46\u5f53\u4f7f\u7528 Autonomous Agent \u65f6\uff0c\u8fd9\u4e9b\u9650\u5236\u5c06\u88ab\u89e3\u9664\u3002 LLM \u53ef\u4ee5\u5b8c\u5168\u81ea\u4e3b\u5730\u51b3\u5b9a\u91c7\u53d6\u54ea\u4e9b\u6b65\u9aa4\u3001\u5982\u4f55\u7f16\u6392\u4e0d\u540c\u7684 LLM\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u4e0d\u540c\u7684 Prompt\u3001\u5de5\u5177\u6216\u4ee3\u7801\u6765\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n<p>\u7b80\u800c\u8a00\u4e4b\uff0c\u4e00\u4e2a\u7cfb\u7edf\u8d8a\u00a0<strong>\u201cAgentic\u201d<\/strong>\u00a0\uff0cLLM \u5728\u51b3\u5b9a\u7cfb\u7edf\u884c\u4e3a\u65b9\u5f0f\u65b9\u9762\u6240\u8d77\u7684\u4f5c\u7528\u5c31\u8d8a\u5927\u3002<\/p>\n<h3>Agent \u7684\u5173\u952e\u8981\u7d20\uff1a\u89c4\u5212\u80fd\u529b (Planning)<\/h3>\n<p>Agent \u7684\u53ef\u9760\u6027\u662f\u5f53\u524d\u5e94\u7528\u5b9e\u8df5\u4e2d\u7684\u4e00\u4e2a\u75db\u70b9\u3002 \u8bb8\u591a\u4f01\u4e1a\u57fa\u4e8e LLM \u6784\u5efa\u4e86 Agent\uff0c\u4f46\u53cd\u9988 Agent \u7684\u89c4\u5212\u548c\u63a8\u7406\u80fd\u529b\u4e0d\u8db3\u3002 \u90a3\u4e48\uff0cAgent \u7684\u89c4\u5212\u548c\u63a8\u7406\u80fd\u529b\u5177\u4f53\u6307\u4ec0\u4e48\uff1f<\/p>\n<p>Agent \u7684\u00a0<strong>\u89c4\u5212 (Planning)<\/strong>\u00a0\u548c\u00a0<strong>\u63a8\u7406 (Reasoning)<\/strong>\u00a0\u80fd\u529b\uff0c\u6307\u7684\u662f LLM \u601d\u8003\u548c\u51b3\u7b56\u5e94\u8be5\u91c7\u53d6\u54ea\u4e9b\u884c\u52a8\u7684\u80fd\u529b\u3002 \u8fd9\u6d89\u53ca\u5230\u77ed\u671f\u548c\u957f\u671f\u00a0<strong>reasoning (\u63a8\u7406)<\/strong>\u00a0\u3002 LLM \u9700\u8981\u8bc4\u4f30\u6240\u6709\u53ef\u7528\u7684\u4fe1\u606f\uff0c\u7136\u540e\u51b3\u5b9a\uff1a \u4e3a\u4e86\u8fbe\u6210\u6700\u7ec8\u76ee\u6807\uff0c\u6211\u9700\u8981\u91c7\u53d6\u54ea\u4e9b\u6b65\u9aa4\uff1f \u5f53\u524d\u6700\u5e94\u8be5\u91c7\u53d6\u7684\u7b2c\u4e00\u4e2a\u6b65\u9aa4\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u5f00\u53d1\u8005\u901a\u5e38\u4f7f\u7528\u00a0<strong>Function calling (\u51fd\u6570\u8c03\u7528)<\/strong>\u00a0\u6280\u672f\uff0c\u8ba9 LLM \u9009\u62e9\u8981\u6267\u884c\u7684\u64cd\u4f5c\u3002 <a href=\"https:\/\/www.kdjingpai.com\/hanshudiaoyongfunct\/\">Function calling<\/a> \u662f OpenAI \u4e8e 2023 \u5e74 6 \u6708\u9996\u6b21\u6dfb\u52a0\u5230 LLM API \u7684\u529f\u80fd\u3002 \u901a\u8fc7 Function calling\uff0c\u7528\u6237\u53ef\u4ee5\u4e3a\u4e0d\u540c\u7684\u51fd\u6570\u63d0\u4f9b JSON \u7ed3\u6784\uff0c\u5e76\u8ba9 LLM \u5339\u914d\u5176\u4e2d\u4e00\u4e2a (\u6216\u591a\u4e2a) \u7ed3\u6784\u3002<\/p>\n<p>\u8981\u6210\u529f\u5b8c\u6210\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\uff0cAgent \u7cfb\u7edf\u901a\u5e38\u9700\u8981\u6309\u987a\u5e8f\u6267\u884c\u4e00\u7cfb\u5217\u64cd\u4f5c\u3002\u00a0<strong>\u957f\u671f\u89c4\u5212\u548c\u63a8\u7406<\/strong>\u00a0\u5bf9 LLM \u800c\u8a00\u662f\u4e00\u9879\u975e\u5e38\u590d\u6742\u7684\u6311\u6218\uff1a \u9996\u5148\uff0cLLM \u5fc5\u987b\u8003\u8651\u4e00\u4e2a\u957f\u671f\u7684\u884c\u52a8\u89c4\u5212\uff0c\u7136\u540e\u518d\u7ec6\u5316\u5230\u5f53\u524d\u9700\u8981\u91c7\u53d6\u7684\u77ed\u671f\u884c\u52a8\uff1b \u5176\u6b21\uff0c\u968f\u7740 Agent \u6267\u884c\u7684\u64cd\u4f5c\u8d8a\u6765\u8d8a\u591a\uff0c\u64cd\u4f5c\u7ed3\u679c\u4f1a\u4e0d\u65ad\u53cd\u9988\u7ed9 LLM\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u7a97\u53e3\u6301\u7eed\u589e\u957f\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4 LLM \u201c\u5206\u5fc3\u201d \u5e76\u964d\u4f4e\u6027\u80fd\u3002<\/p>\n<p>\u6539\u8fdb\u89c4\u5212\u80fd\u529b\u6700\u76f4\u63a5\u7684\u65b9\u6cd5\u662f\u786e\u4fdd LLM \u62e5\u6709\u8fdb\u884c\u5408\u7406\u63a8\u7406\u548c\u89c4\u5212\u6240\u9700\u7684\u6240\u6709\u4fe1\u606f\u3002 \u867d\u7136\u542c\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u5b9e\u9645\u60c5\u51b5\u662f\uff0c\u4f20\u9012\u7ed9 LLM \u7684\u4fe1\u606f\u5f80\u5f80\u4e0d\u8db3\u4ee5\u652f\u6491 LLM \u505a\u51fa\u5408\u7406\u7684\u51b3\u7b56\u3002 \u6dfb\u52a0\u68c0\u7d22\u6b65\u9aa4\u6216\u4f18\u5316 Prompt \u53ef\u80fd\u662f\u4e00\u79cd\u7b80\u5355\u7684\u6539\u8fdb\u65b9\u6848\u3002<\/p>\n<p>\u66f4\u8fdb\u4e00\u6b65\u5730\uff0c\u53ef\u4ee5\u8003\u8651\u8c03\u6574\u5e94\u7528\u7a0b\u5e8f\u7684\u00a0<strong>\u8ba4\u77e5\u67b6\u6784<\/strong>\u00a0\u3002 \u76ee\u524d\u4e3b\u8981\u6709\u4e24\u7c7b\u8ba4\u77e5\u67b6\u6784\u53ef\u4ee5\u7528\u4e8e\u6539\u8fdb Agent \u7684\u63a8\u7406\u80fd\u529b\uff1a\u00a0<strong>\u901a\u7528\u8ba4\u77e5\u67b6\u6784<\/strong>\u00a0\u548c\u00a0<strong>\u7279\u5b9a\u9886\u57df\u7684\u8ba4\u77e5\u67b6\u6784<\/strong>\u3002<\/p>\n<h4>1. \u901a\u7528\u8ba4\u77e5\u67b6\u6784<\/h4>\n<p><strong>\u901a\u7528\u8ba4\u77e5\u67b6\u6784<\/strong>\u00a0\u53ef\u4ee5\u5e94\u7528\u4e8e\u5404\u79cd\u4e0d\u540c\u7684\u4efb\u52a1\u573a\u666f\u3002 \u5b66\u672f\u754c\u63d0\u51fa\u4e86\u4e24\u79cd\u5177\u6709\u4ee3\u8868\u6027\u7684\u901a\u7528\u67b6\u6784\uff1a\u00a0<strong>\u201cPlan and Solve\u201d \u67b6\u6784<\/strong>\u00a0\u548c\u00a0<strong>Reflexion \u67b6\u6784<\/strong>\u3002<\/p>\n<p><strong>\u201cPlan and Solve\u201d \u67b6\u6784<\/strong>\u00a0\u5728 \u300aPlan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models\u300b \u8fd9\u7bc7\u8bba\u6587\u4e2d\u88ab\u9996\u6b21\u63d0\u51fa\u3002 \u5728\u8be5\u67b6\u6784\u4e2d\uff0cAgent \u9996\u5148\u5236\u5b9a\u4e00\u4e2a\u8be6\u7ec6\u7684\u8ba1\u5212\uff0c\u7136\u540e\u518d\u9010\u6b65\u6267\u884c\u8ba1\u5212\u4e2d\u7684\u6bcf\u4e2a\u6b65\u9aa4\u3002<\/p>\n<p><strong>Reflexion \u67b6\u6784<\/strong>\u00a0\u5728 \u300aReflexion: Language Agents with Verbal Reinforcement Learning\u300b \u8fd9\u7bc7\u8bba\u6587\u4e2d\u88ab\u63d0\u51fa\u3002 \u5728\u8be5\u67b6\u6784\u4e2d\uff0cAgent \u5728\u6267\u884c\u4efb\u52a1\u540e\uff0c\u4f1a\u589e\u52a0\u4e00\u4e2a\u660e\u786e\u7684\u00a0<strong>\u201c\u53cd\u601d (Reflection)\u201d<\/strong>\u00a0\u6b65\u9aa4\uff0c\u4ee5\u8bc4\u4f30\u5176\u4efb\u52a1\u6267\u884c\u60c5\u51b5\u662f\u5426\u6b63\u786e\u3002 \u672c\u6587\u4e0d\u518d\u8d58\u8ff0\u8fd9\u4e24\u79cd\u67b6\u6784\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u67e5\u9605\u4e0a\u8ff0\u4e24\u7bc7\u8bba\u6587\u539f\u6587\u3002<\/p>\n<p>\u5c3d\u7ba1 \u201cPlan and Solve\u201d \u67b6\u6784 \u548c Reflexion \u67b6\u6784 \u5728\u7406\u8bba\u4e0a\u5c55\u73b0\u51fa\u4e00\u5b9a\u7684\u6539\u8fdb\u6f5c\u529b\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u8fc7\u4e8e\u7b3c\u7edf\uff0c\u96be\u4ee5\u5728 Agent \u7684\u5b9e\u9645\u751f\u4ea7\u5e94\u7528\u4e2d\u53d1\u6325\u4f5c\u7528\u3002\uff08\u8bd1\u8005\u6ce8\uff1a \u5728\u672c\u6587\u53d1\u5e03\u65f6\uff0co1 \u7cfb\u5217\u6a21\u578b\u5c1a\u672a\u53d1\u5e03\u3002\uff09<\/p>\n<h4>2. \u7279\u5b9a\u9886\u57df\u7684\u8ba4\u77e5\u67b6\u6784<\/h4>\n<p>\u4e0e\u901a\u7528\u8ba4\u77e5\u67b6\u6784\u4e0d\u540c\uff0c\u8bb8\u591a Agent \u7cfb\u7edf\u9009\u62e9\u91c7\u7528\u00a0<strong>\u7279\u5b9a\u9886\u57df\u7684\u8ba4\u77e5\u67b6\u6784<\/strong>\u00a0\u3002 \u8fd9\u901a\u5e38\u4f53\u73b0\u5728\u7279\u5b9a\u9886\u57df\u7684\u5206\u7c7b\u6216\u89c4\u5212\u6b65\u9aa4\uff0c\u4ee5\u53ca\u7279\u5b9a\u9886\u57df\u7684\u9a8c\u8bc1\u6b65\u9aa4\u4e2d\u3002 \u901a\u7528\u8ba4\u77e5\u67b6\u6784\u4e2d\u63d0\u51fa\u7684\u89c4\u5212\u548c\u53cd\u601d\u601d\u60f3\uff0c\u53ef\u4ee5\u5728\u7279\u5b9a\u9886\u57df\u7684\u8ba4\u77e5\u67b6\u6784\u4e2d\u5f97\u5230\u501f\u9274\u548c\u5e94\u7528\uff0c\u4f46\u901a\u5e38\u9700\u8981\u4ee5\u66f4\u8d34\u5408\u7279\u5b9a\u9886\u57df\u7684\u65b9\u5f0f\u8fdb\u884c\u8c03\u6574\u548c\u4f18\u5316\u3002<\/p>\n<p>AlphaCodium \u7684\u4e00\u7bc7\u8bba\u6587\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\u7684\u8ba4\u77e5\u67b6\u6784\u7684\u5178\u578b\u6848\u4f8b\u3002 AlphaCodium \u56e2\u961f\u901a\u8fc7\u4f7f\u7528\u4ed6\u4eec\u6240\u8c13\u7684\u00a0<strong>\u201c\u6d41\u5de5\u7a0b (Flow Engineering)\u201d<\/strong>\u00a0(\u672c\u8d28\u4e0a\u662f\u53e6\u4e00\u79cd\u63cf\u8ff0\u8ba4\u77e5\u67b6\u6784\u7684\u65b9\u5f0f) \uff0c\u5b9e\u73b0\u4e86\u5f53\u65f6\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ca08ea5b0f086ac.png\" alt=\"\" \/><\/p>\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0cAlphaCodium Agent \u7684\u6d41\u7a0b\u8bbe\u8ba1\u4e0e\u5176\u8bd5\u56fe\u89e3\u51b3\u7684\u7f16\u7a0b\u95ee\u9898\u9ad8\u5ea6\u76f8\u5173\u3002 \u4ed6\u4eec\u8be6\u7ec6\u5730\u544a\u77e5 Agent \u9700\u8981\u5206\u6b65\u9aa4\u5b8c\u6210\u7684\u4efb\u52a1\uff1a \u9996\u5148\u63d0\u51fa\u6d4b\u8bd5\u7528\u4f8b\uff0c\u7136\u540e\u63d0\u51fa\u89e3\u51b3\u65b9\u6848\uff0c\u63a5\u7740\u8fed\u4ee3\u66f4\u591a\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u7b49\u7b49\u3002 \u8fd9\u79cd\u8ba4\u77e5\u67b6\u6784\u662f\u9ad8\u5ea6\u4e13\u6ce8\u4e8e\u7279\u5b9a\u9886\u57df\u7684\uff0c\u4e0d\u5177\u5907\u901a\u7528\u6027\uff0c\u96be\u4ee5\u76f4\u63a5\u6cdb\u5316\u5230\u5176\u4ed6\u9886\u57df\u3002<\/p>\n<h4>Case Study: Reflection AI \u521b\u59cb\u4eba Laskin \u5bf9 Agent \u672a\u6765\u7684\u5c55\u671b<\/h4>\n<p>\u5728\u7ea2\u6749\u8d44\u672c\u5bf9 Reflection AI \u521b\u59cb\u4eba Misha Laskin \u7684\u8bbf\u8c08\u4e2d\uff0cMisha Laskin \u5206\u4eab\u4e86\u4ed6\u5bf9 Agent \u672a\u6765\u53d1\u5c55\u7684\u613f\u666f\uff1a \u901a\u8fc7\u5c06\u00a0<strong>RL (\u5f3a\u5316\u5b66\u4e60) \u7684 Search Capability (\u641c\u7d22\u80fd\u529b)<\/strong>\u00a0\u4e0e LLM \u76f8\u7ed3\u5408\uff0cReflection AI \u81f4\u529b\u4e8e\u6784\u5efa\u6027\u80fd\u5353\u8d8a\u7684 Agent \u6a21\u578b\u3002 Misha Laskin \u548c\u8054\u5408\u521b\u59cb\u4eba Ioannis Antonoglou (AlphaGo\u3001AlphaZero\u3001Gemini RLHF \u8d1f\u8d23\u4eba) \u6b63\u5728\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u4e13\u95e8\u4e3a\u00a0<strong>Agentic Workflow (Agent \u5de5\u4f5c\u6d41)<\/strong>\u00a0\u8bbe\u8ba1\u7684\u6a21\u578b\u3002 \u8bbf\u8c08\u7684\u6838\u5fc3\u89c2\u70b9\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u6df1\u5ea6\u662f AI Agent \u4e2d\u7f3a\u5931\u7684\u5173\u952e\u8981\u7d20\u3002<\/strong>\u00a0\u5c3d\u7ba1\u5f53\u524d\u7684\u8bed\u8a00\u6a21\u578b\u5728\u77e5\u8bc6\u5e7f\u5ea6\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u7f3a\u4e4f\u53ef\u9760\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u6240\u9700\u7684\u6df1\u5ea6\u3002 Misha Laskin \u8ba4\u4e3a\uff0c\u89e3\u51b3 \u201c\u6df1\u5ea6\u95ee\u9898\u201d \u5bf9\u4e8e\u521b\u5efa\u771f\u6b63\u6709\u80fd\u529b\u7684 AI Agent \u81f3\u5173\u91cd\u8981\u3002 \u8fd9\u91cc\u7684 \u201c\u80fd\u529b\u201d \u662f\u6307 Agent \u80fd\u591f\u901a\u8fc7\u591a\u4e2a\u6b65\u9aa4\u89c4\u5212\u548c\u6267\u884c\u590d\u6742\u7684\u4efb\u52a1\u3002<\/li>\n<li><strong>\u5c06 Learn (\u5b66\u4e60) \u548c Search (\u641c\u7d22) \u76f8\u7ed3\u5408\u662f\u5b9e\u73b0\u8d85\u4eba\u6027\u80fd\u7684\u5173\u952e\u3002<\/strong>\u00a0\u501f\u9274 AlphaGo \u7684\u6210\u529f\u7ecf\u9a8c\uff0cMisha Laskin \u5f3a\u8c03\uff0cAI \u9886\u57df\u6700\u6df1\u523b\u7684\u7406\u5ff5\u662f\u5c06 **Learn (\u5b66\u4e60) ** (\u4f9d\u9760 LLM) \u548c **Search (\u641c\u7d22) ** (\u627e\u5230\u6700\u4f18\u8def\u5f84) \u6709\u6548\u7ed3\u5408\u3002 \u8fd9\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u521b\u5efa\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4eba\u7c7b\u8868\u73b0\u7684 Agent \u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>Post-training (\u540e\u8bad\u7ec3) \u548c Reward modeling (\u5956\u52b1\u5efa\u6a21) \u5e26\u6765\u4e86\u5de8\u5927\u6311\u6218\u3002<\/strong>\u00a0\u4e0e\u5177\u6709\u660e\u786e\u5956\u52b1\u673a\u5236\u7684\u6e38\u620f\u4e0d\u540c\uff0c\u73b0\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u901a\u5e38\u7f3a\u4e4f\u660e\u786e\u7684\u5956\u52b1\u4fe1\u53f7\u3002 \u5982\u4f55\u5f00\u53d1\u53ef\u9760\u7684\u00a0<strong>reward model (\u5956\u52b1\u6a21\u578b)<\/strong>\u00a0\uff0c\u662f\u521b\u5efa\u53ef\u9760 AI Agent \u7684\u5173\u952e\u6311\u6218\u3002<\/li>\n<li><strong>Universal Agents (\u901a\u7528 Agent) \u53ef\u80fd\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u66f4\u63a5\u8fd1\u3002<\/strong>\u00a0Misha Laskin \u9884\u6d4b\uff0c\u6211\u4eec\u53ef\u80fd\u53ea\u9700\u4e09\u5e74\u65f6\u95f4\u5c31\u80fd\u5b9e\u73b0\u00a0<strong>\u201cdigital AGI (\u6570\u5b57\u901a\u7528\u4eba\u5de5\u667a\u80fd)\u201d<\/strong>\u00a0\uff0c\u5373\u540c\u65f6\u5177\u5907\u5e7f\u5ea6\u548c\u6df1\u5ea6\u7684 AI \u7cfb\u7edf\u3002 \u8fd9\u4e00\u52a0\u901f\u7684\u65f6\u95f4\u8868\u51f8\u663e\u51fa\u5728\u5feb\u901f\u53d1\u5c55 Agent \u80fd\u529b\u7684\u540c\u65f6\uff0c\u540c\u6b65\u89e3\u51b3\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u95ee\u9898\u7684\u7d27\u8feb\u6027\u3002<\/li>\n<li><strong>\u901a\u5f80 Universal Agents (\u901a\u7528 Agent) \u7684\u9053\u8def\u9700\u8981\u4e00\u79cd \u65b9\u6cd5\u3002<\/strong>\u00a0Reflection AI \u4e13\u6ce8\u4e8e\u6269\u5c55 Agent \u7684\u529f\u80fd\u8fb9\u754c\uff0c\u4ece\u4e00\u4e9b\u7279\u5b9a\u7684\u73af\u5883 (\u5982\u6d4f\u89c8\u5668\u3001\u4ee3\u7801\u7f16\u8f91\u5668\u548c\u8ba1\u7b97\u673a\u64cd\u4f5c\u7cfb\u7edf) \u5165\u624b\u3002 \u4ed6\u4eec\u7684\u6700\u7ec8\u76ee\u6807\u662f\u5f00\u53d1\u00a0<strong>Universal Agents (\u901a\u7528 Agent)<\/strong>\u00a0\uff0c\u4f7f\u5176\u80fd\u591f\u80dc\u4efb\u5404\u79cd\u4e0d\u540c\u9886\u57df\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h3>UI\/UX \u4ea4\u4e92\u521b\u65b0<\/h3>\n<p>\u5728\u672a\u6765\u51e0\u5e74\uff0c\u4eba\u673a\u4ea4\u4e92 (Human-Computer Interaction, HCI) \u5c06\u6210\u4e3a AI \u9886\u57df\u7684\u4e00\u4e2a\u5173\u952e\u7814\u7a76\u65b9\u5411\u3002 Agent \u7cfb\u7edf\u4e0e\u4f20\u7edf\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u622a\u7136\u4e0d\u540c\uff0c\u5ef6\u8fdf\u3001\u4e0d\u53ef\u9760\u6027\u548c\u81ea\u7136\u8bed\u8a00\u754c\u9762\u7b49\u65b0\u7279\u6027\u5e26\u6765\u4e86\u5168\u65b0\u7684\u6311\u6218\u3002 \u56e0\u6b64\uff0c\u4e0e Agent \u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u4ea4\u4e92\u7684\u65b0\u578b\u00a0<strong>UI\/UX (\u7528\u6237\u754c\u9762\/\u7528\u6237\u4f53\u9a8c)<\/strong>\u00a0\u8303\u5f0f\u5fc5\u5c06\u5e94\u8fd0\u800c\u751f\u3002 \u5c3d\u7ba1 Agent \u7cfb\u7edf\u4ecd\u5904\u4e8e\u65e9\u671f\u53d1\u5c55\u9636\u6bb5\uff0c\u4f46\u5df2\u7ecf\u6d8c\u73b0\u51fa\u591a\u79cd\u65b0\u5174\u7684 UX \u8303\u5f0f\u3002 \u4e0b\u9762\u5c06\u9010\u4e00\u8fdb\u884c\u63a2\u8ba8\u3002<\/p>\n<h4>1. \u5bf9\u8bdd\u5f0f\u4ea4\u4e92 (Chat UI)<\/h4>\n<p><strong>\u5bf9\u8bdd\u5f0f\u4ea4\u4e92 (Chat UI)<\/strong>\u00a0\u901a\u5e38\u5206\u4e3a\u4e24\u79cd\u4e3b\u8981\u7c7b\u578b\uff1a\u00a0<strong>\u6d41\u5f0f\u804a\u5929 (Streaming Chat)<\/strong>\u00a0\u548c\u00a0<strong>\u975e\u6d41\u5f0f\u804a\u5929 (Non-streaming Chat)<\/strong>\u00a0\u3002<\/p>\n<p><strong>\u6d41\u5f0f\u804a\u5929 (Streaming Chat)<\/strong>\u00a0\u662f\u76ee\u524d\u6700\u5e38\u89c1\u7684 UX \u8303\u5f0f\u3002 \u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u79cd Chatbot (\u804a\u5929\u673a\u5668\u4eba)\uff0c\u4ee5\u7c7b\u4f3c\u4eba\u7c7b\u5bf9\u8bdd\u7684\u683c\u5f0f\uff0c\u5c06 Agent \u7684\u601d\u8003\u8fc7\u7a0b\u548c\u884c\u4e3a\u9010\u6b65\u00a0<strong>\u6d41 (Stream)<\/strong>\u00a0\u5f0f\u5730\u8fd4\u56de\u7ed9\u7528\u6237\u3002 <a href=\"https:\/\/www.kdjingpai.com\/chatgpt-6\/\">ChatGPT<\/a> \u662f\u6d41\u5f0f\u804a\u5929\u7684\u5178\u578b\u4ee3\u8868\u3002 \u8fd9\u79cd\u4ea4\u4e92\u6a21\u5f0f\u770b\u4f3c\u7b80\u5355\uff0c\u4f46\u5374\u975e\u5e38\u6709\u6548\uff0c\u539f\u56e0\u5728\u4e8e\uff1a \u9996\u5148\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u4e0e LLM \u8fdb\u884c\u76f4\u63a5\u5bf9\u8bdd\uff0c\u7528\u6237\u4e0e LLM \u4e4b\u95f4\u51e0\u4e4e\u4e0d\u5b58\u5728\u6c9f\u901a\u969c\u788d\uff1b \u5176\u6b21\uff0cLLM \u5b8c\u6210\u4efb\u52a1\u901a\u5e38\u9700\u8981\u4e00\u5b9a\u65f6\u95f4\uff0c\u6d41\u5f0f\u5904\u7406\u53ef\u4ee5\u6237\u5b9e\u65f6\u4e86\u89e3\u540e\u53f0\u4efb\u52a1\u7684\u6267\u884c\u8fdb\u5ea6\uff1b \u7b2c\u4e09\uff0cLLM \u6709\u65f6\u53ef\u80fd\u4f1a\u51fa\u9519\uff0cChat \u754c\u9762\u63d0\u4f9b\u4e86\u4e00\u79cd\u53cb\u597d\u7684\u65b9\u5f0f\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u81ea\u7136\u5730\u7ea0\u6b63\u548c\u5f15\u5bfc LLM\uff0c\u7528\u6237\u5df2\u7ecf\u975e\u5e38\u4e60\u60ef\u4e8e\u5728\u804a\u5929\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u540e\u7eed\u5bf9\u8bdd\u548c\u8fed\u4ee3\uff0c\u4ee5\u9010\u6b65\u660e\u786e\u9700\u6c42\u5e76\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p>\u7136\u800c\uff0c<strong>\u6d41\u5f0f\u804a\u5929 (Streaming Chat)<\/strong>\u00a0\u4e5f\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\u3002 \u9996\u5148\uff0c\u6d41\u5f0f\u804a\u5929\u4ecd\u7136\u662f\u4e00\u79cd\u76f8\u5bf9\u8f83\u65b0\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u6211\u4eec\u76ee\u524d\u5e38\u7528\u7684\u804a\u5929\u5e73\u53f0 (\u5982 iMessage\u3001Facebook Messenger\u3001Slack \u7b49) \u5c1a\u672a\u666e\u904d\u91c7\u7528\u8fd9\u79cd\u4ea4\u4e92\u65b9\u5f0f\uff1b \u5176\u6b21\uff0c\u5bf9\u4e8e\u8fd0\u884c\u65f6\u95f4\u8f83\u957f\u7684\u4efb\u52a1\u800c\u8a00\uff0c\u6d41\u5f0f\u804a\u5929\u7684\u7528\u6237\u4f53\u9a8c\u7565\u663e\u4e0d\u8db3\uff0c\u7528\u6237\u53ef\u80fd\u9700\u8981\u957f\u65f6\u95f4\u505c\u7559\u5728\u804a\u5929\u754c\u9762\uff0c\u7b49\u5f85 Agent \u5b8c\u6210\u4efb\u52a1\uff1b \u7b2c\u4e09\uff0c\u6d41\u5f0f\u804a\u5929\u901a\u5e38\u9700\u8981\u7531\u4eba\u7c7b\u7528\u6237\u4e3b\u52a8\u89e6\u53d1\uff0c\u8fd9\u610f\u5473\u7740\u5728 Agent \u6267\u884c\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ecd\u7136\u9700\u8981\u5927\u91cf\u7684\u4eba\u5de5\u53c2\u4e0e (Human-in-the-loop)\u3002<\/p>\n<p><strong>\u975e\u6d41\u5f0f\u804a\u5929 (Non-streaming Chat)<\/strong>\u00a0\u4e0e\u6d41\u5f0f\u804a\u5929\u7684\u6700\u5927\u533a\u522b\u5728\u4e8e\uff0cAgent \u7684\u54cd\u5e94\u7ed3\u679c\u662f\u5206\u6279\u8fd4\u56de\u7684\u3002 LLM \u5728\u540e\u53f0\u9ed8\u9ed8\u5de5\u4f5c\uff0c\u7528\u6237\u65e0\u9700\u7126\u6025\u7b49\u5f85 Agent \u7acb\u5373\u7ed9\u51fa\u56de\u590d\u3002 \u8fd9\u610f\u5473\u7740\u975e\u6d41\u5f0f\u804a\u5929\u53ef\u80fd\u66f4\u5bb9\u6613\u96c6\u6210\u5230\u73b0\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002 \u7528\u6237\u5df2\u7ecf\u4e60\u60ef\u4e8e\u7ed9\u670b\u53cb\u53d1\u9001\u77ed\u4fe1\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u9002\u5e94\u4e0e AI \u201c\u53d1\u77ed\u4fe1\u201d \u5462\uff1f \u975e\u6d41\u5f0f\u804a\u5929\u5c06\u4f7f\u5f97\u4e0e\u66f4\u590d\u6742\u7684 Agent \u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u53d8\u5f97\u66f4\u52a0\u81ea\u7136\u548c\u8f7b\u677e\u3002 \u56e0\u4e3a\u590d\u6742\u7684 Agent \u7cfb\u7edf\u901a\u5e38\u9700\u8981\u8f83\u957f\u7684\u8fd0\u884c\u65f6\u95f4\uff0c\u5982\u679c\u7528\u6237\u671f\u671b Agent \u7acb\u5373\u54cd\u5e94\uff0c\u53ef\u80fd\u4f1a\u611f\u5230\u6cae\u4e27\u3002 \u975e\u6d41\u5f0f\u804a\u5929\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6d88\u9664\u4e86\u7528\u6237\u5bf9\u5373\u65f6\u54cd\u5e94\u7684\u671f\u671b\uff0c\u4ece\u800c\u66f4\u8f7b\u677e\u5730\u6267\u884c\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u4e0b\u8868\u603b\u7ed3\u4e86\u00a0<strong>\u6d41\u5f0f\u804a\u5929 (Streaming Chat)<\/strong>\u00a0\u548c\u00a0<strong>\u975e\u6d41\u5f0f\u804a\u5929 (Non-streaming Chat)<\/strong>\u00a0\u7684\u4f18\u7f3a\u70b9\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/508cf391afcb899.png\" alt=\"\" \/><\/p>\n<h4>2. \u540e\u53f0\u73af\u5883 (Ambient UX)<\/h4>\n<p>\u7528\u6237\u53ef\u80fd\u4f1a\u4e3b\u52a8\u5411 AI \u53d1\u9001\u6d88\u606f\uff0c\u8fd9\u662f\u524d\u6587\u8ba8\u8bba\u7684\u00a0<strong>Chat UI (\u804a\u5929\u754c\u9762)<\/strong>\u00a0\u3002 \u4f46\u5982\u679c Agent \u53ea\u662f\u5728\u540e\u53f0\u9ed8\u9ed8\u8fd0\u884c\uff0c\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u4e0e Agent \u8fdb\u884c\u4ea4\u4e92\u5462\uff1f<\/p>\n<p>\u4e3a\u4e86\u5145\u5206\u53d1\u6325 Agent \u7cfb\u7edf\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u9700\u8981\u5c06\u4eba\u673a\u4ea4\u4e92\u6a21\u5f0f\u8f6c\u53d8\u4e3a\u5141\u8bb8 AI \u5728\u00a0<strong>\u540e\u53f0\u73af\u5883 (Ambient UX)<\/strong>\u00a0\u4e2d\u8fd0\u884c\u3002 \u5f53\u4efb\u52a1\u5728\u540e\u53f0\u5904\u7406\u65f6\uff0c\u7528\u6237\u901a\u5e38\u53ef\u4ee5\u5bb9\u5fcd\u66f4\u957f\u7684\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4 (\u56e0\u4e3a\u4ed6\u4eec\u964d\u4f4e\u4e86\u5bf9\u00a0<strong>latency (\u4f4e\u5ef6\u8fdf)<\/strong>\u00a0\u7684\u671f\u671b)\u3002 \u8fd9\u4f7f\u5f97 Agent \u53ef\u4ee5\u6709\u66f4\u5145\u8db3\u7684\u65f6\u95f4\u6267\u884c\u66f4\u591a\u4efb\u52a1\uff0c\u901a\u5e38\u4e5f\u80fd\u591f\u6bd4\u5728 Chat UX \u4e2d\u66f4\u4ed4\u7ec6\u3001\u66f4\u9ad8\u6548\u5730\u5b8c\u6210\u66f4\u591a\u63a8\u7406\u5de5\u4f5c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u00a0<strong>\u540e\u53f0\u73af\u5883 (Ambient UX)<\/strong>\u00a0\u4e2d\u8fd0\u884c Agent\uff0c\u6709\u52a9\u4e8e\u6269\u5c55\u4eba\u7c7b\u7528\u6237\u81ea\u8eab\u7684\u80fd\u529b\u3002 \u804a\u5929\u754c\u9762\u901a\u5e38\u9650\u5236\u7528\u6237\u4e00\u6b21\u53ea\u80fd\u6267\u884c\u4e00\u9879\u4efb\u52a1\u3002 \u4f46\u662f\uff0c\u5982\u679c Agent \u5728\u540e\u53f0\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u5219\u53ef\u4ee5\u652f\u6301\u591a\u4e2a Agent \u540c\u65f6\u5904\u7406\u591a\u9879\u4efb\u52a1\u3002<\/p>\n<p>\u8981\u8ba9 Agent \u5728\u540e\u53f0\u53ef\u9760\u8fd0\u884c\uff0c\u5173\u952e\u5728\u4e8e\u5efa\u7acb\u7528\u6237\u5bf9 Agent \u7684\u4fe1\u4efb\u3002 \u5982\u4f55\u5efa\u7acb\u8fd9\u79cd\u4fe1\u4efb\uff1f \u4e00\u4e2a\u76f4\u63a5\u7684\u60f3\u6cd5\u662f\uff1a \u5411\u7528\u6237\u6e05\u6670\u5730\u5c55\u793a Agent \u6b63\u5728\u505a\u4ec0\u4e48\u3002 \u5b9e\u65f6\u663e\u793a Agent \u6b63\u5728\u6267\u884c\u7684\u6240\u6709\u6b65\u9aa4\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u89c2\u5bdf\u6b63\u5728\u53d1\u751f\u7684\u4e00\u5207\u3002 \u867d\u7136\u8fd9\u4e9b\u6b65\u9aa4\u53ef\u80fd\u4e0d\u4f1a\u50cf\u6d41\u5f0f\u4f20\u8f93\u54cd\u5e94\u90a3\u6837\u7acb\u5373\u5448\u73b0\uff0c\u4f46\u5e94\u8be5\u5141\u8bb8\u7528\u6237\u968f\u65f6\u70b9\u51fb\u5e76\u67e5\u770b Agent \u7684\u6267\u884c\u8fdb\u5ea6\u3002 \u66f4\u8fdb\u4e00\u6b65\u5730\uff0c\u4e0d\u4ec5\u8981\u8ba9\u7528\u6237\u770b\u5230 Agent \u5728\u505a\u4ec0\u4e48\uff0c\u8fd8\u8981\u5141\u8bb8\u7528\u6237\u7ea0\u6b63 Agent \u7684\u9519\u8bef\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u53d1\u73b0 Agent \u5728\u7b2c 4 \u6b65 (\u5171 10 \u6b65) \u4e2d\u505a\u51fa\u4e86\u9519\u8bef\u51b3\u7b56\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u56de\u9000\u5230\u7b2c 4 \u6b65\uff0c\u5e76\u4ee5\u67d0\u79cd\u65b9\u5f0f\u66f4\u6b63 Agent \u7684\u884c\u4e3a\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5c06\u7528\u6237\u4e0e Agent \u7684\u4ea4\u4e92\u6a21\u5f0f\u00a0<strong>\u4ece \u201cIn-the-loop (\u73af\u5185)\u201d \u8f6c\u53d8\u4e3a \u201cOn-the-loop (\u73af\u4e0a)\u201d<\/strong>\u00a0\u3002\u00a0<strong>\u201cOn-the-loop (\u73af\u4e0a)\u201d<\/strong>\u00a0\u6a21\u5f0f\u8981\u6c42\u7cfb\u7edf\u80fd\u591f\u5411\u7528\u6237\u5c55\u793a Agent \u6267\u884c\u7684\u6240\u6709\u4e2d\u95f4\u6b65\u9aa4\uff0c\u5141\u8bb8\u7528\u6237\u5728\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\u6682\u505c\u5de5\u4f5c\u6d41\uff0c\u63d0\u4f9b\u53cd\u9988\uff0c\u7136\u540e\u8ba9 Agent \u57fa\u4e8e\u7528\u6237\u53cd\u9988\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u4efb\u52a1\u3002<\/p>\n<p>AI \u8f6f\u4ef6\u5de5\u7a0b\u5e08 <a href=\"https:\/\/www.kdjingpai.com\/devin\/\">Devin<\/a> \u662f\u5b9e\u73b0\u7c7b\u4f3c UX \u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u4ee3\u8868\u3002 Devin \u7684\u8fd0\u884c\u65f6\u95f4\u901a\u5e38\u8f83\u957f\uff0c\u4f46\u7528\u6237\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230 Agent \u6267\u884c\u7684\u6240\u6709\u6b65\u9aa4\uff0c\u56de\u6eaf\u5230\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5f00\u53d1\u72b6\u6001\uff0c\u5e76\u4ece\u8be5\u72b6\u6001\u53d1\u5e03\u66f4\u6b63\u6307\u4ee4\u3002 \u5c3d\u7ba1 Agent \u53ef\u80fd\u5728\u540e\u53f0\u8fd0\u884c\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u9700\u8981\u5b8c\u5168\u81ea\u4e3b\u5730\u6267\u884c\u4efb\u52a1\u3002 \u6709\u65f6 Agent \u53ef\u80fd\u4e0d\u77e5\u9053\u63a5\u4e0b\u6765\u8be5\u505a\u4ec0\u4e48\uff0c\u6216\u8005\u4e0d\u786e\u5b9a\u5982\u4f55\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002 \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cAgent \u9700\u8981\u4e3b\u52a8\u5f15\u8d77\u4eba\u7c7b\u7528\u6237\u7684\u6ce8\u610f\uff0c\u5e76\u5bfb\u6c42\u4eba\u7c7b\u7528\u6237\u7684\u5e2e\u52a9\u3002<\/p>\n<p>\u7535\u5b50\u90ae\u4ef6\u52a9\u7406 Agent \u662f\u00a0<strong>Ambient UX (\u540e\u53f0\u73af\u5883)<\/strong>\u00a0\u7684\u53e6\u4e00\u4e2a\u5e94\u7528\u6848\u4f8b\u3002 LangChain \u521b\u59cb\u4eba Harrison Chase \u6b63\u5728\u6784\u5efa\u4e00\u6b3e\u7535\u5b50\u90ae\u4ef6\u52a9\u7406 Agent\u3002 \u867d\u7136\u8fd9\u6b3e Agent \u53ef\u4ee5\u81ea\u52a8\u56de\u590d\u4e00\u4e9b\u7b80\u5355\u7684\u7535\u5b50\u90ae\u4ef6\uff0c\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b83\u4ecd\u7136\u9700\u8981 Harrison \u4eba\u5de5\u53c2\u4e0e\uff0c\u5904\u7406\u4e00\u4e9b\u4e0d\u9002\u5408\u81ea\u52a8\u5316\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a \u5ba1\u9605\u590d\u6742\u7684 LangChain \u9519\u8bef\u62a5\u544a\u3001\u51b3\u5b9a\u662f\u5426\u53c2\u52a0\u67d0\u4e2a\u4f1a\u8bae\u7b49\u3002 \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u7535\u5b50\u90ae\u4ef6\u52a9\u7406 Agent \u9700\u8981\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5411 Harrison \u4f20\u8fbe\u5b83\u9700\u8981\u4eba\u5de5\u534f\u52a9\u624d\u80fd\u7ee7\u7eed\u5b8c\u6210\u4efb\u52a1\u3002 \u8bf7\u6ce8\u610f\uff0cAgent \u5e76\u4e0d\u662f\u76f4\u63a5\u5411 Harrison \u7d22\u8981\u7b54\u6848\uff0c\u800c\u662f\u5f81\u6c42 Harrison \u5bf9\u67d0\u4e9b\u4efb\u52a1\u7684\u610f\u89c1\uff0c\u7136\u540e Agent \u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u4eba\u5de5\u53cd\u9988\u6765\u64b0\u5199\u4e00\u5c01\u9ad8\u8d28\u91cf\u7684\u7535\u5b50\u90ae\u4ef6\uff0c\u6216\u5b89\u6392\u4f1a\u8bae\u65e5\u5386\u9080\u8bf7\u3002<\/p>\n<p>\u76ee\u524d\uff0cHarrison \u5728\u4ed6\u7684 Slack \u5de5\u4f5c\u533a\u4e2d\u8bbe\u7f6e\u4e86\u8fd9\u4e2a\u7535\u5b50\u90ae\u4ef6\u52a9\u7406 Agent\u3002 \u5f53 Agent \u9700\u8981\u4eba\u5de5\u534f\u52a9\u65f6\uff0c\u5b83\u4f1a\u5411 Harrison \u7684 Slack \u53d1\u9001\u4e00\u4e2a\u95ee\u9898\uff0cHarrison \u53ef\u4ee5\u5728 Dashboard (\u4eea\u8868\u677f) \u4e2d\u56de\u7b54\u95ee\u9898\uff0c\u8fd9\u79cd\u4ea4\u4e92\u65b9\u5f0f\u4e0e Harrison \u7684\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\u65e0\u7f1d\u96c6\u6210\u3002 \u8fd9\u79cd\u7c7b\u578b\u7684 UX \u7c7b\u4f3c\u4e8e\u5ba2\u6237\u652f\u6301 Dashboard \u7684 UX\u3002 Dashboard \u754c\u9762\u53ef\u4ee5\u6e05\u6670\u5730\u663e\u793a\u52a9\u624b\u9700\u8981\u4eba\u5de5\u5e2e\u52a9\u7684\u6240\u6709\u4efb\u52a1\u3001\u8bf7\u6c42\u7684\u4f18\u5148\u7ea7\u4ee5\u53ca\u5176\u4ed6\u76f8\u5173\u6570\u636e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f582a1eed591129.png\" alt=\"\" \/><\/p>\n<h4>3. \u7535\u5b50\u8868\u683c (Spreadsheet UX)<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/29edafaecef48a2.png\" alt=\"\" \/><\/p>\n<p><strong>\u7535\u5b50\u8868\u683c UX (Spreadsheet UX)<\/strong>\u00a0\u662f\u4e00\u79cd\u975e\u5e38\u76f4\u89c2\u4e14\u7528\u6237\u53cb\u597d\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u7279\u522b\u9002\u5408\u6279\u91cf\u5904\u7406\u5de5\u4f5c\u3002 \u5728\u7535\u5b50\u8868\u683c\u754c\u9762\u4e2d\uff0c\u6bcf\u4e2a\u8868\u683c\uff0c\u751a\u81f3\u6bcf\u4e00\u5217\u90fd\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684 Agent\uff0c\u7528\u4e8e\u7814\u7a76\u548c\u5904\u7406\u7279\u5b9a\u7684\u4efb\u52a1\u3002 \u8fd9\u79cd\u6279\u91cf\u5904\u7406\u80fd\u529b\u5141\u8bb8\u7528\u6237\u8f7b\u677e\u6269\u5c55\u4e0e\u591a\u4e2a Agent \u7684\u4ea4\u4e92\u3002<\/p>\n<p><strong>\u7535\u5b50\u8868\u683c UX (Spreadsheet UX)<\/strong>\u00a0\u8fd8\u5177\u6709\u5176\u4ed6\u4f18\u52bf\u3002 \u7535\u5b50\u8868\u683c\u683c\u5f0f\u662f\u5927\u591a\u6570\u7528\u6237\u90fd\u975e\u5e38\u719f\u6089\u7684 UX\uff0c\u56e0\u6b64\u5b83\u975e\u5e38\u5bb9\u6613\u878d\u5165\u5230\u73b0\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002 \u8fd9\u79cd\u7c7b\u578b\u7684 UX \u975e\u5e38\u9002\u5408\u6570\u636e\u6269\u5145 (Data Enrichment) \u7684\u5e94\u7528\u573a\u666f\uff0c\u5728\u6570\u636e\u6269\u5145\u573a\u666f\u4e2d\uff0c\u7535\u5b50\u8868\u683c\u7684\u6bcf\u4e00\u5217\u53ef\u4ee5\u8868\u793a\u9700\u8981\u6269\u5145\u7684\u4e0d\u540c\u6570\u636e\u5c5e\u6027\u3002<\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/exa\/\">Exa<\/a> AI\u3001Clay AI\u3001Manaflow \u7b49\u516c\u53f8\u90fd\u5728\u5176\u4ea7\u54c1\u4e2d\u91c7\u7528\u4e86\u00a0<strong>\u7535\u5b50\u8868\u683c UX (Spreadsheet UX)<\/strong>\u00a0\u3002 \u4e0b\u9762\u4ee5 Manaflow \u4e3a\u4f8b\uff0c\u4ecb\u7ecd\u00a0<strong>\u7535\u5b50\u8868\u683c UX (Spreadsheet UX)<\/strong>\u00a0\u5982\u4f55\u5e94\u7528\u4e8e Agent \u4ea4\u4e92\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<h4>Case Study: Manaflow \u5982\u4f55\u4f7f\u7528\u7535\u5b50\u8868\u683c\u8fdb\u884c Agent \u4ea4\u4e92<\/h4>\n<p>Manaflow \u7684\u7075\u611f\u6765\u6e90\u4e8e\u5176\u521b\u59cb\u4eba Lawrence \u66fe\u4efb\u804c\u7684\u516c\u53f8 Minion AI\u3002 Minion AI \u7684\u6838\u5fc3\u4ea7\u54c1\u662f Web Agent\u3002 Web Agent \u53ef\u4ee5\u63a7\u5236\u672c\u5730\u7684\u00a0<strong>Google Chrome<\/strong>\u00a0\u6d4f\u89c8\u5668\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u901a\u8fc7 Web Agent \u4e0e\u5404\u79cd Web \u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u4ea4\u4e92\uff0c\u4f8b\u5982\u5728\u7ebf\u8ba2\u673a\u7968\u3001\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3001\u9884\u7ea6\u6d17\u8f66\u7b49\u3002 \u53d7\u5230 Minion AI \u7684\u542f\u53d1\uff0cManaflow \u9009\u62e9\u8ba9 Agent \u76f4\u63a5\u64cd\u4f5c\u7535\u5b50\u8868\u683c\u7b49\u5de5\u5177\u3002 Manaflow \u56e2\u961f\u8ba4\u4e3a\uff0cAgent \u5e76\u4e0d\u64c5\u957f\u76f4\u63a5\u5904\u7406\u4eba\u7c7b\u7684 UI \u754c\u9762\uff0cAgent \u771f\u6b63\u64c5\u957f\u7684\u662f\u00a0<strong>Coding (\u7f16\u7a0b)<\/strong>\u00a0\u3002 \u56e0\u6b64\uff0cManaflow \u8ba9 Agent \u76f4\u63a5\u8c03\u7528 UI \u754c\u9762\u7684 Python \u811a\u672c\u3001\u6570\u636e\u5e93\u63a5\u53e3\u548c API \u63a5\u53e3\uff0c\u7136\u540e\u76f4\u63a5\u5bf9\u6570\u636e\u5e93\u8fdb\u884c\u64cd\u4f5c\uff0c\u5305\u62ec\u8bfb\u53d6\u6570\u636e\u3001\u5b89\u6392\u65e5\u7a0b\u3001\u53d1\u9001\u90ae\u4ef6\u7b49\u3002<\/p>\n<p>Manaflow \u7684\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a Manaflow \u7684\u4e3b\u8981\u4ea4\u4e92\u754c\u9762\u662f\u4e00\u4e2a\u7535\u5b50\u8868\u683c (Manasheet)\u3002 Manasheet \u4e2d\u7684\u6bcf\u4e00\u5217\u4ee3\u8868\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u6b65\u9aa4\uff0c\u6bcf\u4e00\u884c\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u7684 AI Agent\u3002 \u6bcf\u4e2a Manasheet \u5de5\u4f5c\u6d41\u90fd\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u7f16\u7a0b (\u5141\u8bb8\u975e\u6280\u672f\u7528\u6237\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1\u548c\u6b65\u9aa4)\u3002 \u6bcf\u4e2a Manasheet \u90fd\u6709\u4e00\u4e2a\u5185\u90e8\u4f9d\u8d56\u5173\u7cfb\u56fe\uff0c\u7528\u4e8e\u786e\u5b9a\u6bcf\u5217\u7684\u6267\u884c\u987a\u5e8f\u3002 \u8fd9\u4e9b\u6267\u884c\u987a\u5e8f\u4f1a\u88ab\u5206\u914d\u7ed9\u6bcf\u4e00\u884c\u7684 Agent\uff0cAgent \u5e76\u884c\u6267\u884c\u4efb\u52a1\uff0c\u5904\u7406\u6570\u636e\u8f6c\u6362\u3001API \u8c03\u7528\u3001\u5185\u5bb9\u68c0\u7d22\u548c\u6d88\u606f\u53d1\u9001\u7b49\u6d41\u7a0b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/14c6b4b03077185.png\" alt=\"\" \/><\/p>\n<p>\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u751f\u6210 Manasheet\u3002 \u6700\u5e38\u89c1\u7684\u65b9\u5f0f\u662f\u8f93\u5165\u7c7b\u4f3c\u4e0a\u56fe\u7ea2\u8272\u6846\u4e2d\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u60f3\u8981\u5411\u5ba2\u6237\u6279\u91cf\u53d1\u9001\u5305\u542b\u5b9a\u4ef7\u4fe1\u606f\u7684\u90ae\u4ef6\uff0c\u53ef\u4ee5\u901a\u8fc7 Chat \u754c\u9762\u8f93\u5165 Prompt (\u63d0\u793a\u8bcd)\uff0cAgent \u4f1a\u81ea\u52a8\u751f\u6210 Manasheet\u3002 \u901a\u8fc7 Manasheet\uff0c\u7528\u6237\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u5ba2\u6237\u7684\u59d3\u540d\u3001\u90ae\u7bb1\u3001\u6240\u5c5e\u884c\u4e1a\u3001\u662f\u5426\u5df2\u53d1\u9001\u90ae\u4ef6\u7b49\u5173\u952e\u4fe1\u606f\u3002 \u7528\u6237\u53ea\u9700\u70b9\u51fb \u201cExecute Manasheet (\u6267\u884c Manasheet)\u201d \u6309\u94ae\uff0c\u5373\u53ef\u6279\u91cf\u6267\u884c\u90ae\u4ef6\u53d1\u9001\u4efb\u52a1\u3002<\/p>\n<h4>4. \u751f\u6210\u5f0f UI (Generative UI)<\/h4>\n<p><strong>\u201c\u751f\u6210\u5f0f UI (Generative UI)\u201d<\/strong>\u00a0\u4e3b\u8981\u6709\u4e24\u79cd\u4e0d\u540c\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u65b9\u5f0f\u662f\u7531\u6a21\u578b\u81ea\u4e3b\u751f\u6210\u6240\u9700\u7684\u00a0<strong>UI \u7ec4\u4ef6<\/strong>\u00a0\u3002 \u8fd9\u7c7b\u4f3c\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/websim\/\">Websim<\/a> \u7b49\u4ea7\u54c1\u3002 \u5728\u540e\u53f0\uff0cAgent \u4e3b\u8981\u7f16\u5199\u539f\u59cb HTML \u4ee3\u7801\uff0c\u4f7f\u5176\u80fd\u591f\u5b8c\u5168\u63a7\u5236\u7528\u6237\u754c\u9762\u6240\u663e\u793a\u7684\u5185\u5bb9\u3002 \u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u7f3a\u70b9\u662f\uff0c\u751f\u6210\u7684 Web App \u8d28\u91cf\u5177\u6709\u5f88\u5927\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u7528\u6237\u4f53\u9a8c\u53ef\u80fd\u53c2\u5dee\u4e0d\u9f50\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/84e232e228f0c84.png\" alt=\"\" \/><\/p>\n<p>\u53e6\u4e00\u79cd\u66f4\u53d7\u7ea6\u675f\u7684\u65b9\u6cd5\u662f\uff1a \u9884\u5148\u5b9a\u4e49\u4e00\u7cfb\u5217\u5e38\u7528\u7684 UI \u7ec4\u4ef6\uff0c\u7136\u540e\u901a\u8fc7\u00a0<strong>\u5de5\u5177\u8c03\u7528 (Tool Calls)<\/strong>\u00a0\u7684\u65b9\u5f0f\u6765\u52a8\u6001\u6e32\u67d3 UI \u7ec4\u4ef6\u3002 \u4f8b\u5982\uff0c\u5982\u679c LLM \u8c03\u7528\u4e86\u5929\u6c14 API\uff0c\u5219\u4f1a\u89e6\u53d1\u5929\u6c14\u5730\u56fe UI \u7ec4\u4ef6\u7684\u6e32\u67d3\u3002 \u7531\u4e8e\u6e32\u67d3\u7684 UI \u7ec4\u4ef6\u662f\u9884\u5148\u5b9a\u4e49\u597d\u7684 (\u7528\u6237\u6709\u66f4\u591a\u9009\u62e9)\uff0c\u56e0\u6b64\u6700\u7ec8\u751f\u6210\u7684 UI \u5c06\u66f4\u52a0\u7cbe\u81f4\uff0c\u4f46\u5176\u7075\u6d3b\u6027\u4e5f\u4f1a\u53d7\u5230\u4e00\u5b9a\u9650\u5236\u3002<\/p>\n<h4>Case Study: Personal AI \u4ea7\u54c1 dot<\/h4>\n<p>Personal AI \u4ea7\u54c1 dot \u662f\u00a0<strong>\u751f\u6210\u5f0f UI (Generative UI)<\/strong>\u00a0\u7684\u4f18\u79c0\u6848\u4f8b\u3002 dot \u5728 2024 \u5e74\u66fe\u88ab\u8a89\u4e3a \u201c\u6700\u4f73 Personal AI \u4ea7\u54c1\u201d\u3002<\/p>\n<p>dot \u662f New <a href=\"https:\/\/www.kdjingpai.com\/tldraw-computer\/\">Computer<\/a> \u516c\u53f8\u65d7\u4e0b\u7684\u660e\u661f\u4ea7\u54c1\u3002 dot \u7684\u76ee\u6807\u662f\u6210\u4e3a\u7528\u6237\u7684\u957f\u671f\u6570\u5b57\u4f34\u4fa3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u4efb\u52a1\u7ba1\u7406\u5de5\u5177\u3002 \u6b63\u5982 New Computer \u8054\u5408\u521b\u59cb\u4eba Jason Yuan \u6240\u8bf4\uff0cdot \u7684\u5e94\u7528\u573a\u666f\u662f \u201c\u5f53\u4f60\u4e0d\u77e5\u9053\u8be5\u53bb\u54ea\u91cc\u3001\u8be5\u505a\u4ec0\u4e48\u6216\u8be5\u8bf4\u4ec0\u4e48\u65f6\uff0c\u4f60\u5c31\u4f1a\u6c42\u52a9\u4e8e dot\u201d\u3002 \u4ee5\u4e0b\u662f dot \u7684\u51e0\u4e2a\u5178\u578b\u5e94\u7528\u6848\u4f8b\uff1a<\/p>\n<ul>\n<li>New Computer \u521b\u59cb\u4eba Jason Yuan \u7ecf\u5e38\u5728\u6df1\u591c\u8ba9 dot \u63a8\u8350\u9152\u5427\uff0c\u5e0c\u671b\u80fd \u201c\u4e00\u9189\u65b9\u4f11\u201d\u3002 \u5728\u6301\u7eed\u6570\u6708\u7684 \u201c\u6df1\u591c\u9152\u5427\u201d \u5bf9\u8bdd\u540e\uff0c\u67d0\u5929 Jason Yuan \u518d\u6b21\u5411 dot \u63d0\u51fa\u7c7b\u4f3c\u95ee\u9898\u65f6\uff0cdot \u7adf\u7136\u5f00\u59cb\u529d\u89e3 Jason \u201c\u4e0d\u80fd\u518d\u8fd9\u6837\u4e0b\u53bb\u4e86\u201d\u3002<\/li>\n<li>\u300aFast Company\u300b \u8bb0\u8005 Mark Wilson \u4e5f\u4e0e dot \u76f8\u5904\u4e86\u51e0\u4e2a\u6708\u65f6\u95f4\u3002 \u6709\u4e00\u6b21\uff0c\u4ed6\u5411 dot \u5206\u4eab\u4e86\u4ed6\u5728\u4e66\u6cd5\u8bfe\u4e0a\u5199\u7684\u4e00\u4e2a\u624b\u5199 \u201cO\u201d \u5b57\u3002 dot \u7adf\u7136\u7acb\u5373\u8c03\u51fa\u4e86\u51e0\u5468\u524d Mark Wilson \u624b\u5199\u7684 \u201cO\u201d \u5b57\u7167\u7247\uff0c\u5e76\u79f0\u8d5e\u4ed6\u7684\u4e66\u6cd5\u6c34\u5e73 \u201c\u8fdb\u6b65\u5f88\u5927\u201d\u3002<\/li>\n<li>\u968f\u7740\u7528\u6237\u4f7f\u7528 dot \u7684\u65f6\u95f4\u8d8a\u6765\u8d8a\u957f\uff0cdot \u80fd\u591f\u66f4\u6df1\u5165\u5730\u7406\u89e3\u7528\u6237\u7684\u5174\u8da3\u504f\u597d\u3002 \u4f8b\u5982\uff0c\u5f53 dot \u4e86\u89e3\u5230\u7528\u6237\u559c\u6b22\u6253\u5361\u5496\u5561\u9986\u540e\uff0c\u4f1a\u4e3b\u52a8\u5411\u7528\u6237\u63a8\u9001\u9644\u8fd1\u4f18\u8d28\u7684\u5496\u5561\u9986\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u63a8\u8350\u7406\u7531\uff0c\u5e76\u5728\u6700\u540e\u8d34\u5fc3\u5730\u8be2\u95ee\u7528\u6237\u662f\u5426\u9700\u8981\u5bfc\u822a\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee56fb900bda001.png\" alt=\"\" \/><\/p>\n<p>\u5728\u4e0a\u8ff0\u5496\u5561\u9986\u63a8\u8350\u6848\u4f8b\u4e2d\uff0cdot \u901a\u8fc7\u9884\u5b9a\u4e49\u7684 UI \u7ec4\u4ef6\uff0c\u5b9e\u73b0\u4e86\u57fa\u4e8e LLM-native \u7684\u81ea\u7136\u4eba\u673a\u4ea4\u4e92\u6548\u679c\u3002<\/p>\n<h4>5. \u534f\u4f5c\u5f0f UX (Collaborative UX)<\/h4>\n<p>\u5f53 Agent \u548c\u4eba\u7c7b\u7528\u6237\u534f\u540c\u5de5\u4f5c\u65f6\uff0c\u4f1a\u4ea7\u751f\u600e\u6837\u7684\u4eba\u673a\u4ea4\u4e92\u6a21\u5f0f\uff1f \u7c7b\u4f3c\u4e8e Google Docs\uff0c\u591a\u4f4d\u7528\u6237\u53ef\u4ee5\u5b9e\u65f6\u534f\u4f5c\u7f16\u5199\u6216\u7f16\u8f91\u540c\u4e00\u4e2a\u6587\u6863\u3002 \u5982\u679c\u534f\u4f5c\u8005\u4e4b\u4e00\u662f Agent \u5462\uff1f<\/p>\n<p>Geoffrey Litt \u548c Ink &amp; Switch \u5408\u4f5c\u7684\u00a0<strong>Patchwork \u9879\u76ee<\/strong>\u00a0\u662f\u4eba\u673a\u534f\u540c\u7684\u00a0<strong>\u534f\u4f5c\u5f0f UX (Collaborative UX)<\/strong>\u00a0\u7684\u4f18\u79c0\u4ee3\u8868\u3002\uff08\u8bd1\u8005\u6ce8\uff1a OpenAI \u8fd1\u671f\u53d1\u5e03\u7684 Canvas \u4ea7\u54c1\u66f4\u65b0\u53ef\u80fd\u53d7\u5230\u4e86 Patchwork \u9879\u76ee\u7684\u542f\u53d1\uff09\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d1ec5c75797c89e.png\" alt=\"\" \/><\/p>\n<p><strong>\u534f\u4f5c\u5f0f UX (Collaborative UX)<\/strong>\u00a0\u4e0e\u524d\u6587\u8ba8\u8bba\u7684\u00a0<strong>Ambient UX (\u540e\u53f0\u73af\u5883)<\/strong>\u00a0\u6709\u4f55\u533a\u522b\uff1f LangChain \u521b\u59cb\u5de5\u7a0b\u5e08 Nuno \u5f3a\u8c03\u4e86\u4e24\u8005\u4e4b\u95f4\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u662f\u5426\u5177\u5907\u00a0<strong>\u5e76\u53d1\u6027 (Concurrency)<\/strong>\u00a0\uff1a<\/p>\n<ul>\n<li>\u5728\u00a0<strong>\u534f\u4f5c\u5f0f UX (Collaborative UX)<\/strong>\u00a0\u4e2d\uff0c\u4eba\u7c7b\u7528\u6237\u548c LLM \u901a\u5e38\u9700\u8981\u540c\u65f6\u5de5\u4f5c\uff0c\u5e76\u5c06\u5f7c\u6b64\u7684\u5de5\u4f5c\u6210\u679c\u4f5c\u4e3a\u8f93\u5165\u3002<\/li>\n<li>\u5728\u00a0<strong>Ambient UX (\u540e\u53f0\u73af\u5883)<\/strong>\u00a0\u4e2d\uff0cLLM \u5728\u540e\u53f0\u6301\u7eed\u8fd0\u884c\uff0c\u800c\u7528\u6237\u5219\u53ef\u4ee5\u5b8c\u5168\u4e13\u6ce8\u4e8e\u5176\u4ed6\u4efb\u52a1\uff0c\u65e0\u9700\u5b9e\u65f6\u5173\u6ce8 Agent \u7684\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<\/ul>\n<h3>\u8bb0\u5fc6\u673a\u5236 (Memory)<\/h3>\n<p><strong>\u8bb0\u5fc6 (Memory)<\/strong>\u00a0\u5bf9\u4e8e\u63d0\u5347 Agent \u7684\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002 \u8bd5\u60f3\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u7684\u540c\u4e8b\u4ece\u4e0d\u8bb0\u5f97\u4f60\u544a\u8bc9\u8fc7\u4ed6\u7684\u4efb\u4f55\u4fe1\u606f\uff0c\u603b\u662f\u8ba9\u4f60\u4e0d\u65ad\u91cd\u590d\u76f8\u540c\u7684\u5185\u5bb9\uff0c\u8fd9\u79cd\u534f\u4f5c\u4f53\u9a8c\u5c06\u975e\u5e38\u7cdf\u7cd5\u3002 \u4eba\u4eec\u901a\u5e38\u671f\u671b LLM \u7cfb\u7edf\u5929\u751f\u5c31\u5177\u5907\u8bb0\u5fc6\u80fd\u529b\uff0c\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a LLM \u5728\u67d0\u4e9b\u65b9\u9762\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u4eba\u7c7b\u7684\u8ba4\u77e5\u6c34\u5e73\u3002 \u7136\u800c\uff0cLLM \u672c\u8eab\u5e76\u4e0d\u5177\u5907\u8bb0\u5fc6\u80fd\u529b\u3002<\/p>\n<p>Agent \u7684\u00a0<strong>\u8bb0\u5fc6\u673a\u5236 (Memory)<\/strong>\u00a0\u8bbe\u8ba1\u9700\u8981\u6839\u636e\u4ea7\u54c1\u672c\u8eab\u7684\u5177\u4f53\u9700\u6c42\u6765\u786e\u5b9a\u3002 \u4e0d\u540c\u7684 UX \u8303\u5f0f\u4e5f\u4e3a\u6536\u96c6\u4fe1\u606f\u548c\u66f4\u65b0\u53cd\u9988\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u3002 \u4ece Agent \u4ea7\u54c1\u7684\u8bb0\u5fc6\u673a\u5236\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e0d\u540c\u7c7b\u578b\u7684\u9ad8\u7ea7\u8bb0\u5fc6\u6a21\u5f0f\uff0c\u5b83\u4eec\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6a21\u4eff\u4e86\u4eba\u7c7b\u7684\u8bb0\u5fc6\u7c7b\u578b\u3002<\/p>\n<p>\u8bba\u6587 \u300aCoALA: Cognitive Architectures for Language Agents\u300b \u5c06\u4eba\u7c7b\u7684\u8bb0\u5fc6\u7c7b\u578b\u4e0e Agent \u7684\u8bb0\u5fc6\u673a\u5236\u8fdb\u884c\u4e86\u6620\u5c04\uff0c\u5206\u7c7b\u65b9\u5f0f\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/34e3532a2807d56.png\" alt=\"\" \/><\/p>\n<h4>1. \u7a0b\u5e8f\u8bb0\u5fc6 (Procedural Memory)<\/h4>\n<p><strong>\u7a0b\u5e8f\u8bb0\u5fc6 (Procedural Memory)<\/strong>\u00a0\u662f\u4e00\u79cd\u5173\u4e8e\u00a0<strong>\u5982\u4f55\u6267\u884c\u4efb\u52a1<\/strong>\u00a0\u7684\u957f\u671f\u8bb0\u5fc6\uff0c\u7c7b\u4f3c\u4e8e\u4eba\u8111\u4e2d\u7684\u6838\u5fc3\u6307\u4ee4\u96c6\u3002<\/p>\n<ul>\n<li><strong>\u4eba\u7c7b\u7684\u7a0b\u5e8f\u8bb0\u5fc6:<\/strong>\u00a0\u4f8b\u5982\uff0c\u8bb0\u4f4f\u5982\u4f55\u9a91\u81ea\u884c\u8f66\u3002<\/li>\n<li><strong>Agent \u7684\u7a0b\u5e8f\u8bb0\u5fc6:<\/strong>\u00a0CoALA \u8bba\u6587\u5c06\u7a0b\u5e8f\u8bb0\u5fc6\u63cf\u8ff0\u4e3a LLM \u6743\u91cd\u548c Agent \u4ee3\u7801\u7684\u7ec4\u5408\uff0c\u5b83\u4eec\u4ece\u6839\u672c\u4e0a\u51b3\u5b9a\u4e86 Agent \u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0cLangchain \u56e2\u961f\u5c1a\u672a\u53d1\u73b0\u4efb\u4f55 Agent \u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u66f4\u65b0\u5176 LLM \u6216\u91cd\u5199\u5176\u4ee3\u7801\u3002 \u4f46\u786e\u5b9e\u5b58\u5728\u4e00\u4e9b Agent \u7cfb\u7edf\u80fd\u591f\u52a8\u6001\u66f4\u65b0\u5176\u00a0<strong>System Prompt (\u7cfb\u7edf\u63d0\u793a\u8bcd)<\/strong>\u00a0\u7684\u6848\u4f8b\u3002<\/p>\n<h4>2. \u8bed\u4e49\u8bb0\u5fc6 (Semantic Memory)<\/h4>\n<p><strong>\u8bed\u4e49\u8bb0\u5fc6 (Semantic Memory)<\/strong>\u00a0\u662f\u4e00\u79cd\u957f\u671f\u77e5\u8bc6\u50a8\u5907\uff0c\u7528\u4e8e\u5b58\u50a8\u4e8b\u5b9e\u6027\u77e5\u8bc6\u3002<\/p>\n<ul>\n<li><strong>\u4eba\u7c7b\u7684\u8bed\u4e49\u8bb0\u5fc6:<\/strong>\u00a0\u7531\u5404\u79cd\u4fe1\u606f\u7247\u6bb5\u7ec4\u6210\uff0c\u4f8b\u5982\u5728\u5b66\u6821\u5b66\u5230\u7684\u4e8b\u5b9e\u3001\u6982\u5ff5\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n<li><strong>Agent \u7684\u8bed\u4e49\u8bb0\u5fc6:<\/strong>\u00a0CoALA \u8bba\u6587\u5c06\u8bed\u4e49\u8bb0\u5fc6\u63cf\u8ff0\u4e3a\u4e8b\u5b9e\u77e5\u8bc6\u7684\u5b58\u50a8\u5e93\u3002<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0cAgent \u7684\u8bed\u4e49\u8bb0\u5fc6\u901a\u5e38\u901a\u8fc7\u4f7f\u7528 LLM \u4ece Agent \u7684\u5bf9\u8bdd\u6216\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u63d0\u53d6\u4fe1\u606f\u6765\u5b9e\u73b0\u3002 \u4fe1\u606f\u7684\u5177\u4f53\u5b58\u50a8\u65b9\u5f0f\u901a\u5e38\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u7a0b\u5e8f\u3002 \u7136\u540e\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\uff0c\u7cfb\u7edf\u4f1a\u68c0\u7d22\u8fd9\u4e9b\u5b58\u50a8\u7684\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u63d2\u5165\u5230\u00a0<strong>System Prompt (\u7cfb\u7edf\u63d0\u793a\u8bcd)<\/strong>\u00a0\u4e2d\uff0c\u4ee5\u5f71\u54cd Agent \u7684\u54cd\u5e94\u3002<\/p>\n<h4>3. \u60c5\u666f\u8bb0\u5fc6 (Episodic Memory)<\/h4>\n<p><strong>\u60c5\u666f\u8bb0\u5fc6 (Episodic Memory)<\/strong>\u00a0\u7528\u4e8e\u56de\u5fc6\u7279\u5b9a\u7684\u8fc7\u53bb\u4e8b\u4ef6\u3002<\/p>\n<ul>\n<li><strong>\u4eba\u7c7b\u7684\u60c5\u666f\u8bb0\u5fc6:<\/strong>\u00a0\u5f53\u4e00\u4e2a\u4eba\u56de\u5fc6\u8d77\u8fc7\u53bb\u7ecf\u5386\u7684\u7279\u5b9a\u4e8b\u4ef6 (\u6216 \u201c\u60c5\u8282\u201d) \u65f6\uff0c\u5c31\u4f7f\u7528\u4e86\u60c5\u666f\u8bb0\u5fc6\u3002<\/li>\n<li><strong>Agent \u7684\u60c5\u666f\u8bb0\u5fc6:<\/strong>\u00a0CoALA \u8bba\u6587\u5c06\u60c5\u666f\u8bb0\u5fc6\u5b9a\u4e49\u4e3a\u5b58\u50a8 Agent \u8fc7\u53bb\u52a8\u4f5c\u7684\u5e8f\u5217\u3002<\/li>\n<\/ul>\n<p>\u60c5\u666f\u8bb0\u5fc6\u4e3b\u8981\u7528\u4e8e\u786e\u4fdd Agent \u80fd\u591f\u6309\u7167\u9884\u671f\u6267\u884c\u64cd\u4f5c\u3002 \u5728\u5b9e\u8df5\u4e2d\uff0c\u60c5\u666f\u8bb0\u5fc6\u7684\u66f4\u65b0\u901a\u5e38\u901a\u8fc7\u00a0<strong>Few-Shots Prompt (\u5c11\u6837\u672c\u63d0\u793a)<\/strong>\u00a0\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u3002 \u5982\u679c\u5728\u521d\u59cb\u9636\u6bb5\uff0c\u7cfb\u7edf\u901a\u8fc7\u00a0<strong>Few-Shots Prompt (\u5c11\u6837\u672c\u63d0\u793a)<\/strong>\u00a0\u6307\u5bfc Agent \u6b63\u786e\u5730\u5b8c\u6210\u4e86\u64cd\u4f5c\uff0c\u90a3\u4e48\u5728\u540e\u7eed\u9762\u5bf9\u7c7b\u4f3c\u95ee\u9898\u65f6\uff0cAgent \u5c31\u53ef\u4ee5\u76f4\u63a5\u590d\u7528\u8fd9\u79cd\u64cd\u4f5c\u65b9\u6cd5\u3002 \u76f8\u53cd\uff0c\u5982\u679c\u7cfb\u7edf\u4e2d\u4e0d\u5b58\u5728\u6307\u5bfc Agent \u6b63\u786e\u64cd\u4f5c\u7684\u6709\u6548\u65b9\u6cd5\uff0c\u6216\u8005 Agent \u9700\u8981\u4e0d\u65ad\u5c1d\u8bd5\u65b0\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u90a3\u4e48\u00a0<strong>\u8bed\u4e49\u8bb0\u5fc6 (Semantic Memory)<\/strong>\u00a0\u5c06\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\uff0c<strong>\u60c5\u666f\u8bb0\u5fc6 (Episodic Memory)<\/strong>\u00a0\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\u7684\u4f5c\u7528\u76f8\u5bf9\u6709\u9650\u3002<\/p>\n<p>\u9664\u4e86\u8003\u8651\u9700\u8981\u5728 Agent \u4e2d\u66f4\u65b0\u7684\u8bb0\u5fc6\u7c7b\u578b\u5916\uff0c\u5f00\u53d1\u4eba\u5458\u8fd8\u9700\u8981\u8003\u8651\u00a0<strong>\u5982\u4f55\u66f4\u65b0 Agent \u7684\u8bb0\u5fc6<\/strong>\u00a0\u3002 \u76ee\u524d\u4e3b\u8981\u6709\u4e24\u79cd\u66f4\u65b0 Agent \u8bb0\u5fc6\u7684\u65b9\u6cd5\uff1a<\/p>\n<p>\u7b2c\u4e00\u79cd\u65b9\u6cd5\u662f\u00a0<strong>\u201cin the hot path (\u70ed\u8def\u5f84\u66f4\u65b0)\u201d<\/strong>\u00a0\u3002 \u5728\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0cAgent \u7cfb\u7edf\u4f1a\u5728\u751f\u6210\u54cd\u5e94\u4e4b\u524d\u5b9e\u65f6\u5730\u8bb0\u4f4f\u76f8\u5173\u7684\u4e8b\u5b9e\u4fe1\u606f (\u901a\u5e38\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u5b9e\u73b0)\u3002 ChatGPT \u76ee\u524d\u5c31\u91c7\u7528\u4e86\u8fd9\u79cd\u65b9\u6cd5\u6765\u66f4\u65b0\u5176\u8bb0\u5fc6\u3002<\/p>\n<p>\u7b2c\u4e8c\u79cd\u65b9\u6cd5\u662f\u00a0<strong>\u201cin the background (\u540e\u53f0\u66f4\u65b0)\u201d<\/strong>\u00a0\u3002 \u5728\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0c\u540e\u53f0\u8fdb\u7a0b\u4f1a\u5728\u4f1a\u8bdd\u7ed3\u675f\u540e\u5f02\u6b65\u8fd0\u884c\uff0c\u5e76\u5728\u540e\u53f0\u66f4\u65b0 Agent \u7684\u8bb0\u5fc6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/19eb80ac50dd1bd.png\" alt=\"\" \/><\/p>\n<p><strong>\u201cin the hot path (\u70ed\u8def\u5f84\u66f4\u65b0)\u201d<\/strong>\u00a0\u65b9\u6cd5\u7684\u7f3a\u70b9\u662f\uff0c\u5728\u8fd4\u56de\u4efb\u4f55\u54cd\u5e94\u4e4b\u524d\uff0c\u90fd\u4f1a\u4ea7\u751f\u4e00\u5b9a\u7684\u00a0<strong>latency (\u5ef6\u8fdf)<\/strong>\u00a0\u3002 \u6b64\u5916\uff0c\u5b83\u8fd8\u9700\u8981\u5c06\u00a0<strong>memory logic (\u8bb0\u5fc6\u903b\u8f91)<\/strong>\u00a0\u4e0e\u00a0<strong>agent logic (Agent \u903b\u8f91)<\/strong>\u00a0\u7d27\u5bc6\u7ed3\u5408\u3002<\/p>\n<p><strong>\u201cin the background (\u540e\u53f0\u66f4\u65b0)\u201d<\/strong>\u00a0\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u907f\u514d\u4e0a\u8ff0\u95ee\u9898\uff0c\u5b83\u4e0d\u4f1a\u589e\u52a0\u54cd\u5e94\u5ef6\u8fdf\uff0c\u5e76\u4e14\u00a0<strong>memory logic (\u8bb0\u5fc6\u903b\u8f91)<\/strong>\u00a0\u53ef\u4ee5\u4fdd\u6301\u76f8\u5bf9\u72ec\u7acb\u3002 \u4f46\u00a0<strong>\u201cin the background (\u540e\u53f0\u66f4\u65b0)\u201d<\/strong>\u00a0\u4e5f\u5b58\u5728\u81ea\u8eab\u7684\u4e0d\u8db3\uff1a \u8bb0\u5fc6\u4e0d\u4f1a\u7acb\u5373\u66f4\u65b0\uff0c\u5e76\u4e14\u9700\u8981\u989d\u5916\u7684\u903b\u8f91\u6765\u786e\u5b9a\u4f55\u65f6\u542f\u52a8\u540e\u53f0\u66f4\u65b0\u8fdb\u7a0b\u3002<\/p>\n<p>\u53e6\u4e00\u79cd\u66f4\u65b0\u8bb0\u5fc6\u7684\u65b9\u6cd5\u6d89\u53ca\u5230\u7528\u6237\u53cd\u9988\uff0c\u8fd9\u4e0e\u00a0<strong>\u60c5\u666f\u8bb0\u5fc6 (Episodic Memory)<\/strong>\u00a0\u5c24\u5176\u76f8\u5173\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u5bf9 Agent \u7684\u67d0\u6b21\u4ea4\u4e92\u7ed9\u51fa\u4e86\u8f83\u9ad8\u7684\u8bc4\u5206 (<strong>Postive Feedback (\u79ef\u6781\u53cd\u9988)<\/strong>) \uff0cAgent \u53ef\u4ee5\u4fdd\u5b58\u8be5\u53cd\u9988\u4fe1\u606f\uff0c\u4ee5\u4fbf\u5728\u672a\u6765\u7c7b\u4f3c\u573a\u666f\u4e2d\u8c03\u7528\u3002<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u7f16\u8bd1\u5185\u5bb9\uff0cAI Share \u8ba4\u4e3a\uff0c\u89c4\u5212\u80fd\u529b\u3001\u4ea4\u4e92\u521b\u65b0\u548c\u8bb0\u5fc6\u673a\u5236\u8fd9\u4e09\u5927\u5173\u952e\u8981\u7d20\u7684\u540c\u6b65\u53d1\u5c55\u548c\u6301\u7eed\u8fdb\u6b65\uff0c\u5c06\u6709\u671b\u5728 2025 \u5e74\u50ac\u751f\u66f4\u591a\u5b9e\u7528\u5316\u7684 AI Agent \u5e94\u7528\uff0c\u5e76\u5f15\u9886\u6211\u4eec\u8fc8\u5411\u4eba\u673a\u534f\u540c\u5de5\u4f5c\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5feb\u901f\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u9886\u57df\uff0cAI Agent\uff08\u4eba\u5de5\u667a\u80fd\u4f53\uff09\u6b63\u6210\u4e3a\u5907\u53d7\u77a9\u76ee\u7684\u8303\u5f0f\u53d8\u9769\u3002 \u77e5\u540d AI \u79d1\u6280\u8bc4\u8bba\u673a\u6784 AI Share \u8fd1\u671f\u6df1\u5165\u7814\u7a76\u4e86 AI Agent \u7684\u53d1\u5c55\u8d8b\u52bf\uff0c\u5e76\u53c2\u8003\u4e86 Langchain \u56e2\u961f\u53d1\u5e03\u7684\u4e00\u7cfb\u5217\u6df1\u5ea6\u6587\u7ae0\uff0c\u5e0c\u671b\u501f&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-26655","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/26655","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=26655"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/26655\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=26655"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=26655"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=26655"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}