![](\"https:\/\/image.woshipm.com\/2024\/08\/11\/0843dede-57e5-11ef-99e2-00163e142b65.png\")
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\u8fd1\u65e5\uff0c\u5434\u6069\u8fbe\uff08Andrew Ng\uff09\u4e0e ARK Invest \u9996\u5e2d\u6295\u8d44\u7b56\u7565\u5e08 Charlie Roberts \u4ee5\u53ca\u9996\u5e2d\u672a\u6765\u5b66\u5bb6 Brett Winton \u5c55\u5f00\u4e86\u4e00\u6b21\u5bf9\u8c08\uff0c\u5434\u6069\u8fbe\u5206\u4eab\u4e86\u5173\u4e8e Agent Systems \u548c\u5f00\u6e90\u6280\u672f\u7684\u4e00\u4e9b\u6781\u5177\u542f\u53d1\u6027\u7684\u89c2\u70b9\u3002<\/p>\n
\u5434\u6069\u8fbe\u8868\u793a\uff0c\u4ed6\u5bf9 Agent Systems \u7684\u9ad8\u5ea6\u4fe1\u5fc3\uff0c\u8ba4\u4e3a\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u5df2\u7ecf\u51fa\u73b0\uff0c\u800c\u4e14\u5728\u6280\u672f\u5c42\u9762\u51e0\u4e4e\u6ca1\u6709\u592a\u591a\u7684\u98ce\u9669\uff0c\u4e3b\u8981\u6311\u6218\u5728\u4e8e\u5982\u4f55\u6709\u6548\u6267\u884c\u3002<\/p>\n
\u6b64\u5916\uff0c\u4ed6\u8ba4\u4e3a\u5f00\u6e90\u6240\u5e26\u6765\u7684\u4f18\u52bf\u8fdc\u8fdc\u8d85\u8d8a\u4e86\u6f5c\u5728\u7684\u98ce\u9669\uff0c\u5f15\u7528 GPT-2 \u7684\u4f8b\u5b50\u6765\u8bf4\u660e\uff0c\u5373\u4f7f\u5f53\u521d\u88ab\u8ba4\u4e3a\u592a\u5371\u9669\u800c\u65e0\u6cd5\u516c\u5f00\u7684\u6280\u672f\uff0c\u5982\u4eca\u5374\u88ab\u5e7f\u6cdb\u5e94\u7528\uff0c\u8bc1\u660e\u4e86\u5f00\u6e90\u5728\u63a8\u52a8\u6280\u672f\u8fdb\u6b65\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n
\u5434\u6069\u8fbe\u8fd8\u7279\u522b\u5f3a\u8c03\u4e86\u5206\u9500\u6e20\u9053\u5728 AI \u7cfb\u7edf\u90e8\u7f72\u4e2d\u7684\u5173\u952e\u4f5c\u7528\u3002\u4ed6\u6307\u51fa\uff0c\u62e5\u6709\u5f3a\u5927\u7684\u5206\u9500\u6e20\u9053\u4e0d\u4ec5\u80fd\u591f\u52a0\u901f\u7cfb\u7edf\u7684\u53d1\u5e03\uff0c\u8fd8\u80fd\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5feb\u901f\u9a8c\u8bc1\u548c\u6539\u8fdb\u8fd9\u4e9b\u7cfb\u7edf\uff0c\u8fd9\u5bf9\u4e8e AI \u6280\u672f\u5728\u5546\u4e1a\u5316\u8fdb\u7a0b\u4e2d\u7684\u7ade\u4e89\u4f18\u52bf\u81f3\u5173\u91cd\u8981\uff0c\u4e5f\u9884\u793a\u7740\u5728\u672a\u6765\uff0c\u6e20\u9053\u7684\u6709\u6548\u6027\u53ef\u80fd\u4f1a\u6210\u4e3a\u51b3\u5b9a AI \u6280\u672f\u6210\u8d25\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n
ARK \u9884\u6d4b\uff0c\u5230 2030 \u5e74 AI \u8f6f\u4ef6\u5c06\u4f1a\u662f\u4e00\u4e2a 13 \u4e07\u4ebf\u7f8e\u5143\u7684\u6536\u5165\u5e02\u573a\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f46\u4eca\u5929\u7684\u6574\u4e2a IT \u652f\u51fa\u5927\u7ea6\u4e3a 4\uff5e5 \u4e07\u4ebf\u7f8e\u5143\u3002<\/p>\n
\u5434\u6069\u8fbe\u6700\u65b0 Snowflake DevDay \u6f14\u8bb2\uff1a\u9664\u4e86\u4e0b\u4e00\u4ee3\u57fa\u7840\u6a21\u578b\uff0cAgent \u5de5\u4f5c\u6d41\u5982\u4f55\u63a8\u52a8\u66f4\u591a AI \u8fdb\u6b65\uff1f<\/p>\n
\u5434\u6069\u8fbe\u7ea2\u6749\u7f8e\u56fd AI \u5cf0\u4f1a\u8c08 Agent Workflow \u4ee5\u53ca 4 \u79cd\u4e3b\u6d41\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u76f8\u6bd4 LLM \u66f4\u5f3a\u8c03\u8fed\u4ee3\u4e0e\u5bf9\u8bdd\u3002<\/p>\n
\u4ee5\u4e0b\u4e3a\u8fd9\u6b21\u5bf9\u8bdd\u7684\u4e3b\u8981\u5185\u5bb9\uff1a<\/p>\n
Charlie Roberts<\/p>\n
Andrew \u662f AI \u9886\u57df\u6700\u5177\u5f71\u54cd\u529b\u7684\u7814\u7a76\u4eba\u5458\u548c\u6559\u80b2\u5bb6\u4e4b\u4e00\uff0c\u4ed6\u5728\u591a\u4e2a\u9ad8\u8c03\u7684\u89d2\u8272\u4e2d\u90fd\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u5c31\uff0c\u5982 Google Brain \u7684\u8054\u5408\u521b\u59cb\u4eba\u548c\u9886\u5bfc\u8005\u3001\u767e\u5ea6\u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001 Coursera \u7684\u8054\u5408\u521b\u59cb\u4eba\uff0c\u4ee5\u53ca\u5728 Coursera \u4e0a\u6559\u6388\u4e86\u8bb8\u591a\u6700\u53d7\u6b22\u8fce\u7684\u8bfe\u7a0b\uff0c\u540c\u65f6\u8fd8\u662f AI Fund \u548cLandingAI \u7b49\u591a\u5bb6\u516c\u53f8\u7684\u8054\u5408\u521b\u59cb\u4eba\u548c\u8463\u4e8b\u3002<\/p>\n
\u6211\u89c9\u5f97\u6700\u8ba9\u6211\u611f\u52a8\u7684\u6570\u636e\u662f\u4f60\u544a\u8bc9\u6211\uff0c\u5168\u7403\u6bcf\u5343\u4eba\u4e2d\u5c31\u6709\u4e00\u4eba\u53c2\u52a0\u8fc7\u4f60\u7684 AI \u8bfe\u7a0b\uff0c\u8fd9\u5bf9\u6574\u4e2a\u793e\u533a\u548c\u751f\u6001\u7cfb\u7edf\u6765\u8bf4\u90fd\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8d21\u732e\uff0c\u771f\u662f\u4ee4\u4eba\u9f13\u821e\u3002\u6240\u4ee5\uff0c\u6211\u5f88\u9ad8\u5174\u80fd\u591f\u4e0e\u4f60\u8ba8\u8bba AI \u7684\u672a\u6765\u548c\u5176\u4ed6\u76f8\u5173\u8bdd\u9898\u3002<\/p>\n
Brett Winton<\/p>\n
\u975e\u5e38\u9ad8\u5174\u89c1\u5230\u4f60\uff0c\u6211\u60f3\u6216\u8bb8\u53ef\u4ee5\u8bf7\u4f60\u4ece\u6982\u8ff0\u4e00\u4e0b\u4f60\u5bf9\u5f53\u524d AI \u53d1\u5c55\u9636\u6bb5\u7684\u770b\u6cd5\u5f00\u59cb\u3002\u5173\u4e8e AI \u7684\u8ba8\u8bba\u5f88\u591a\uff0c\u5176\u5b9e\u5df2\u7ecf\u6709\u4e00\u6bb5\u65f6\u95f4\u4e86\u3002<\/p>\n
\u6709\u4eba\u8bf4 AI \u9047\u5230\u4e86\u74f6\u9888\uff0c\u6216\u8005\u6211\u4eec\u5728\u6027\u80fd\u4e0a\u7684\u8fdb\u6b65\u4e0d\u4f1a\u5e26\u6765\u5b9e\u9645\u7684\u751f\u4ea7\u529b\u63d0\u5347\u3002\u4f60\u600e\u4e48\u770b\u76ee\u524d AI \u7684\u80fd\u529b\u548c\u672a\u6765\u7684\u53d1\u5c55\u8f68\u8ff9\uff1f\u4f60\u5982\u4f55\u8bc4\u4f30\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u5728\u8fc7\u53bb\u7684 10\uff5e15 \u5e74\u91cc\uff0c\u603b\u6709\u5c11\u6570\u58f0\u97f3\u5728\u8bf4 AI \u9047\u5230\u4e86\u74f6\u9888\uff0c\u6211\u89c9\u5f97\u8fd9\u4e9b\u8bf4\u6cd5\u4e00\u6b21\u53c8\u4e00\u6b21\u5730\u88ab\u8bc1\u660e\u662f\u9519\u8bef\u7684\u3002\u6211\u4eec\u8ddd\u79bb\u78b0\u5230\u74f6\u9888\u8fd8\u5f88\u8fdc\uff0c\u6211\u751a\u81f3\u60ca\u8bb6\u6709\u4eba\u5728\u8fd9\u4e2a\u65f6\u5019\u4f1a\u8ba4\u771f\u8fd9\u4e48\u8bf4\u3002<\/p>\n
AI \u662f\u4e00\u79cd\u901a\u7528\u6280\u672f\uff0c\u5b83\u7684\u53d1\u5c55\u5df2\u7ecf\u975e\u5e38\u8fc5\u901f\uff0c\u73b0\u5728\u6709\u4e00\u4e9b\u65b0\u7684\u7a81\u7834\u5373\u5c06\u51fa\u73b0\uff0c\u672a\u6765\u6211\u4eec\u5c06\u770b\u5230 AI \u5728\u591a\u4e2a\u9886\u57df\u7684\u5e94\u7528\u5feb\u901f\u589e\u957f\u3002<\/p>\n
\u76ee\u524d\uff0c\u5927\u5bb6\u5bf9\u751f\u6210\u5f0f AI \u548c LLM \u975e\u5e38\u5173\u6ce8\uff0c\u6211\u4eec\u5df2\u7ecf\u80fd\u591f\u8ba9\u8fd9\u4e9b\u6a21\u578b\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u76ee\u524d\u5df2\u7ecf\u90e8\u7f72\u7684\u5185\u5bb9\u3002\u5f88\u660e\u663e\uff0c\u66f4\u591a\u7684\u63a8\u7406\u80fd\u529b\u3001\u66f4\u591a\u7684 GPU \u6216\u5176\u4ed6\u7c7b\u578b\u7684\u786c\u4ef6\u662f\u5c06\u66f4\u591a AI \u63a8\u5411\u4e16\u754c\u7684\u74f6\u9888\uff0c\u8fd9\u4e2a\u95ee\u9898\u6211\u4eec\u77e5\u9053\u5c06\u4f1a\u5f97\u5230\u89e3\u51b3\u3002<\/p>\n
\u4e3a\u4e86\u4f9b\u5e94\u94fe\u3001 GPU \u548c\u5176\u4ed6\u786c\u4ef6\u7684\u4f9b\u5e94\uff0c\u6709\u975e\u5e38\u5f3a\u7684\u7ecf\u6d4e\u52a8\u673a\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u5373\u4f7f AI \u4e0d\u518d\u53d1\u660e\u4efb\u4f55\u65b0\u6280\u672f\uff0c\u5728\u672a\u6765\u51e0\u5e74\u4e2d AI \u7684\u90e8\u7f72\u91cf\u4ecd\u4f1a\u5927\u5e45\u589e\u52a0\u3002<\/p>\n
\u5f53\u7136\uff0c\u66f4\u597d\u7684\u6d88\u606f\u662f\uff0c\u8fd8\u6709\u66f4\u591a\u7684\u65b0\u6280\u672f\u6b63\u5728\u7814\u53d1\u4e2d\uff0c\u5e76\u5c06\u53e0\u52a0\u5728\u73b0\u6709\u6280\u672f\u4e4b\u4e0a\uff0c\u63a8\u52a8\u672a\u6765\u66f4\u591a\u7684\u5e94\u7528\u3002<\/p>\n
Brett Winton<\/p>\n
\u603b\u7ed3\u4e00\u4e0b\uff0c\u4f60\u7684\u610f\u601d\u662f\u6211\u4eec\u73b0\u5728\u62e5\u6709\u7684\u80fd\u529b\u5b9e\u9645\u4e0a\u8fd8\u6ca1\u6709\u771f\u6b63\u8fdb\u5165\u5546\u4e1a\u5e02\u573a\uff0c\u6240\u4ee5\u4ec5\u4ec5\u901a\u8fc7\u90e8\u7f72\u8fd9\u4e9b\u80fd\u529b\u5c31\u80fd\u5e26\u6765\u5927\u91cf\u7684\u751f\u4ea7\u529b\u63d0\u5347\u3002\u6b64\u5916\uff0c\u5728\u6280\u672f\u67b6\u6784\u65b9\u9762\u7684\u6539\u8fdb\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u63d0\u5347\u80fd\u529b\uff0c\u8fd9\u662f\u6b63\u786e\u7684\u7406\u89e3\u65b9\u5f0f\u5417\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u662f\u7684\uff0c\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4e0e\u4e00\u4e9b\u6709\u60f3\u6cd5\u751a\u81f3\u662f\u5df2\u7ecf\u5f00\u53d1\u51fa\u539f\u578b\u7684\u4eba\u4ea4\u8c08\u8fc7\uff0c\u4ed6\u4eec\u5e0c\u671b\u901a\u8fc7 AI \u5b9e\u73b0\u663e\u8457\u7684\u6295\u8d44\u56de\u62a5\u7387\uff0c\u4f46\u7531\u4e8e\u5404\u79cd\u539f\u56e0\uff0c\u4ed6\u4eec\u65e0\u6cd5\u83b7\u53d6 GPU \uff0c\u6216\u8005\u6210\u672c\u6709\u70b9\u9ad8\uff0c\u6216\u8005\u4ed6\u4eec\u6ca1\u6709\u8db3\u591f\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u6765\u5b9e\u73b0\u8fd9\u4e9b\u60f3\u6cd5\uff0c\u6240\u4ee5\u8fd9\u4e9b\u9879\u76ee\u8fd8\u6ca1\u6709\u771f\u6b63\u843d\u5b9e\u3002<\/p>\n
\u56e0\u6b64\uff0c\u5df2\u7ecf\u6709\u5f88\u591a\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u60f3\u6cd5\u53ef\u4ee5\u5e26\u6765\u663e\u8457\u7684\u6295\u8d44\u56de\u62a5\u7387\uff0c\u4f46\u7531\u4e8e\u786c\u4ef6\u9650\u5236\u6216\u5176\u4ed6\u539f\u56e0\uff0c\u8fd9\u4e9b\u9879\u76ee\u8fd8\u6ca1\u6709\u88ab\u90e8\u7f72\u3002\u6211\u767e\u5206\u4e4b\u767e\u76f8\u4fe1\uff0c\u672a\u6765\u4e00\u5230\u4e24\u5e74\u5185\uff0c\u8fd9\u4e9b\u95ee\u9898\u5c06\u4f1a\u5f97\u5230\u89e3\u51b3\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u5bf9\u672a\u6765\u5c06\u6709\u66f4\u591a\u6709\u4ef7\u503c\u7684 AI \u9879\u76ee\u611f\u5230\u975e\u5e38\u6709\u4fe1\u5fc3\u3002\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u83b7\u53d6\u548c\u90e8\u7f72 GPU \uff0c\u4ee5\u53ca\u89e3\u51b3\u4f9b\u5e94\u94fe\u95ee\u9898\u3002<\/p>\n
\u4e00\u65e6\u8fd9\u4e9b\u95ee\u9898\u5f97\u5230\u89e3\u51b3\uff0c\u66f4\u591a\u7684\u9879\u76ee\u5c06\u4f1a\u843d\u5730\u3002\u6211\u5bf9\u5373\u5c06\u5230\u6765\u7684\u6280\u672f\u611f\u5230\u975e\u5e38\u5174\u594b\uff0c\u6bd4\u5982 AI Agent \u6216\u6211\u4eec\u79f0\u4e4b\u4e3a Agentic Workflow \u7684\u6280\u672f\u3002\u73b0\u5728\u5f88\u591a\u4eba\u4f7f\u7528\u7684 LLM \u7684\u65b9\u5f0f\u662f\uff0c\u4f60\u8f93\u5165\u4e00\u4e2a\u63d0\u793a\uff0c\u5b83\u8f93\u51fa\u4e00\u4e2a\u7ed3\u679c\uff0c\u7136\u540e\u5c31\u7ed3\u675f\u4e86\u3002\u8fd9\u5c31\u50cf\u8ba9\u4e00\u4e2a\u4eba\u5199\u4e00\u7bc7\u6587\u7ae0\uff0c\u4f46\u8981\u6c42\u4ed6\u4e00\u6b21\u6027\u5b8c\u6210\uff0c\u4e0d\u5141\u8bb8\u4f7f\u7528\u9000\u683c\u952e\u3002<\/p>\n
\u5f53\u7136\uff0c\u4eba\u4eec\u53ef\u4ee5\u8fd9\u6837\u5199\u4f5c\uff0c\u4f46\u6211\u4eec\u6700\u597d\u7684\u5199\u4f5c\u5e76\u4e0d\u662f\u8fd9\u6837\u5b8c\u6210\u7684\u3002\u6211\u4eec\u66f4\u503e\u5411\u4e8e\u4f7f\u7528\u8fed\u4ee3\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6bd4\u5982\u5728\u7ebf\u5199\u4f5c\uff0c\u5148\u5199\u4e00\u4e2a\u521d\u7a3f\uff0c\u7136\u540e\u8fdb\u884c\u7f16\u8f91\u3001\u7814\u7a76\u7b49\u7b49\uff0c\u8fd9\u662f\u4e00\u4e2a\u66f4\u52a0\u8fed\u4ee3\u7684\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u4ea4\u4ed8\u66f4\u597d\u7684\u5de5\u4f5c\u6210\u679c\u3002Agentic Workflow \u4e5f\u7c7b\u4f3c\uff0c\u5b83\u80fd\u663e\u8457\u63d0\u9ad8\u5f88\u591a AI \u5e94\u7528\u7684\u51c6\u786e\u6027\u3002<\/p>\n
\u5f53\u7136\uff0c Agentic Workflow \u7684\u4e00\u4e2a\u74f6\u9888\u662f\u6211\u4eec\u9700\u8981\u66f4\u5feb\u7684\u63a8\u7406\u80fd\u529b\uff0c\u56e0\u4e3a\u4f60\u9700\u8981\u591a\u6b21\u8c03\u7528\u5b83\uff0c\u53cd\u590d\u8fed\u4ee3\u4ea7\u54c1\u3002\u7136\u800c\uff0c\u8bb8\u591a\u4eba\u6b63\u5728\u52aa\u529b\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u975e\u5e38\u6709\u4fe1\u5fc3\uff0c\u968f\u7740\u66f4\u597d\u7684\u786c\u4ef6\u4e0a\u7ebf\uff0c\u8fd9\u4e9b\u5de5\u4f5c\u5c06\u4f1a\u5f97\u5230\u66f4\u5927\u7684\u6539\u8fdb\uff0c\u4e0d\u4ec5\u5728 AI \u8bad\u7ec3\u65b9\u9762\uff0c\u800c\u4e14\u5728 AI \u63a8\u7406\u65b9\u9762\uff0c\u66f4\u591a\u7684\u5de5\u4f5c\u5c06\u4f1a\u5b8c\u6210\u3002<\/p>\n
\u6211\u53d7\u5230\u4f60\u4eec\u7684\u62a5\u544a\u7684\u542f\u53d1\uff0c\u5176\u4e2d\u4f60\u4eec\u4f30\u8ba1\u8bad\u7ec3\u6210\u672c\u6bcf\u5e74\u4e0b\u964d 75%\uff0c\u63a8\u7406\u6210\u672c\u6bcf\u5e74\u4e0b\u964d 86%\u3002\u867d\u7136\u6211\u4e0d\u786e\u5b9a\u8fd9\u4e9b\u786e\u5207\u7684\u6570\u5b57\u662f\u5426\u51c6\u786e\uff0c\u4f46\u6211\u786e\u5b9e\u770b\u5230\u6210\u672c\u5728\u8fc5\u901f\u4e0b\u964d\uff0c\u8fd9\u5bf9\u4e8e\u8fdb\u4e00\u6b65\u7684\u521b\u65b0\u662f\u975e\u5e38\u6709\u5229\u7684\u3002\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u7684\u4e0b\u964d\u5c06\u4f1a\u63a8\u52a8\u66f4\u591a\u7684\u5e94\u7528\u3002<\/p>\n
Brett Winton<\/p>\n
\u662f\u7684\uff0c\u6211\u4eec\u7684\u57fa\u672c\u89c2\u70b9\u662f\uff0c\u4e0d\u4ec5\u6210\u672c\u5728\u4e0b\u964d\uff0c\u8fd8\u6709\u5927\u91cf\u6295\u8d44\u8d44\u91d1\u6d8c\u5165\uff0c\u56e0\u6b64\u4f60\u5c06\u6210\u672c\u4e0b\u964d\u548c\u6295\u8d44\u8d44\u91d1\u76f8\u7ed3\u5408\uff0c\u6700\u7ec8\u5728\u4e24\u5230\u4e09\u5e74\u5185\u9884\u671f\u80fd\u529b\u63d0\u5347\u4e00\u767e\u500d\u751a\u81f3\u4e00\u5343\u500d\u3002<\/p>\n
\u4f60\u8ba4\u540c\u50cf John Locond \u6240\u8bf4\u7684\u90a3\u6837\uff0c\u7cfb\u7edf\u5728\u8fd0\u884c\u65f6\u4f1a\u6709\u4e00\u5b9a\u7684\u9519\u8bef\u7387\uff0c\u5373\u4f7f\u662f Agent Systems \uff0c\u8fd9\u4e2a\u9519\u8bef\u7387\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u7d2f\u79ef\uff0c\u5b9e\u9645\u4e0a\u4f60\u6b63\u5728\u5904\u7406\u7684\u5de5\u4f5c\u6d41\u7a0b\u8d8a\u957f\uff0c\u751f\u4ea7\u529b\u5c31\u8d8a\u4f1a\u53d7\u5230\u5f71\u54cd\uff0c\u56e0\u4e3a\u9519\u8bef\u5728\u7d2f\u79ef\u3002<\/p>\n
\u4f60\u8ba4\u4e3a\u5728\u5f53\u524d\u7684\u67b6\u6784\u4e0b\uff0c\u8fd9\u4e2a\u95ee\u9898\u662f\u53ef\u4ee5\u514b\u670d\u7684\u5417\uff1f\u8fd8\u662f\u6211\u4eec\u9700\u8981\u65b0\u7684\u67b6\u6784\u6765\u8ba9 Agentic Workflow \u771f\u6b63\u7a33\u5b9a\u5730\u5de5\u4f5c\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u5982\u679c\u4f60\u5728\u505a\u5f00\u653e\u5f0f\u5de5\u4f5c\u6d41\uff0c\u90a3\u4e48\u662f\u7684\uff0c\u6bcf\u4e00\u6b65\u90fd\u9700\u8981\u5b8c\u7f8e\u65e0\u7f3a\uff0c\u4f46\u662f\u4e00\u65e6\u4f60\u5b9e\u73b0\u4e86 Agentic Workflow \uff0c\u4f60\u5c31\u53ef\u4ee5\u56de\u987e\u6b65\u9aa4\u5e76\u4fee\u590d\u9519\u8bef\uff0c\u90a3\u4e48\u7d2f\u79ef\u95ee\u9898\u5c31\u4f1a\u5927\u5927\u6539\u5584\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u66fe\u7ecf\u8bbe\u5b9a\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 Agent \u6765\u8fdb\u884c\u5728\u7ebf\u7814\u7a76\uff0c\u5b83\u7684\u4efb\u52a1\u662f\u64b0\u5199\u4e00\u4efd\u62a5\u544a\u3002<\/p>\n
\u6211\u8bb0\u5f97\u6211\u5728\u65af\u5766\u798f\u5927\u5b66\u505a\u73b0\u573a\u6f14\u793a\u65f6\uff0c\u7531\u4e8e\u67d0\u4e9b\u539f\u56e0\uff0c\u90a3\u4e2a\u65f6\u5019\u8c03\u7528\u7684\u7f51\u7edc\u641c\u7d22\u5931\u8d25\u4e86\uff0c\u6211\u5f53\u65f6\u5fc3\u60f3\u201c\u7cdf\u7cd5\uff0c\u6f14\u793a\u8981\u5931\u8d25\u4e86\u201d\uff0c\u4f46\u51fa\u4e4e\u6211\u610f\u6599\u7684\u662f\uff0c Agent \u8bf4\u201c\u7f51\u7edc\u641c\u7d22\u5931\u8d25\u4e86\uff0c\u8ba9\u6211\u7528\u7ef4\u57fa\u767e\u79d1\u641c\u7d22\u4ee3\u66ff\u5427\u201d\uff0c\u800c\u6211\u5b8c\u5168\u5fd8\u4e86\u6211\u8fd8\u7ed9\u5b83\u8bbe\u7f6e\u4e86\u7ef4\u57fa\u767e\u79d1\u641c\u7d22\u7684\u5907\u7528\u65b9\u6848\u3002\u6240\u4ee5\uff0c Agent \u5728\u9762\u5bf9\u5931\u8d25\u65f6\u80fd\u591f\u81ea\u4e3b\u5207\u6362\u5230\u5907\u7528\u65b9\u6848\uff0c\u6f14\u793a\u4ecd\u7136\u6210\u529f\u4e86\u3002<\/p>\n
Agentic Workflow \u867d\u7136\u4e0d\u662f\u9b54\u6cd5\uff0c\u4e5f\u4f1a\u72af\u9519\uff0c\u4f46\u5b83\u4eec\u6709\u80fd\u529b\u5728\u51fa\u9519\u65f6\u56de\u987e\u5e76\u4fee\u590d\uff0c\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u66f4\u52a0\u7a33\u5065\u3002\u6211\u4e0d\u60f3\u8fc7\u5206\u7c7b\u6bd4 AI \u548c\u4eba\u7c7b\uff0c\u5b83\u4eec\u6709\u5f88\u5927\u4e0d\u540c\uff0c\u4f46\u5c31\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u6211\u4eec\u5728\u505a\u4e8b\u60c5\u65f6\u7b2c\u4e00\u6b21\u53ef\u80fd\u4e0d\u4f1a\u6210\u529f\uff0c\u4f46\u6211\u4eec\u6709\u53cd\u601d\u548c\u4fee\u590d\u7684\u80fd\u529b\uff0c\u8fd9\u4f7f\u5f97\u4eba\u7c7b\u5728\u6267\u884c\u4efb\u52a1\u65f6\u66f4\u52a0\u7a33\u5065\u3002AI Agent \u4e5f\u80fd\u591f\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n
Brett Winton<\/p>\n
\u4f60\u8ba4\u4e3a\u8981\u5b9e\u73b0\u771f\u6b63\u7684 Agentic Workflow \uff0c\u6211\u4eec\u662f\u5426\u9700\u8981\u4e00\u4e2a\u50cf Transformer \u90a3\u6837\u7684\u67b6\u6784\u7ea7\u522b\u7684\u6539\u8fdb\uff1f\u8fd8\u662f\u8bf4\u53ef\u80fd\u901a\u8fc7\u6709\u6548\u7ed3\u5408\u73b0\u6709\u7684\u5de5\u5177\uff0c\u6bd4\u5982 LLM\uff0c\u52a0\u4e0a\u5f3a\u5316\u5b66\u4e60\uff0c\u751a\u81f3\u53ef\u80fd\u518d\u52a0\u4e0a\u6269\u6563\u6a21\u578b\uff0c\u5df2\u7ecf\u8db3\u591f\u4e86\uff1f\u4f60\u89c9\u5f97\u76ee\u524d\u8fd9\u4e9b\u5de5\u5177\u80fd\u5e2e\u52a9\u6211\u4eec\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u5417\uff1f<\/p>\n
Andrew Ng<\/p>\n
Agentic Workflow \u5728\u73b0\u6709\u7684 Transformer \u6a21\u578b\u4e0b\u5df2\u7ecf\u5de5\u4f5c\u5f97\u5f88\u597d\u4e86\u3002\u6211\u77e5\u9053\u6709\u7814\u7a76\u4eba\u5458\u5728\u63a2\u7d22 Transformer \u66ff\u4ee3\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5f88\u6709\u524d\u666f\uff0c\u503c\u5f97\u8fdb\u4e00\u6b65\u7814\u7a76\u548c\u6d4b\u8bd5\u3002\u867d\u7136\u62e5\u6709\u66f4\u597d\u7684\u6a21\u578b\u4f1a\u5f88\u68d2\uff0c\u4f46\u6211\u5e76\u4e0d\u8ba4\u4e3a\u8fd9\u662f\u7edd\u5bf9\u5fc5\u8981\u7684\u3002<\/p>\n
\u7136\u800c\uff0c\u6709\u4e00\u4e2a\u65b9\u9762\u88ab\u4f4e\u4f30\u4e86\uff0c\u90a3\u5c31\u662f\u5feb\u901f\u63a8\u7406\u548c\u5feb\u901f\u751f\u6210\u63a7\u5236\u7684\u80fd\u529b\u3002\u76f4\u5230\u6700\u8fd1\uff0c\u5f88\u591a\u5927\u516c\u53f8\u90fd\u5728\u82b1\u8d39\u5de8\u989d\u9884\u7b97\u8d2d\u4e70 GPU \u7528\u4e8e\u8bad\u7ec3\uff0c\u8fd9\u5f88\u597d\uff0c\u56e0\u4e3a\u5b83\u4e3a\u6211\u4eec\u5e26\u6765\u4e86\u5927\u89c4\u6a21\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5305\u62ec\u4e13\u6709\u548c\u5f00\u6e90\u7684\u6a21\u578b\u3002<\/p>\n
\u4f46\u6211\u53d1\u73b0\uff0c\u5feb\u901f\u63a8\u7406\u7684\u80fd\u529b\u6b63\u6210\u4e3a\u8bb8\u591a\u5e94\u7528\u7684\u74f6\u9888\u3002\u5f53 Meta \u53d1\u5e03 Llama 3 70B \u6a21\u578b\u65f6\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u51fa\u8272\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u5982\u679c\u6211\u4eec\u80fd\u5c06\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8 10 \u500d\uff0c\u6211\u4eec\u5c31\u80fd\u8ba9\u8fd9\u4e9b Agentic Workflow \u8fd0\u884c\u5f97\u66f4\u5feb\u3002<\/p>\n
\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\uff0c\u9605\u8bfb\u901f\u5ea6\u5927\u7ea6\u662f\u6bcf\u79d2 6 \u4e2a token \uff0c\u6240\u4ee5\u4f60\u4e0d\u9700\u8981\u751f\u6210\u6bd4\u6bcf\u79d2 6 \u4e2a token \u66f4\u5feb\u7684\u5185\u5bb9\u3002\u4f46\u5bf9\u4e8e Agentic Workflow \u548c AI \uff0c\u53ef\u80fd\u9700\u8981\u8349\u62df\u8349\u7a3f\u5e76\u4fee\u590d\u9519\u8bef\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u9700\u8981\u751f\u6210\u5927\u91cf\u7684 token \uff0c\u53ef\u80fd\u9700\u8981\u5728\u4eba\u5de5\u5e72\u9884\u4e4b\u524d\u5b8c\u6210\u5927\u91cf\u5de5\u4f5c\u3002<\/p>\n
\u6709\u65f6\uff0c Agentic Workflow \u53ef\u80fd\u9700\u8981\u82b1\u8d39 25 \u5206\u949f\u7684\u65f6\u95f4\u6765\u5904\u7406\u5de5\u4f5c\uff0c\u5982\u679c\u6211\u4eec\u80fd\u5c06\u8fd9 25 \u5206\u949f\u7684\u5904\u7406\u65f6\u95f4\u538b\u7f29\u52302\u5206\u949f\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u6539\u53d8\u6e38\u620f\u89c4\u5219\u7684\u7a81\u7834\u3002<\/p>\n
\u8fd9\u4f1a\u663e\u8457\u6539\u53d8\u5ba2\u6237\u4f53\u9a8c\uff0c\u4ece20\u523025\u5206\u949f\u7f29\u77ed\u52301\u52302\u5206\u949f\uff0c\u56e0\u6b64\u5728\u5feb\u901f\u751f\u6210 token \u65b9\u9762\u8fd8\u6709\u5f88\u591a\u5de5\u4f5c\u8981\u505a\uff0c\u8fd9\u5c06\u6709\u52a9\u4e8e\u63a8\u52a8\u4e0b\u4e00\u6ce2 AI \u7684\u5e94\u7528\u3002<\/p>\n
Brett Winton<\/p>\n
\u8fd9\u4e9b\u5de5\u4f5c\u4e0e\u8bad\u7ec3\u5bc6\u5207\u76f8\u5173\uff0c\u5bf9\u5427\uff1fAI \u63a8\u7406\u548c\u8bad\u7ec3\u4e2d\u7684\u4e00\u4e2a\u6709\u8da3\u52a8\u6001\u662f\uff0c\u5982\u679c\u6211\u5728\u7cfb\u7edf\u4e0a\u6295\u5165\u66f4\u591a\u7684\u8bad\u7ec3\u8d44\u91d1\uff0c\u50cf Meta \u6b63\u5728\u505a\u7684\u90a3\u6837\uff0c\u6211\u53ef\u4ee5\u5c06\u66f4\u591a\u7684\u4fe1\u606f\u538b\u7f29\u5230\u4e00\u4e2a\u66f4\u5c0f\u7684\u53c2\u6570\u6a21\u578b\u4e2d\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u5730\u8fd0\u884c\u3002<\/p>\n
\u8fd9\u4f7f\u5f97\u6027\u80fd\u63d0\u5347\u548c\u6210\u672c\u4e0b\u964d\u540c\u65f6\u53d1\u751f\uff0c\u8fd9\u5c31\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u52a8\u6001\uff0c\u8fd9\u53d6\u51b3\u4e8e\u4f60\u5728\u8bad\u7ec3\u8ba1\u7b97\u4e0a\u6295\u5165\u4e86\u591a\u5c11\u8d44\u91d1\u3002<\/p>\n
Andrew Ng<\/p>\n
\u662f\u7684\uff0c\u8fd9\u4e9b\u90fd\u4f1a\u6709\u6240\u5e2e\u52a9\u3002\u5373\u4f7f\u4f60\u4f7f\u7528\u4e00\u4e2a\u5927\u578b\u6a21\u578b\uff0c\u6bd4\u5982\u4e00\u4e9b\u5546\u7528\u7f51\u7ad9\u4e0a\u7684 LLM \u53ef\u80fd\u6bcf\u79d2\u751f\u6210 10 \u4e2a token \u5de6\u53f3\uff0c\u8fd9\u4e2a\u901f\u5ea6\u5df2\u7ecf\u975e\u5e38\u5feb\u4e86\u3002<\/p>\n
\u6211\u4eec\u5927\u591a\u6570\u4eba\u6bcf\u79d2\u9605\u8bfb\u5927\u7ea6 6 \u4e2a token \uff0c\u6240\u4ee5\u6bcf\u79d2 6\uff5e10 \u4e2a token \u7684\u901f\u5ea6\u5df2\u7ecf\u8db3\u591f\u4e86\u3002\u867d\u7136\u6a21\u578b\u4e0d\u540c\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u751f\u6210\u66f4\u591a\u7684 token \uff0c\u800c\u4e14\u6709\u4e9b\u516c\u53f8\u4e5f\u5728\u751f\u6210\u6bcf\u79d2\u6570\u767e\u4e2a token \u7684\u5185\u5bb9\u3002\u8fd8\u6709\u4e00\u4e9b\u516c\u53f8\u5728\u79c1\u4e0b\u91cc\u5206\u4eab\u8bf4\uff0c\u4ed6\u4eec\u4e5f\u5728\u5f00\u53d1\u4fbf\u5b9c\u4e14\u8d85\u5feb\u7684 token \u751f\u6210\u6280\u672f\u3002<\/p>\n
\u8fd9\u4e9b\u516c\u53f8\u7684\u5de5\u4f5c\u5c06\u89e3\u9501\u8bb8\u591a\u65b0\u7684\u80fd\u529b\uff0c\u800c\u8fd9\u79cd\u8d85\u5feb\u7684 token \u751f\u6210\u6280\u672f\uff0c\u6bcf\u79d2\u8d85\u8fc7100\u4e2a token \u5bf9\u4e8e\u5927\u6a21\u578b\u6765\u8bf4\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u8fd9\u8ba9\u6211\u4eec\u80fd\u591f\u505a\u51fa\u975e\u5e38\u590d\u6742\u7684\u4e8b\u60c5\u3002\u6211\u5b9e\u9645\u4e0a\u5f88\u9ad8\u5174\u770b\u5230\u66f4\u591a\u7684\u534a\u5bfc\u4f53\u5236\u9020\u5546\u8ba4\u771f\u5bf9\u5f85\u63a8\u7406\uff0c\u56e0\u4e3a\u63a8\u7406\u73b0\u5728\u662f\u5f88\u591a\u5e94\u7528\u7684\u74f6\u9888\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\u662f\uff0c\u4e00\u4e9b\u5927\u516c\u53f8\u5b8c\u5168\u5408\u7406\u5730\u6295\u8d44\u4e86 GPU \u57fa\u7840\u8bbe\u65bd\u7528\u4e8e\u8bad\u7ec3\uff0c\u4ed6\u4eec\u62e5\u6709\u975e\u5e38\u51fa\u8272\u7684 GPU \u56e2\u961f\uff0c\u5efa\u7acb\u4e86\u5353\u8d8a\u7684\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\uff0c\u7136\u800c\uff0c\u8fd9\u4e9b\u56e2\u961f\u4e5f\u503e\u5411\u4e8e\u8bf4\u201c\u6211\u4eec\u5df2\u7ecf\u5efa\u7acb\u4e86\u6700\u4f73\u7684\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\uff0c\u90a3\u4e48\u6211\u4eec\u4e5f\u6765\u5efa\u7acb\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u5427\u201d\uff0c\u56e0\u4e3a\u4ed6\u4eec\u5728\u8bad\u7ec3\u65b9\u9762\u505a\u5f97\u5f88\u597d\uff0c\u6240\u4ee5\u81ea\u7136\u5c31\u53bb\u505a\u63a8\u7406\u4e86\u3002<\/p>\n
\u4f46\u662f\uff0c\u6211\u4eec\u73b0\u5728\u5e94\u8be5\u8ba4\u771f\u601d\u8003\uff0c\u8bad\u7ec3\u548c\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u662f\u5426\u5e94\u8be5\u662f\u540c\u4e00\u5957\u57fa\u7840\u8bbe\u65bd\uff1f\u8fd8\u662f\u8bf4\u5b83\u4eec\u4e4b\u95f4\u6709\u8db3\u591f\u7684\u5dee\u5f02\uff0c\u751a\u81f3\u9700\u8981\u65b0\u7684\u67b6\u6784\uff1f\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u8ba8\u8bba\u7684\u95ee\u9898\u3002<\/p>\n
Brett Winton<\/p>\n
\u5f53\u7136\uff0c\u5982\u679c\u662f\u5728\u7ec8\u7aef\u8bbe\u5907\u4e0a\uff0c\u5b83\u4eec\u80af\u5b9a\u662f\u4e0d\u540c\u7684\uff0c\u5bf9\u5427\uff1f\u4f8b\u5982\uff0c\u5982\u679c\u6211\u8981\u5728\u7279\u65af\u62c9\u8f66\u8f86\u4e2d\u5b89\u88c5\u82af\u7247\uff0c\u8fd9\u5c31\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u67b6\u6784\u6808\u4e86\u3002\u4f60\u53ef\u4ee5\u8fa9\u79f0\uff0c\u4ece\u6d88\u8d39\u8005\u7684\u5b9e\u7528\u6027\u89d2\u5ea6\u6765\u770b\uff0c\u6709\u5f88\u591a\u4ee4\u4eba\u4fe1\u670d\u7684\u7406\u7531\u8bf4\u660e\u4e3a\u4ec0\u4e48\u6709\u4e9b\u751a\u81f3\u5927\u90e8\u5206\u7684\u5904\u7406\u5e94\u8be5\u8f6c\u79fb\u5230\u7ec8\u7aef\u8bbe\u5907\u4e0a\u3002<\/p>\n
Andrew Ng<\/p>\n
\u662f\u7684\uff0c\u5728\u8bbe\u5907\u4e0a\u7684\u786e\u5982\u6b64\uff0c\u5373\u4f7f\u662f\u5728\u4e91\u7aef\uff0c\u8bad\u7ec3\u548c\u63a8\u7406\u5de5\u4f5c\u6d41\u4e4b\u95f4\u4e5f\u5b58\u5728\u8db3\u591f\u7684\u5dee\u5f02\uff0c\u8fd9\u503c\u5f97\u6211\u4eec\u4ece\u67b6\u6784\u548c\u8f6f\u4ef6\u5806\u6808\u7684\u89d2\u5ea6\u8fdb\u884c\u601d\u8003\u3002<\/p>\n
Brett Winton<\/p>\n
Andrew \uff0c\u5728\u6559\u5b66\u65b9\u9762\uff0c\u4f60\u7684\u4e00\u5927\u8d21\u732e\u4e4b\u4e00\u5c31\u662f\u5f3a\u8c03\u4eba\u4eec\u548c\u5f00\u53d1\u4eba\u5458\u5728\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u65f6\u9700\u8981\u5173\u6ce8 MLOps \uff0c\u4e0d\u4ec5\u662f\u7814\u7a76\u65b9\u9762\uff0c\u8fd8\u6709\u5b9e\u9645\u5e94\u7528\u3002\u6211\u60f3\u77e5\u9053\uff0c\u5728 MLOps \u4e2d\uff0c\u4f60\u662f\u5426\u770b\u5230\u672a\u6765\u6709\u53ef\u80fd\u5c06\u63a8\u7406\u4e0e\u8bad\u7ec3\u5206\u5f00\u8fdb\u884c\u7684\u8d8b\u52bf\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u662f\u7684\uff0c\u56e0\u4e3a LLM \u5e94\u7528\u8fd8\u662f\u5f88\u65b0\uff0c\u6240\u4ee5 LLM Ops\u8fd9\u4e2a\u9886\u57df\u8fd8\u5728\u63a2\u7d22\u9636\u6bb5\uff0c\u5982\u4f55\u6784\u5efa\u3001\u90e8\u7f72\u548c\u7ef4\u62a4 LLM \u4ecd\u7136\u662f\u4e00\u4e2a\u76f8\u5bf9\u65b0\u7684\u9886\u57df\u3002<\/p>\n
AI \u5806\u6808\u6b63\u5728\u53d1\u751f\u5de8\u5927\u53d8\u5316\uff0c\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u6b63\u5728\u63a8\u51fa\u6709\u8da3\u7684\u7f16\u6392\u5c42\uff0c\u6bd4\u5982 Harrison Chase \u5728 LangChain \u4e0a\u505a\u5f97\u5f88\u597d\uff0cJerry Liu \u5728 LlamaIndex \u4e0a\u4e5f\u505a\u5f97\u5f88\u597d\uff0c\u8fd9\u4e9b\u90fd\u662f\u7f16\u6392\u5c42\u3002<\/p>\n
\u8fd8\u6709\u5176\u4ed6\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5728\u8fd9\u4e9b\u57fa\u7840\u4e4b\u4e0a\uff0c\u53e6\u4e00\u4e2a\u5373\u5c06\u51fa\u73b0\u7684\u6709\u8da3\u6846\u67b6\u662f Agentic Framework\uff0c\u8fd9\u53ef\u80fd\u662f\u53e6\u4e00\u79cd\u7f16\u6392\u5c42\u3002<\/p>\n
\u6211\u82b1\u4e86\u5f88\u591a\u65f6\u95f4\u5728\u5e94\u7528\u5c42\uff0c\u56e0\u4e3a\u6211\u53d1\u73b0\u6709\u5f88\u591a\u673a\u4f1a\uff0c\u6bd4\u5982\u5728 AI Fund\uff0c\u6211\u4eec\u4e0e\u4f01\u4e1a\u5408\u4f5c\uff0c\u4ed6\u4eec\u5e26\u7ed9\u6211\u4eec\u5f88\u591a\u7528\u4f8b\uff0c\u6211\u4eec\u73af\u987e\u56db\u5468\uff0c\u53d1\u73b0\u51e0\u4e4e\u6ca1\u6709\u7ade\u4e89\u5bf9\u624b\u3002\u8fd9\u8bf4\u660e\u5728\u5e94\u7528\u5c42\u9762\u4ecd\u7136\u6709\u5f88\u591a\u65b0\u673a\u4f1a\uff0c\u800c\u4e14\u7ade\u4e89\u6ca1\u6709\u57fa\u7840\u6a21\u578b\u5c42\u90a3\u4e48\u6fc0\u70c8\u3002<\/p>\n
Brett Winton<\/p>\n
\u5bf9\u4e8e\u90a3\u4e9b\u5e94\u7528\u5c42\u9762\u7684\u516c\u53f8\uff0c\u4ed6\u4eec\u5982\u4f55\u601d\u8003\u81ea\u5df1\u63a5\u5165\u7684\u5e95\u5c42\u6a21\u578b\uff0c\u6bd4\u5982\u57fa\u7840\u6a21\u578b\uff1f\u4ed6\u4eec\u662f\u9009\u62e9\u4f7f\u7528\u73b0\u6210\u7684 GPT-4 \uff0c\u8fd8\u662f\u4f1a\u8bbe\u8ba1\u6210\u80fd\u591f\u5207\u6362\u5230\u53e6\u4e00\u4e2a\u57fa\u7840\u6a21\u578b\uff1f\u6216\u8005\u4ed6\u4eec\u4f1a\u5bf9 Llama \u8fdb\u884c\u5fae\u8c03\uff1f\u4f60\u600e\u4e48\u770b\u5f85\u5e94\u7528\u5c42\u9762\u5728\u7ade\u4e89\u4e2d\u7684\u7b56\u7565\uff0c\u4ee5\u53ca\u5b83\u5c06\u5982\u4f55\u5f71\u54cd\u5e95\u5c42\u5806\u6808\u7684\u7ade\u4e89\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u8fd9\u4e2a\u9886\u57df\u53d8\u5316\u975e\u5e38\u5feb\u3002\u5728\u5f88\u591a\u9879\u76ee\u7684\u521d\u59cb\u9636\u6bb5\uff0c\u56e2\u961f\u5f80\u5f80\u4f1a\u4f7f\u7528 GPT-4 \uff0c\u6700\u8fd1\u51e0\u5468\uff0c Llama 3 \u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u7ade\u4e89\u529b\uff0c\u6211\u542c\u5230\u5f88\u591a\u56e2\u961f\u4f7f\u7528 GPT-4 \uff0c\u8fd9\u5728\u5f53\u524d\u662f\u6700\u5e38\u89c1\u7684\u9009\u62e9\u3002<\/p>\n
\u4f46\u4e00\u4e2a\u74f6\u9888\u662f\u8bc4\u4f30\uff0c\u5f00\u53d1\u6210\u672c\u548c\u65f6\u95f4\u6bd4\u4ee5\u524d\u5927\u5927\u7f29\u77ed\uff0c\u4f60\u53ef\u4ee5\u5728\u4e00\u5929\u5185\u6784\u5efa\u51fa\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f46\u8bc4\u4f30\u53ef\u80fd\u9700\u8981\u82b1\u8d39\u66f4\u591a\u7684\u65f6\u95f4\uff0c\u8fd9\u4f7f\u5f97\u4eba\u4eec\u4e0d\u592a\u613f\u610f\u5207\u6362\u6a21\u578b\u3002<\/p>\n
\u5982\u679c\u4f60\u5f00\u59cb\u4f7f\u7528 GPT-4 \uff0c\u4f46\u65e0\u6cd5\u6709\u6548\u8bc4\u4f30\u5176\u4ed6\u6a21\u578b\uff0c\u4f60\u53ef\u80fd\u4f1a\u7ee7\u7eed\u4f7f\u7528\u6700\u521d\u7684\u9009\u62e9\u3002\u4f46\u6211\u770b\u5230\u5f88\u591a\u4eba\u6b63\u5728\u52aa\u529b\u5f00\u53d1\u66f4\u597d\u7684\u8bc4\u4f30\u5de5\u5177\uff0c\u4ee5\u4fbf\u66f4\u9ad8\u6548\u5730\u6bd4\u8f83\u4e0d\u540c\u7684\u6a21\u578b\u3002<\/p>\n
Brett Winton<\/p>\n
\u6211\u4eec\u5bf9 Claude \u7684\u53d1\u5c55\u611f\u5230\u975e\u5e38\u5174\u594b\uff0c Claude \u662f\u6211\u4eec\u4ece\u98ce\u9669\u6295\u8d44\u57fa\u91d1\u4e2d\u6700\u65e9\u6295\u8d44\u7684\u516c\u53f8\u4e4b\u4e00\uff0c\u6211\u4eec\u4e0e\u516c\u53f8\u4fdd\u6301\u5bc6\u5207\u8054\u7cfb\uff0c\u975e\u5e38\u770b\u597d\u5b83\u7684\u524d\u666f\u3002<\/p>\n
\u60a8\u5bf9\u5f53\u524d\u5173\u4e8e\u5f00\u6e90\u7684\u8ba8\u8bba\u6709\u4f55\u770b\u6cd5\uff1f\u8fd9\u4f3c\u4e4e\u662f\u4e00\u4e2a\u975e\u5e38\u4e24\u6781\u5316\u7684\u8ba8\u8bba\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u8bb8\u591a\u4eba\u5bf9\u8fd9\u4e2a\u95ee\u9898\u6709\u975e\u5e38\u5f3a\u70c8\u7684\u770b\u6cd5\u3002<\/p>\n
Andrew Ng<\/p>\n
\u5f00\u6e90\u975e\u5e38\u91cd\u8981\uff0c\u6211\u4eec\u5e94\u8be5\u5c3d\u529b\u63a8\u52a8\u5f00\u6e90\uff0c\u56e0\u4e3a\u5b83\u4f1a\u8ba9\u4e16\u754c\u53d8\u5f97\u66f4\u597d\u3002\u6211\u5bf9\u53bb\u5e74\u53cd\u5bf9\u5f00\u6e90\u7684\u5f3a\u70c8\u6e38\u8bf4\u6d3b\u52a8\u611f\u5230\u975e\u5e38\u60ca\u8bb6\uff0c\u8fd9\u4e9b\u6d3b\u52a8\u5b9e\u9645\u4e0a\u4f1a\u627c\u6740\u7f8e\u56fd\u7684\u521b\u65b0\uff0c\u4e5f\u4f1a\u538b\u5236\u5168\u7403\u7684\u521b\u65b0\u3002<\/p>\n
\u4f60\u53ef\u4ee5\u7406\u89e3\uff0c\u5f53\u6709\u4eba\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u4e0a\u6295\u5165\u4e86\u6570\u5341\u4ebf\u7f8e\u5143\uff0c\u7136\u540e\u53d1\u73b0\u5176\u4ed6\u4eba\u901a\u8fc7\u5f00\u6e90\u7a00\u91ca\u4e86\u8fd9\u4e9b\u6602\u8d35\u6295\u8d44\u7684\u4ef7\u503c\uff0c\u8fd9\u8ba9\u4ed6\u4eec\u611f\u5230\u975e\u5e38\u6cae\u4e27\u3002\u6e38\u8bf4\u6d3b\u52a8\u5f00\u59cb\u65f6\u7684\u4e3b\u8981\u8bba\u70b9\u662f AI \u53ef\u80fd\u4f1a\u5931\u63a7\u5e76\u5173\u95ed\u7cfb\u7edf\uff0c\u8fd9\u4e00\u8bba\u70b9\u5728\u534e\u76db\u987f\u7279\u533a\u5931\u53bb\u4e86\u4fe1\u8a89\u3002<\/p>\n
\u6e38\u8bf4\u8005\u6ca1\u6709\u653e\u5f03\uff0c\u4ed6\u4eec\u8f6c\u800c\u58f0\u79f0 AI \u53ef\u80fd\u4f1a\u88ab\u7528\u6765\u5236\u9020\u751f\u7269\u6b66\u5668\uff0c\u4f46\u968f\u540e\u51fa\u73b0\u4e86\u62a5\u544a\u663e\u793a\uff0c AI \u5e76\u4e0d\u6bd4\u7535\u5b50\u8868\u683c\u66f4\u5bb9\u6613\u88ab\u7528\u6765\u5236\u9020\u751f\u7269\u6b66\u5668\u3002<\/p>\n
AI \u4e0d\u592a\u53ef\u80fd\u5236\u9020\u751f\u7269\u6b66\u5668\u7684\u6050\u60e7\u5e76\u6ca1\u6709\u5f97\u5230\u8bc1\u5b9e\uff0c\u8fd9\u8ba9\u751f\u7269\u6b66\u5668\u7684\u8bba\u70b9\u5931\u53bb\u4e86\u5f88\u5927\u4e00\u90e8\u5206\u4fe1\u8a89\u3002<\/p>\n
\u7136\u800c\uff0c\u6e38\u8bf4\u8005\u6ca1\u6709\u653e\u5f03\uff0c\u4ed6\u4eec\u73b0\u5728\u7684\u8bba\u70b9\u662f\u56fd\u5bb6\u5b89\u5168\u95ee\u9898\uff0c\u8ba4\u4e3a\u5f00\u6e90\u53ef\u80fd\u4f1a\u8ba9\u6b27\u6d32\u7ade\u4e89\u5bf9\u624b\u53d7\u76ca\u3002\u6211\u5bf9\u8fd9\u4e9b\u6e38\u8bf4\u6d3b\u52a8\u7684\u529b\u5ea6\u611f\u5230\u60ca\u8bb6\uff0c\u4ed6\u4eec\u4e0d\u65ad\u6539\u53d8\u8bba\u70b9\u4ee5\u63a8\u52a8\u5173\u95ed\u5f00\u6e90\u7684\u8bae\u7a0b\u3002<\/p>\n
\u5f00\u6e90\u662f\u5168\u7403 AI \u6280\u672f\u4f9b\u5e94\u94fe\u7684\u4e00\u90e8\u5206\uff0c\u5b83\u53cd\u6620\u4e86\u5404\u56fd\u7684\u4ef7\u503c\u89c2\u3002\u4f8b\u5982\uff0c\u5f88\u591a\u56fd\u5bb6\u4f7f\u7528 Google Docs \uff0c\u800c Google Docs \u5728\u5171\u4eab\u6587\u6863\u65f6\u975e\u5e38\u5bb9\u6613\uff0c\u4f46\u5b83\u5728\u9501\u5b9a\u6587\u6863\u65f6\u76f8\u5bf9\u8f83\u96be\u3002\u8fd9\u53cd\u6620\u4e86 Google \u5185\u90e8\u5f00\u653e\u7684\u6587\u5316\u3002<\/p>\n
\u800c iMessage \u7684\u7aef\u5230\u7aef\u52a0\u5bc6\u5219\u53cd\u6620\u4e86\u6ce8\u91cd\u9690\u79c1\u7684\u4ef7\u503c\u89c2\u3002\u6bcf\u4e2a\u56fd\u5bb6\u7684\u6280\u672f\u5f80\u5f80\u4f1a\u53cd\u6620\u5176\u4ef7\u503c\u89c2\uff0c\u5982\u679c\u6c11\u4e3b\u56fd\u5bb6\u4e0d\u53c2\u4e0e AI \u7684\u4f9b\u5e94\u94fe\uff0c\u90a3\u4e48\u5176\u4ed6\u56fd\u5bb6\u5c06\u4f1a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\u3002<\/p>\n
Brett Winton<\/p>\n
\u6487\u5f00\u5bf9\u5f00\u6e90\u7684\u76d1\u7ba1\u538b\u529b\u4e0d\u8c08\uff0c\u4f60\u8ba4\u4e3a\u5728\u672a\u6765\u7684\u72b6\u6001\u4e0b\uff0c Meta \u6295\u4e0b\u6570\u5341\u4ebf\u7f8e\u5143\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u5e76\u5c06\u5176\u516c\u5f00\u53d1\u5e03\u7684\u52aa\u529b\uff0c\u662f\u5426\u4f1a\u524a\u5f31\u5c01\u95ed\u7684 LLM \u57fa\u7840\u6a21\u578b\u7c7b\u73a9\u5bb6\u7684\u7ecf\u6d4e\u6548\u76ca\uff1f\u8fd9\u662f\u5426\u4f1a\u5bf9 OpenAI \u548c Anthropic \u7b49\u516c\u53f8\u7684\u5546\u4e1a\u76c8\u5229\u80fd\u529b\u6784\u6210\u5a01\u80c1\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u76ee\u524d\uff0c\u5728\u57fa\u7840\u6a21\u578b\u5c42\u9762\u786e\u5b9e\u5b58\u5728\u6311\u6218\u3002\u6839\u636e\u4f60\u4eec\u7684\u62a5\u544a\uff0c\u6210\u672c\u6bcf\u5e74\u4e0b\u964d 75%\uff0c\u8fd9\u4f7f\u5f97\u4fdd\u6301\u9886\u5148\u5730\u4f4d\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002<\/p>\n
\u4ee4\u4eba\u6cae\u4e27\u7684\u662f\uff0c\u4f60\u53ef\u80fd\u82b1\u8d39\u4e86 1 \u4ebf\u7f8e\u5143\u6765\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u4f46\u4e00\u5e74\u540e\uff0c\u7ade\u4e89\u5bf9\u624b\u53ea\u9700\u8981 2500 \u4e07\u7f8e\u5143\u5c31\u80fd\u505a\u5230\uff0c\u63a5\u7740\u518d\u8fc7\u4e00\u5e74\uff0c\u8fd9\u4e2a\u6210\u672c\u53ef\u80fd\u53c8\u4f1a\u4e0b\u964d\u56db\u5206\u4e4b\u4e00\u3002\u90a3\u4e48\u8fd9\u79cd\u60c5\u51b5\u4e0b\u7684\u52a8\u529b\u5728\u54ea\u91cc\u5462\uff1f<\/p>\n
\u4e0d\u4ec5\u4ec5\u662f\u7eaf\u7cb9\u7684\u57fa\u7840\u6a21\u578b\u5c42\u9762\uff0c\u5176\u4ed6\u5c42\u9762\u53ef\u80fd\u4f1a\u6709\u6240\u4e0d\u540c\uff0c\u4e5f\u8bb8\u5bf9\u6d88\u8d39\u8005\u6765\u8bf4\u4f1a\u6709\u6240\u53d8\u5316\u3002\u4eca\u5929\u6765\u770b\uff0c LLM \u7684\u6210\u672c\u4f18\u52bf\u975e\u5e38\u660e\u663e\uff0c\u6216\u8bb8\u6709\u4e9b\u95ee\u9898\u9700\u8981\u91cd\u65b0\u5ba1\u89c6\uff0c\u4f46\u53d8\u5316\u4e0d\u5927\u3002<\/p>\n
\u6211\u4eec\u4f1a\u770b\u5230\u8fd9\u4e9b\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\uff0c\u672a\u6765\u53ef\u80fd\u4f1a\u6709\u5176\u4ed6\u6280\u672f\u7ec4\u4ef6\u6765\u589e\u5f3a\u57fa\u7840\u6a21\u578b\u7684\u7ade\u4e89\u529b\u3002\u5982\u679c\u53ea\u770b\u57fa\u7840\u6a21\u578b\uff0c\u800c\u6ca1\u6709\u5176\u4ed6\u5185\u5bb9\uff0c\u6211\u4e0d\u77e5\u9053\u8fd9\u79cd\u6a21\u5f0f\u80fd\u6709\u591a\u5927\u7684\u62a4\u57ce\u6cb3\u3002<\/p>\n
Brett Winton<\/p>\n
\u4f60\u8ba4\u4e3a Meta \u4e4b\u6240\u4ee5\u80fd\u591f\u8fdb\u5165\u8fd9\u4e2a\u9886\u57df\uff0c\u662f\u56e0\u4e3a\u5728 ChatGPT \u63a8\u51fa\u4e4b\u524d\uff0c\u56e2\u961f\u4e50\u4e8e\u516c\u5f00\u4ed6\u4eec\u7684\u7814\u7a76\u6210\u679c\uff0c\u4ed6\u4eec\u4f1a\u8bf4\u201c\u8fd9\u662f\u6211\u4eec\u7684\u914d\u65b9\uff0c\u8fd9\u662f\u6211\u4eec\u6784\u5efa\u5b83\u7684\u65b9\u6cd5\u201d\uff0c\u6709\u4e00\u79cd\u516c\u5f00\u7684\u7cbe\u795e\u3002\u5373\u4f7f\u6a21\u578b\u662f\u5c01\u95ed\u7684\uff0c\u5b83\u4eec\u4e5f\u662f\u51fa\u4e8e\u5b89\u5168\u539f\u56e0\u800c\u5c01\u95ed\u7684\uff0c\u5e76\u4e14\u5171\u4eab\u4e86\u67b6\u6784\u548c\u65b9\u6cd5\u3002<\/p>\n
\u968f\u7740 GPT-4 \u7684\u63a8\u51fa\uff0c\u60c5\u51b5\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u73b0\u5728\u4eba\u4eec\u4e0d\u518d\u613f\u610f\u516c\u5f00\u5206\u4eab\u4ed6\u4eec\u7684\u65b9\u6cd5\u3002\u6240\u4ee5\uff0c\u662f\u5426\u6709\u66f4\u591a\u7684\u673a\u4f1a\u8ba9\u56e2\u961f\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u5f02\u66f4\u52a0\u660e\u663e\uff0c\u56e0\u4e3a\u73b0\u5728\u8fd9\u4e9b\u914d\u65b9\u4e0d\u518d\u516c\u5f00\u5171\u4eab\u4e86\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u5404\u4e2a\u516c\u53f8\u4e4b\u95f4\u7684\u4eba\u624d\u6d41\u52a8\u548c\u60f3\u6cd5\u4f20\u64ad\u4ecd\u7136\u5f88\u5f3a\u70c8\uff0c\u56e0\u6b64\u5f88\u96be\u957f\u671f\u4fdd\u5b88\u4f4f\u79d8\u5bc6\u3002\u4f60\u53ef\u80fd\u4f1a\u5728\u77ed\u671f\u5185\u83b7\u5f97\u4e00\u4e9b\u4f18\u52bf\uff0c\u4f46\u957f\u671f\u6765\u770b\uff0c\u9632\u5fa1\u6027\u7684\u4f5c\u7528\u4e0d\u5927\u3002<\/p>\n
\u6211\u770b\u5230\u7684\u60c5\u51b5\u662f\uff0c\u5728\u5927\u79d1\u6280\u516c\u53f8\u4e4b\u95f4\u7684\u7ade\u4e89\u4e2d\uff0c\u5c24\u5176\u662f\u5728 AI \u548c\u4e91\u4e1a\u52a1\u65b9\u9762\uff0c\u786e\u5b9e\u53ef\u4ee5\u83b7\u5f97\u77ed\u671f\u4f18\u52bf\uff0c\u4f46\u957f\u671f\u4f18\u52bf\u6211\u4e0d\u786e\u5b9a\u80fd\u5426\u6301\u7eed\u3002<\/p>\n
\u4f60\u63d0\u5230\u4eba\u4eec\u4ee5\u5b89\u5168\u7684\u540d\u4e49\u4fdd\u5b88\u79d8\u5bc6\uff0c\u8fd9\u786e\u5b9e\u5f88\u6709\u8da3\u3002\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u4e2d\uff0c\u6bcf\u5f53\u6709\u4eba\u8bf4\u201c\u6211\u7684\u6280\u672f\u592a\u5371\u9669\u4e86\uff0c\u6211\u8981\u4fdd\u5bc6\u201d\u65f6\uff0c\u901a\u5e38\u8fc7\u4e86\u4e00\u4e24\u5e74\uff0c\u7c7b\u4f3c\u7684\u6280\u672f\u5c31\u88ab\u5f00\u6e90\u4e86\uff0c\u800c\u4e14\u5e26\u6765\u7684\u597d\u5904\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u6f5c\u5728\u7684\u5371\u5bb3\u3002<\/p>\n
\u6211\u5e76\u4e0d\u662f\u8bf4\u6ca1\u6709\u5371\u5bb3\u5b58\u5728\uff0c\u786e\u5b9e\u6709\u4e00\u4e9b\u4e0d\u826f\u5206\u5b50\u5229\u7528\u5f00\u6e90\u6280\u672f\uff0c\u4f46\u603b\u4f53\u4e0a\uff0c\u6bcf\u5f53\u6709\u4eba\u8bf4\u201c\u6211\u7684\u6280\u672f\u592a\u5371\u9669\u4e86\u201d\uff0c\u901a\u5e38\u8fc7\u4e0d\u4e86\u591a\u4e45\u5c31\u4f1a\u6709\u5f00\u6e90\u7248\u672c\u51fa\u73b0\uff0c\u800c\u5f00\u6e90\u5e26\u6765\u7684\u597d\u5904\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u6f5c\u5728\u7684\u5371\u5bb3\u3002<\/p>\n
\u4ee5 Llama 3 \u4e3a\u4f8b\uff0c\u6700\u521d\u7684\u7248\u672c\u6709\u4e00\u4e2a\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\uff0c\u4f46\u56e0\u4e3a\u5b83\u662f\u5f00\u6e90\u7684\uff0c\u73b0\u5728\u5f00\u53d1\u8005\u5df2\u7ecf\u4fee\u6539\u4e86 Llama 3\uff0c\u6269\u5c55\u4e86\u5b83\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u3002\u6211\u4eec\u65e0\u6cd5\u5728\u5c01\u95ed\u6a21\u578b\u4e2d\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u6240\u4ee5\u5f00\u6e90\u521b\u65b0\u7684\u529b\u91cf\u975e\u5e38\u5f3a\u5927\u3002\u6211\u4eec\u73b0\u5728\u80fd\u591f\u4ee5\u975e\u5e38\u4f4e\u7684\u6210\u672c\u63d0\u4f9b\u8fd9\u79cd\u6050\u60e7\u611f\uff0c\u8fd9\u662f\u5f00\u6e90\u5e26\u6765\u4e86\u5927\u91cf\u7684\u521b\u65b0\u3002<\/p>\n
Brett Winton<\/p>\n
Llama \u5f00\u6e90\u7684\u5546\u4e1a\u903b\u8f91\u5e76\u4e0d\u795e\u79d8\u3002\u5b9e\u9645\u4e0a\uff0c\u6211\u770b\u5230 Meta \u5728\u5f00\u53d1 PyTorch \u65f6\u4e5f\u91c7\u53d6\u4e86\u7c7b\u4f3c\u7684\u7b56\u7565\u3002Meta \u610f\u8bc6\u5230\u81ea\u5df1\u9700\u8981\u4e00\u4e2a\u5f00\u6e90\u7684\u5e73\u53f0\u6765\u6784\u5efa\u4e1a\u52a1\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u7ade\u4e89\u5bf9\u624b\u7684\u4e13\u6709\u5e73\u53f0\uff0c\u6bd4\u5982 TensorFlow \u3002<\/p>\n
Andrew Ng<\/p>\n
\u662f\u7684\uff0c Meta \u5bf9\u4f9d\u8d56\u5176\u4ed6\u5e73\u53f0\u7684\u654f\u611f\u6027\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002\u4f8b\u5982\uff0c\u5f53 iOS \u66f4\u6539\u5176\u9690\u79c1\u89c4\u5219\u65f6\uff0c\u8fd9\u4f1a\u5f71\u54cd Meta \u7684\u4e1a\u52a1\uff0c\u56e0\u4e3a iOS \u662f\u4e00\u4e2a\u4e13\u6709\u5e73\u53f0\u3002<\/p>\n
\u5f53\u6211\u7684\u524d\u56e2\u961f\u5728 Google Brain \u5f00\u53d1 TensorFlow \u65f6\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u96c7\u4f63\u4e86 Reggie Monger\uff0c\u4ed6\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u9886\u5bfc\u8005\uff0c\u8d1f\u8d23\u5f00\u53d1 TensorFlow \u3002<\/p>\n
Reggie \u548c\u6211\u90fd\u662f\u51fa\u8272\u7684\u5de5\u7a0b\u5e08\uff0c\u5f53\u4f60\u610f\u8bc6\u5230\u4e3b\u6d41\u7684\u6df1\u5ea6\u5b66\u4e60\u5f00\u53d1\u5e73\u53f0\u53ef\u80fd\u4f1a\u88ab\u7ade\u4e89\u5bf9\u624b\u7684\u4e13\u6709\u5e73\u53f0\u63a7\u5236\u65f6\uff0c Meta \u7684\u505a\u6cd5\u975e\u5e38\u806a\u660e\u3002<\/p>\n
Meta \u6ca1\u6709\u8bd5\u56fe\u62e5\u6709\u8fd9\u4e2a\u5e73\u53f0\uff0c\u800c\u662f\u521b\u5efa\u4e86\u5f00\u6e90\u7684 PyTorch \uff0c\u968f\u540e\u5b83\u83b7\u5f97\u4e86\u5927\u91cf\u7684\u52a8\u80fd\uff0c\u5e76\u4e14\u5927\u5927\u964d\u4f4e\u4e86\u88ab\u5176\u4ed6\u4eba\u63a7\u5236\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\u7684\u98ce\u9669\u3002<\/p>\n
\u7531\u4e8e Meta \u5e76\u6ca1\u6709\u8fd0\u8425\u5927\u578b\u4e91\u4e1a\u52a1\uff0c\u56e0\u6b64\u5b83\u53ea\u9700\u8981\u4e00\u4e2a\u5f00\u6e90\u7684\u5e73\u53f0\u6765\u6784\u5efa\u793e\u4ea4\u7f51\u7edc\u548c\u901a\u4fe1\u4e1a\u52a1\u3002<\/p>\n
\u4ece\u5546\u4e1a\u89d2\u5ea6\u6765\u770b\uff0c Meta \u786e\u4fdd\u6709\u4e00\u4e2a\u5f00\u6e90\u7684\u57fa\u7840\u6a21\u578b\u548c\u751f\u6001\u7cfb\u7edf\u662f\u975e\u5e38\u7406\u6027\u7684\uff0c\u56e0\u4e3a\u8fd9\u6837\u4e00\u6765\uff0c Meta \u5c31\u53ef\u4ee5\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u6784\u5efa\uff0c\u800c\u4e0d\u5fc5\u62c5\u5fc3\u4f9d\u8d56\u4e8e\u5c01\u95ed\u7684\u5e73\u53f0\uff0c\u6bd4\u5982 iOS \u53ef\u80fd\u5728\u67d0\u4e2a\u65f6\u5019\u6539\u53d8\u89c4\u5219\u3002<\/p>\n
\u56e0\u4e3a Meta \u6ca1\u6709\u8fd0\u8425\u5927\u578b\u4e91\u670d\u52a1\uff0c\u6240\u4ee5\u5b83\u6ca1\u6709\u52a8\u673a\u4fdd\u6301\u5c01\u95ed\u72b6\u6001\u4ee5\u9500\u552e API \u8c03\u7528\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u7406\u6027\u7684\u5546\u4e1a\u51b3\u7b56\u3002\u4f46\u8fd9\u4e5f\u4e0d\u5f71\u54cd\u6211\u4eec\u5bf9 Meta \u5f00\u6e90\u8fd9\u4e00\u5b9d\u8d35\u4e3e\u52a8\u7684\u611f\u6fc0\u4e4b\u60c5\uff0c\u5373\u4f7f\u5b83\u80cc\u540e\u6709\u7740\u975e\u5e38\u5408\u7406\u7684\u5546\u4e1a\u6a21\u5f0f\u3002<\/p>\n
Brett Winton<\/p>\n
\u4f60\u8ba4\u4e3a\u5bf9\u4e8e AI \u5e94\u7528\u516c\u53f8\u6765\u8bf4\uff0c\u6bd4\u5982\u67d0\u5bb6\u516c\u53f8\u5982\u679c\u8bbe\u8ba1\u7684\u80fd\u529b\u6c34\u5e73\u8fbe\u5230\u4e86 GPT-4 \u7684\u6c34\u5e73\uff0c\u90a3\u4e48\u4ed6\u4eec\u5176\u5b9e\u53ef\u80fd\u662f\u5728\u72af\u4e00\u4e2a\u5927\u9519\uff0c\u56e0\u4e3a\u6211\u4eec\u5f88\u5feb\u5c31\u4f1a\u6709\u66f4\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u4e5f\u8bb8\u5c31\u5728\u4eca\u5e74\u6216\u660e\u5e74\u3002<\/p>\n
\u90a3\u4e48\uff0c\u4f60\u662f\u5426\u9884\u89c1\u5230\u8fd9\u6837\u7684\u6218\u7565\u683c\u5c40\uff1aOpenAI \u63a8\u51fa\u975e\u5e38\u6709\u610f\u4e49\u7684\u8fdb\u6b65\uff0c\u7136\u540e\u5176\u4ed6\u516c\u53f8\u5927\u7ea6\u516d\u4e2a\u6708\u540e\u624d\u8ddf\u4e0a\uff1f\u5728 AI \u5e94\u7528\u65b9\u9762\uff0c\u8fd9\u79cd\u6280\u672f\u8fdb\u6b65\u7684\u901f\u5ea6\u662f\u5426\u4f1a\u6539\u53d8\u4f60\u5bf9\u53ef\u80fd\u5177\u6709\u5546\u4e1a\u5316\u6f5c\u529b\u7684 AI \u5e94\u7528\u7684\u770b\u6cd5\u6216\u505a\u6cd5\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u542c\u8d77\u6765\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9886\u5bfc\u8005\uff0c\u81ea\u4ece\u4ed6\u8fd8\u662f\u672c\u79d1\u751f\u65f6\uff0c\u6211\u5c31\u8ba4\u8bc6\u4ed6\u4e86\u3002\u4ed6\u5f53\u65f6\u5728\u6211\u7236\u4eb2\u7684\u5b9e\u9a8c\u5ba4\u5de5\u4f5c\uff0c\u5f88\u4e45\u4ee5\u524d\u7684\u4e8b\u4e86\u3002\u6211\u975e\u5e38\u5c0a\u91cd OpenAI \u7684\u4e00\u70b9\u662f\uff0c\u4ed6\u4eec\u5728\u63a8\u52a8 AI \u65b9\u9762\u975e\u5e38\u79ef\u6781\u8fdb\u53d6\u3002\u4ed6\u4eec\u786e\u5b9e\u5f88\u5927\u80c6\uff0c\u505a\u51fa\u4e86\u5f88\u591a\u8d4c\u6ce8\u3002<\/p>\n
\u5f53\u4f60\u8fd9\u6837\u505a\u65f6\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u6bcf\u4e00\u4e2a\u8d4c\u6ce8\u90fd\u4f1a\u6210\u529f\uff0c\u4f46\u53ea\u9700\u8981\u5c11\u6570\u51e0\u4e2a\u6210\u529f\u7684\u8d4c\u6ce8\uff0c\u4f60\u5c31\u53ef\u4ee5\u53d6\u5f97\u5de8\u5927\u7684\u6210\u679c\u3002\u6240\u4ee5 OpenAI \u786e\u5b9e\u5728\u505a\u5f88\u591a\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/p>\n
\u6211\u4e0d\u60f3\u731c\u6d4b\u4ed6\u4eec\u6240\u6709\u7684\u8ba1\u5212\uff0c\u4f46\u6211\u786e\u5b9e\u8ba4\u4e3a\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u6211\u5f88\u671f\u5f85\u770b\u5230 GPT-5 \u7684\u53d1\u5e03\uff0c\u6211\u786e\u4fe1\u5b83\u5c06\u6bd4 GPT-4 \u66f4\u5f3a\u5927\u5f97\u591a\u3002\u4f46\u6211\u4e5f\u76f8\u4fe1\uff0cGPT-5 \u4ecd\u7136\u4f1a\u6709\u5f88\u591a\u4e8b\u60c5\u505a\u4e0d\u5230\uff0c\u5f88\u591a\u5176\u4ed6\u5e94\u7528\u4ecd\u7136\u9700\u8981\u5728\u5b83\u4e4b\u4e0a\u6784\u5efa\u3002<\/p>\n
\u6211\u7684\u56e2\u961f\u505a\u4e86\u4e00\u4e2a\u5c0f\u7814\u7a76\uff0c\u8868\u660e\u5728\u7f16\u7801\u95ee\u9898\u4e0a\u4f7f\u7528 GPT-3.5 \u4e0e\u4f7f\u7528 \u00a0Agentic Workflow \u7684 GPT-4 \u76f8\u6bd4\uff0c GPT-3.5 \u7684\u8868\u73b0\u5176\u5b9e\u66f4\u597d\u3002\u6240\u4ee5\u867d\u7136\u4ece GPT-3.5 \u5230 GPT-4 \u7684\u8fdb\u6b65\u975e\u5e38\u4ee4\u4eba\u5174\u594b\uff0c\u4f46\u4f7f\u7528 Agentic Workflow \u5e26\u6765\u7684\u6539\u8fdb\u5b9e\u9645\u4e0a\u8d85\u8fc7\u4e86\u8fd9\u4e2a\u8fdb\u6b65\u3002<\/p>\n
\u6211\u975e\u5e38\u4e50\u89c2\u5730\u8ba4\u4e3a\uff0c\u4e0d\u7ba1\u662f GPT-5 \u8fd8\u662f Gemini 2\uff0c\u5f53\u5b83\u4eec\u53d1\u5e03\u65f6\uff0c\u6211\u90fd\u5f88\u671f\u5f85\u5b83\u4eec\u7684\u8868\u73b0\uff0c\u4f46\u6211\u4e5f\u76f8\u4fe1\uff0c\u73b0\u6709\u6a21\u578b\u7684 Agentic Workflow \u548c\u5176\u4ed6\u521b\u65b0\u4ecd\u7136\u80fd\u5728\u89e3\u51b3\u975e\u5e38\u6709\u4ef7\u503c\u7684\u4e1a\u52a1\u95ee\u9898\u548c\u5e94\u7528\u95ee\u9898\u4e0a\u8d70\u5f97\u5f88\u8fdc\u3002<\/p>\n
Charlie Roberts<\/p>\n
\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c Andrew \uff0c\u6211\u8bb0\u5f97\u4f60\u591a\u5e74\u6765\u5bf9\u533b\u7597\u4fdd\u5065\u975e\u5e38\u611f\u5174\u8da3\uff0c\u6211\u76f8\u4fe1\u4f60\u5bb6\u91cc\u4e5f\u6709\u533b\u5b66\u80cc\u666f\u7684\u4eba\u3002<\/p>\n
Mustafa Suleyman \u5728\u4ed6\u7684\u4e66\u300a Becoming Human \u300b\u4e2d\u63d0\u5230\u4e86\u4ed6\u5bf9\u73b0\u4ee3\u56fe\u7075\u6d4b\u8bd5\u7684\u770b\u6cd5\uff0c\u4ed6\u4e3e\u7684\u4f8b\u5b50\u662f\uff0c\u5982\u679c\u4f60\u80fd\u7ed9\u4e00\u4e2a Agentic \u7cfb\u7edf 10 \u4e07\u7f8e\u5143\uff0c\u5e76\u8ba9\u5b83\u751f\u6210 100 \u4e07\u7f8e\u5143\u7684\u5e74\u6536\u5165\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u4ee4\u4eba\u60ca\u53f9\u7684\u6210\u5c31\uff0c\u6bd4\u5982\u5b83\u9700\u8981\u53bb\u8bbe\u7acb\u4e00\u5bb6\u516c\u53f8\uff0c\u7f16\u5199\u8425\u9500\u8ba1\u5212\uff0c\u5e76\u5f00\u59cb\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u3002<\/p>\n
\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7\uff0c\u65e0\u8bba\u662f\u5728\u533b\u7597\u9886\u57df\u8fd8\u662f\u5176\u4ed6\u9886\u57df\uff0c\u6709\u6ca1\u6709\u4e00\u4e2a\u73b0\u4ee3\u7248\u7684\u56fe\u7075\u6d4b\u8bd5\u662f\u4f60\u5e0c\u671b\u770b\u5230\u7684\uff0c\u53ef\u80fd\u5728\u4e0d\u4e45\u7684\u5c06\u6765 Agentic \u7cfb\u7edf\u80fd\u8fbe\u5230\u7684\u76ee\u6807\uff1f<\/p>\n
Andrew Ng<\/p>\n
AI \u548c\u4eba\u7c7b\u667a\u80fd\u662f\u975e\u5e38\u4e0d\u540c\u7684\u3002\u4e24\u8005\u90fd\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u6211\u4eec\u603b\u662f\u8bd5\u56fe\u5c06 AI \u4e0e\u4eba\u7c7b\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5\u8fdb\u884c\u6bd4\u8f83\uff0c\u8fd9\u6ca1\u4ec0\u4e48\u574f\u5904\uff0c\u4f46\uff0c\u7531\u4e8e\u4eba\u7c7b\u667a\u80fd\u5982\u6b64\u72ec\u7279\uff0c\u5b9e\u9645\u4e0a\u5f88\u96be\u8ba9 AI \u505a\u6240\u6709\u4eba\u7c7b\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n
\u5f53\u7136\uff0c\u6211\u4eec\u5e0c\u671b AI \u80fd\u591f\u505a\u5230\uff0c\u5e0c\u671b\u6211\u4eec\u6709\u751f\u4e4b\u5e74\u80fd\u770b\u5230\u8fd9\u4e00\u5929\u7684\u5230\u6765\uff0c\u4f46\u5373\u4f7f\u5728\u6211\u4eec\u8bd5\u56fe\u8ba9 AI \u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u4e4b\u524d\uff0c AI \u5df2\u7ecf\u80fd\u591f\u5728\u5f88\u591a\u9886\u57df\u8fdc\u8fdc\u8d85\u8d8a\u4efb\u4f55\u4e00\u4e2a\u6d3b\u7740\u7684\u4eba\u7c7b\uff0c\u8fd9\u672c\u8eab\u5c31\u5177\u6709\u5de8\u5927\u7684\u4ef7\u503c\u3002<\/p>\n
\u6240\u4ee5\u6211\u66f4\u5173\u6ce8\u7684\u662f\u4e00\u6b65\u6b65\u7684\u8fdb\u5c55\uff0c\u8fd9\u79cd\u8fdb\u5c55\u6b63\u5728\u975e\u5e38\u8fc5\u901f\u5730\u53d1\u751f\uff0c\u8fd9\u4e2a\u8fdb\u5c55\u5305\u62ec AI \u80fd\u591f\u505a\u7684\u4e8b\u60c5\u7684\u8303\u56f4\uff0c\u4ee5\u53ca\u5404\u4e2a\u884c\u4e1a\u7684\u5e94\u7528\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u8bd5\u56fe\u8fbe\u5230\u67d0\u79cd\u7c7b\u4f3c\u56fe\u7075\u6d4b\u8bd5\u7684\u6807\u51c6\u3002\u5f53\u7136\uff0c\u5bf9\u4e8e\u7814\u7a76\u4eba\u5458\u6765\u8bf4\uff0c\u8fd9\u6837\u7684\u6d4b\u8bd5\u4e5f\u662f\u5f88\u597d\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n
Brett Winton<\/p>\n
\u6700\u7ec8\u6765\u8bf4\uff0c\u57fa\u51c6\u6d4b\u8bd5\u6709\u7528\u4e4b\u5904\u5728\u4e8e\u5b83\u4eec\u80fd\u591f\u6307\u793a\u67d0\u79cd\u53ef\u4ee5\u5546\u4e1a\u5316\u5e76\u5927\u89c4\u6a21\u5e94\u7528\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u8fd9\u6837\u624d\u80fd\u53d8\u5f97\u771f\u6b63\u6709\u610f\u4e49\u548c\u73b0\u5b9e\u5316\u3002\u800c\u4f60\u975e\u5e38\u4e13\u6ce8\u4e8e\u5c06 AI \u5e26\u5165\u5e02\u573a\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n
\u4f60\u5bf9\u8bed\u8a00\u751f\u6210\u4e4b\u5916\u7684\u5e94\u7528\u6709\u4f55\u770b\u6cd5\uff1f\u4f60\u600e\u4e48\u770b\u5f85\u8bed\u8a00\u4ee5\u5916\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u673a\u5668\u4eba\u6280\u672f\u3001\u81ea\u52a8\u9a7e\u9a76\u51fa\u79df\u8f66\u548c\u533b\u7597\u9886\u57df\uff1f\u4f60\u5bf9\u8fd9\u4e9b\u9886\u57df\u7684\u8fdb\u5c55\u901f\u5ea6\u6709\u4f55\u671f\u5f85\uff0c\u4f60\u8ba4\u4e3a\u8fd9\u4e9b\u662f\u503c\u5f97\u5173\u6ce8\u7684\u9886\u57df\u5417\uff1f<\/p>\n
Andrew Ng<\/p>\n
\u6211\u4eec\u6b63\u5728\u671d\u7740\u90a3\u4e2a\u65b9\u5411\u524d\u8fdb\u3002\u6587\u672c\u9769\u547d\u9996\u5148\u901a\u8fc7 LLM \u5230\u6765\uff0c\u4f46\u6211\u770b\u5230\u56fe\u50cf\u5904\u7406\u9769\u547d\u4e5f\u5c06\u968f\u540e\u5230\u6765\u3002\u6211\u6307\u7684\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u56fe\u50cf\uff0c\u800c\u662f\u5206\u6790\u56fe\u50cf\u3002<\/p>\n
\u6bd4\u5982\uff0cLandingAI \u6b63\u5728\u8fdb\u884c\u5173\u4e8e\u5927\u578b\u89c6\u89c9\u6a21\u578b\u7684\u5de5\u4f5c\uff0c\u5728\u672a\u6765\u5f88\u77ed\u7684\u51e0\u5e74\u5185\uff0c\u6211\u4eec\u5c06\u5728 AI \u5206\u6790\u56fe\u50cf\u7684\u80fd\u529b\u4e0a\u53d6\u5f97\u5f88\u5927\u8fdb\u5c55\u3002\u4e0d\u4ec5\u4ec5\u662f\u6587\u672c\u5206\u6790\uff0c\u56fe\u50cf\u5206\u6790\u4e5f\u4f1a\u8fc5\u901f\u53d1\u5c55\u3002<\/p>\n
\u81f3\u4e8e\u5e94\u7528\u548c AI Fund \u6240\u6d89\u53ca\u7684\u9886\u57df\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u8bd5\u56fe\u4fdd\u6301\u884c\u4e1a\u4e2d\u7acb\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91cd\u65b0\u8bbe\u8ba1\u4e86\u6211\u4eec\u7684\u6218\u7565\uff0c\u76ee\u7684\u662f\u901a\u8fc7\u89c6\u89c9\u8868\u8fbe AI \u6280\u672f\u3002\u6211\u4eec\u77e5\u9053 AI \u7684\u80fd\u4e0e\u4e0d\u80fd\uff0c\u4f46\u7531\u4e8e AI \u662f\u4e00\u79cd\u901a\u7528\u6280\u672f\uff0c\u9002\u7528\u4e8e\u533b\u7597\u4fdd\u5065\u3001\u91d1\u878d\u670d\u52a1\u3001\u7269\u6d41\u3001\u6559\u80b2\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u6211\u4eec\u65e0\u6cd5\u540c\u65f6\u638c\u63e1\u6216\u5173\u6ce8\u6240\u6709\u8fd9\u4e9b\u9886\u57df\u3002<\/p>\n
\u56e0\u6b64\uff0c\u6211\u4eec\u5728 AI Fund \u4e2d\u7684\u7b56\u7565\u662f\uff0c\u6211\u4eec\u975e\u5e38\u559c\u6b22\u4e0e\u62e5\u6709\u4e13\u4e1a\u77e5\u8bc6\u7684\u4f01\u4e1a\u5408\u4f5c\uff0c\u8fd9\u4e9b\u4f01\u4e1a\u901a\u5e38\u662f\u6211\u4eec\u7684 LP\uff0c\u4e5f\u53ef\u80fd\u4e0d\u662fLP\u3002<\/p>\n
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\u6709\u8da3\u7684\u662f\uff0c\u6bcf\u5f53\u6211\u4eec\u4e0e\u5927\u578b\u516c\u53f8\u5408\u4f5c\u5e76\u8fdb\u884c\u5934\u8111\u98ce\u66b4\u65f6\uff0c\u6211\u4eec\u603b\u662f\u4f1a\u5f97\u5230\u6bd4\u6211\u4eec\u6216\u4ed6\u4eec\u80fd\u591f\u5b9e\u65bd\u7684\u60f3\u6cd5\u591a\u5f97\u591a\u7684\u521b\u610f\u3002\u521b\u610f\u7684\u6570\u91cf\u603b\u662f\u8ba9\u4eba\u65e2\u9ad8\u5174\u53c8\u70e6\u607c\uff0c\u56e0\u4e3a\u5b83\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u6211\u4eec\u80fd\u591f\u52a8\u7528\u7684\u8d44\u6e90\u3002<\/p>\n
Charlie Roberts<\/p>\n
\u4ece\u4f60\u5728 AI Fund \u4e2d\u7684\u7ecf\u9a8c\u548c\u4e0e\u5927\u578b\u4f01\u4e1a\u7684\u5bf9\u8bdd\u4e2d\uff0c\u4f60\u5bf9 AI \u7684\u5e94\u7528\u548c\u5546\u4e1a\u6848\u4f8b\u6709\u7740\u975e\u5e38\u6df1\u523b\u7684\u7406\u89e3\u3002<\/p>\n
\u5728\u672a\u6765\u4e94\u5e74\u5185\uff0c\u4f60\u8ba4\u4e3a\u5e02\u573a\u4e0a\u54ea\u4e9b\u5927\u95ee\u9898 AI \u53ef\u80fd\u4ecd\u65e0\u6cd5\u89e3\u51b3\uff1f\u53cd\u4e4b\uff0c\u54ea\u4e9b\u5927\u95ee\u9898\u53ef\u80fd\u4f1a\u56e0\u4e3a AI \u7684\u51fa\u73b0\u800c\u5b8c\u5168\u6d88\u5931\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u662f\u5e02\u573a\u6216\u5927\u4f17\u5c1a\u672a\u610f\u8bc6\u5230\u7684\uff1f<\/p>\n
Andrew Ng<\/p>\n
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\u867d\u7136\u5728\u6539\u53d8\u7269\u8d28\u914d\u7f6e\u65f6\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u7f13\u6162\u7684\u8fc7\u7a0b\uff0c\u4f46\u5f53\u6d89\u53ca\u5230\u6bd4\u7279\u548c\u53d8\u9769\u7ba1\u7406\u6d41\u7a0b\u65f6\uff0c\u6709\u65f6\u4ecd\u7136\u9700\u8981\u51e0\u5e74\u65f6\u95f4\u3002<\/p>\n
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