{"id":794541,"date":"2026-06-07T18:22:57","date_gmt":"2026-06-07T10:22:57","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=794541"},"modified":"2026-06-07T18:22:57","modified_gmt":"2026-06-07T10:22:57","slug":"%e5%af%b9%e8%af%9dgemini%e8%b4%9f%e8%b4%a3%e4%ba%ba%ef%bc%9a%e4%b8%8b%e4%b8%80%e4%bb%a3agi%e7%9a%84%e4%b8%89%e6%9d%a1%e4%b8%bb%e7%ba%bf%ef%bc%8c%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e8%b4%9f%e8%b4%a3","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=794541","title":{"rendered":"\u5bf9\u8bddGemini\u8d1f\u8d23\u4eba\uff1a\u4e0b\u4e00\u4ee3AGI\u7684\u4e09\u6761\u4e3b\u7ebf\uff0c\u4e16\u754c\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\uff0cAgent\u8d1f\u8d23\u884c\u52a8\uff0cMemory\u8d1f\u8d23\u8fdb\u5316"},"content":{"rendered":"<\/p>\n

\u8fd9\u671f\u5bf9\u8bdd\u7684\u5609\u5bbe\u662f Oriol Vinyals<\/strong>\uff0cGoogle DeepMind \u6838\u5fc3\u7814\u7a76\u8005\uff0c\u4e5f\u662f Gemini \u7684\u8054\u5408\u8d1f\u8d23\u4eba<\/strong>\u4e4b\u4e00\u3002\u4ed6\u548c Noam Shazeer\u3001Jeff Dean \u4e00\u8d77\uff0c\u7ad9\u5728 Google \u6700\u91cd\u8981\u6a21\u578b\u5de5\u7a0b\u7684\u4e2d\u5fc3\u4f4d\u7f6e\u3002<\/p>\n

\u5982\u679c\u8bf4 Google I\/O \u662f\u4e00\u6b21\u4ea7\u54c1\u5c42\u9762\u7684\u96c6\u4e2d\u4eae\u76f8\uff0c\u90a3\u4e48\u8fd9\u573a\u8bbf\u8c08\u66f4\u50cf\u662f\u4e00\u6b21\u6a21\u578b\u8def\u7ebf\u56fe\u7684\u201c\u5e55\u540e\u89e3\u5256\u201d\u3002Oriol \u8ba8\u8bba\u7684\u4e0d\u662f\u67d0\u4e2a\u529f\u80fd\u600e\u4e48\u4e0a\u7ebf\uff0c\u800c\u662f Gemini \u80cc\u540e\u771f\u6b63\u62bc\u6ce8\u7684\u51e0\u6761\u6280\u672f\u4e3b\u7ebf\uff1a\u591a\u6a21\u6001\u4f1a\u4e0d\u4f1a\u8fce\u6765\u81ea\u5df1\u7684 GPT \u65f6\u523b\uff0cWorld Model \u5982\u4f55\u4ece\u89c6\u9891\u751f\u6210\u8d70\u5411\u7269\u7406\u6a21\u62df\uff0cAgent \u80fd\u4e0d\u80fd\u4ece\u5de5\u5177\u8c03\u7528\u8fdb\u5316\u5230\u957f\u671f\u884c\u52a8\uff0cMemory \u662f\u5426\u4f1a\u6210\u4e3a Reasoning \u4e4b\u540e\u7684\u65b0\u8303\u5f0f\uff0c\u4ee5\u53ca Post Training \u548c RL \u4e0b\u4e00\u6b65\u5230\u5e95\u8be5\u5f80\u54ea\u91cc\u8d70\u3002<\/p>\n

1. \u4e16\u754c\u6a21\u578b\u4e0d\u662f\u201c\u66f4\u4f1a\u751f\u6210\u89c6\u9891\u201d\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u771f\u6b63\u7406\u89e3\u4e16\u754c\u3002Oriol \u8ba4\u4e3a\uff0c\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u628a\u4eba\u7c7b\u5199\u4e0b\u6765\u7684\u77e5\u8bc6\u5403\u5f97\u5dee\u4e0d\u591a\u4e86\uff0c\u4f46\u56fe\u50cf\u548c\u89c6\u9891\u91cc\u8fd8\u85cf\u7740\u53e6\u4e00\u79cd\u77e5\u8bc6\u3002AI \u5230\u73b0\u5728\u8fd8\u6ca1\u6709\u8fce\u6765\u771f\u6b63\u7684\u201c\u56fe\u50cf\u548c\u89c6\u9891 GPT \u65f6\u523b\u201d\u3002<\/strong><\/p>\n

2. Omni \u7684\u5173\u952e\u662f\u5b83\u5f00\u59cb\u50cf\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u4e16\u754c\u6e32\u67d3\u5668\u3002\u7528\u6237\u53ef\u4ee5\u7528\u8bed\u8a00\u6539\u53d8\u89c6\u9891\u91cc\u7684\u52a8\u4f5c\u3001\u573a\u666f\u548c\u72b6\u6001\uff0c\u8fd9\u610f\u5473\u7740\u89c6\u9891\u6a21\u578b\u6b63\u5728\u4ece\u5185\u5bb9\u5de5\u5177\uff0c\u8d70\u5411\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u548c\u4eff\u771f\u7cfb\u7edf\u7684\u5e95\u5c42\u80fd\u529b\u3002<\/strong><\/p>\n

3. \u673a\u5668\u4eba\u6700\u96be\u662f\u4f1a\u201c\u78b0\u4e1c\u897f\u201d\u3002\u6293\u53d6\u3001\u79fb\u52a8\u3001\u65bd\u529b\u3001\u89e6\u89c9\u53cd\u9988\uff0c\u8fd9\u4e9b\u4eba\u7c7b\u89c9\u5f97\u7406\u6240\u5f53\u7136\u7684\u52a8\u4f5c\uff0c\u5bf9\u6a21\u578b\u6765\u8bf4\u4ecd\u7136\u6781\u96be\u3002World Model \u8981\u771f\u6b63\u8fdb\u5165\u673a\u5668\u4eba\uff0c\u5fc5\u987b\u5148\u8865\u4e0a\u7269\u7406\u4ea4\u4e92\u7cbe\u5ea6\u8fd9\u4e00\u8bfe\u3002<\/strong><\/p>\n

4. Agent \u7684\u4e0b\u4e00\u6b65\u662f\u8ba9\u6a21\u578b\u81ea\u5df1\u642d\u7cfb\u7edf\u3002\u4eca\u5929\u7684 Agent \u8fd8\u4f9d\u8d56\u4eba\u7c7b\u5199\u597d\u7684 scaffolding\u3001\u591a Agent \u5206\u5de5\u548c\u4efb\u52a1\u6d41\u7a0b\u3002Oriol \u66f4\u6fc0\u8fdb\u7684\u5224\u65ad\u662f\uff0c\u672a\u6765\u6a21\u578b\u53ef\u80fd\u4f1a\u6839\u636e\u4efb\u52a1\u81ea\u52a8\u751f\u6210\u81ea\u5df1\u7684\u5de5\u5177\u94fe\u548c\u5b50 Agent\u3002<\/strong><\/p>\n

5. Memory \u53ef\u80fd\u662f Reasoning \u4e4b\u540e\u7684\u65b0\u8303\u5f0f\u3002\u6a21\u578b\u4e0d\u80fd\u53ea\u5728\u4e00\u6b21\u5bf9\u8bdd\u91cc\u806a\u660e\uff0c\u5b83\u8fd8\u8981\u8bb0\u5f97\u7528\u6237\u3001\u9879\u76ee\u3001\u4e0a\u4e0b\u6587\u548c\u8fc7\u53bb\u7684\u7ecf\u9a8c\u3002Oriol \u66f4\u770b\u597d\u201c\u4e2a\u4eba\u77e5\u8bc6\u5e93\/\u6587\u4ef6\u7cfb\u7edf\u5f0f\u8bb0\u5fc6\u201d\uff0c\u800c\u4e0d\u662f\u7ed9\u6bcf\u4e2a\u7528\u6237\u8bad\u7ec3\u4e00\u5957\u4e0d\u540c\u6743\u91cd\u3002<\/strong><\/p>\n

6. Post Training \u7684\u771f\u6b63\u76ee\u6807\uff0c\u4e0d\u662f\u628a\u6a21\u578b\u8bad\u7ec3\u6210\u6570\u5b66\u51a0\u519b\u6216\u7f16\u7a0b\u51a0\u519b\uff0c\u800c\u662f\u8bad\u7ec3\u51fa\u5143\u80fd\u529b\u3002\u4ed6\u6700\u5173\u5fc3\u7684\u662f\u6a21\u578b\u80fd\u5426\u5b66\u4e60\u65b0\u89c4\u5219\u3001\u9002\u5e94\u65b0\u73af\u5883\u3001\u4ece\u7ecf\u9a8c\u4e2d\u53d8\u5f3a\u3002\u8fd9\u6bd4\u67d0\u4e2a\u5782\u76f4\u4efb\u52a1\u7684\u5206\u6570\u66f4\u63a5\u8fd1\u667a\u80fd\u672c\u8eab\u3002<\/strong><\/p>\n

7. \u5bf9\u521b\u4e1a<\/a>\u516c\u53f8\u6765\u8bf4\uff0c\u62a4\u57ce\u6cb3\u662f\u6570\u636e\u3001\u8bc4\u4f30\u548c\u9886\u57df\u77e5\u8bc6\u5e93\u3002Oriol \u7684\u5224\u65ad\u662f\uff0c\u5982\u679c\u6ca1\u6709\u8d44\u6e90<\/a>\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\uff0c\u521b\u4e1a\u516c\u53f8\u4f9d\u7136\u53ef\u4ee5\u901a\u8fc7\u9ad8\u8d28\u91cf eval\u3001\u4e13\u6709\u6570\u636e\u548c\u6df1\u5ea6\u573a\u666f\u7406\u89e3\uff0c\u5efa\u7acb\u81ea\u5df1\u7684\u4f4d\u7f6e\u3002<\/strong><\/p>\n

8. AGI \u7684\u95e8\u69db\u6b63\u5728\u88ab\u4e0d\u65ad\u62ac\u9ad8\u3002Oriol \u76f4\u8a00\uff0c\u5982\u679c\u628a\u4eca\u5929\u7684\u6a21\u578b\u653e\u56de\u4e03\u5e74\u524d\uff0c\u5f88\u591a\u4eba\u53ef\u80fd\u5df2\u7ecf\u4f1a\u8bf4 AGI \u5230\u4e86\u3002\u4f46\u7ad9\u5728\u4eca\u5929\u770b\uff0c\u5b83\u8fd8\u7f3a\u5c11\u6700\u5173\u952e\u7684\u4e00\u5757\uff1a\u4ece\u771f\u5b9e\u7ecf\u9a8c\u4e2d\u6301\u7eed\u5b66\u4e60\u3002<\/strong><\/p>\n

\u4e16\u754c\u6a21\u578b\u7684\u591a\u6a21\u6001\u5b66\u4e60\u4e0e\u7eaf\u7cb9\u8fc1\u79fb\u7684\u6311\u6218<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>Oriol Vinyals\u662fGemini\u7684\u8054\u5408\u8d1f\u8d23\u4eba\uff0c\u4e0eNoam Shazeer\u548cJeff Dean\u4e00\u8d77\u3002\u4ed6\u5728AI\u9886\u57df\u6709\u7740\u975e\u51e1\u7684\u804c\u4e1a\u751f\u6daf\uff0c\u5728\u8fc7\u53bb\u5341\u5e74\u91cc\u5f15\u9886\u4e86\u8bb8\u591aDeep Learning\u7684\u7a81\u7834\u3002\u5728Google I\/O\u4e4b\u540e\u80fd\u548c\u4ed6\u5750\u4e0b\u6765\u804a\u804a\uff0c\u771f\u7684\u975e\u5e38\u6709\u8da3\u3002\u5982\u679c\u4f60\u4e00\u76f4\u5728\u5173\u6ce8Google I\/O\uff0c\u4ed6\u4eec\u57fa\u672c\u4e0a\u5728AI\u7684\u8bb8\u591a\u6709\u8da3\u9886\u57df\u90fd\u63a8\u51fa\u4e86\u4e00\u7cfb\u5217\u4ea7\u54c1\u3002\u6240\u4ee5Oriol\u548c\u6211\u90fd\u804a\u5230\u4e86\u3002\u6211\u4eec\u8ba8\u8bba\u4e86Multimodal Models\u8fdb\u4e00\u6b65\u8fdb\u5c55\u9700\u8981\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5982\u4f55\u8ba9\u8fd9\u4e9bWorld Models\u771f\u6b63\u53ef\u7528\u3002\u6211\u4eec\u8ba8\u8bba\u4e86Memory\u7684\u589e\u957f\u548cMemory\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u53ca\u672a\u6765\u51e0\u5e74\u8fd9\u4e9b\u8fdb\u5c55\u5c06\u5982\u4f55\u5448\u73b0Reasoning\u7684\u5f62\u6001\uff0c\u8fd8\u6709Oriol\u8ba4\u4e3a\u7684\u524d\u8fdb\u9053\u8def\u3002\u6211\u4eec\u8fd8\u63a2\u8ba8\u4e86Scaffolding\u7684\u73b0\u72b6\uff0c\u5f00\u53d1\u8005\u4eec\u6b63\u5728\u6784\u5efa\u4ec0\u4e48\uff0c\u4ee5\u53caOriol\u8ba4\u4e3a\u4ec0\u4e48\u4f1a\u6301\u7eed\u4e0b\u53bb\u3002\u80fd\u591f\u628a\u521b\u59cb\u4eba\u548c\u6295\u8d44<\/a>\u8005\u4eec\u6b63\u5728\u601d\u8003\u7684\u6240\u6709\u9876\u7ea7\u95ee\u9898\uff0c\u4e00\u80a1\u8111\u513f\u629b\u7ed9Oriol\uff0c\u8fd9\u771f\u7684\u592a\u6709\u8da3\u4e86\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u5927\u5bb6\u4f1a\u975e\u5e38\u559c\u6b22\u8fd9\u573a\u5bf9\u8bdd\u3002\u8bdd\u4e0d\u591a\u8bf4\uff0c\u6709\u8bf7\u4ed6\u2014\u2014Oriol\uff0c\u975e\u5e38\u611f\u8c22\u4f60\u6765\u4e0a\u64ad\u5ba2\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u5f88\u9ad8\u5174\u6765\u5230\u8fd9\u91cc\uff0cJacob\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u975e\u5e38\u9ad8\u5174\u80fd\u8bf7\u5230\u4f60\u3002\u5728I\/O\u5927\u4f1a\u540e\u7684\u7b2c\u4e8c\u5929\uff0c\u6211\u77e5\u9053\u4e00\u5207\u90fd\u5f88\u5fd9\u788c\uff0c\u4f46\u6211\u5bf9\u8fd9\u6b21\u91c7\u8bbf\u4e00\u76f4\u975e\u5e38\u671f\u5f85\uff0c\u56e0\u4e3a\u4f60\u662f\u5f53\u4eca\u6700\u76f4\u63a5\u5851\u9020\u6a21\u578b\u524d\u6cbf\u7684\u4eba\u4e4b\u4e00\u3002\u4f60\u5728Google\u7684\u5de5\u4f5c\uff0c\u663e\u7136\u5728\u6628\u5929I\/O\u53d1\u5e03\u7684\u90a3\u4e9b\u4e1c\u897f\u91cc\uff0c\u51e0\u4e4e\u89e6\u53ca\u4e86\u4eba\u4eec\u76ee\u524d\u5728\u8be5\u9886\u57df\u601d\u8003\u7684\u6240\u6709\u4e3b\u9898\uff0c\u6db5\u76d6\u4e86\u8fd9\u4e9b\u4ea7\u54c1\u548c\u6a21\u578b\u7684\u53d1\u5c55\u65b9\u5411\u3002\u6240\u4ee5\u6211\u89c9\u5f97\uff0c\u6211\u4eec\u4eca\u5929\u7684\u76ee\u6807\u5c31\u662f\u804a\u804a\u8fd9\u4e9b\u516c\u544a\u80cc\u540e\u7684\u7814\u7a76\uff0c\u8fd9\u4e00\u5207\u5c06\u8d70\u5411\u4f55\u65b9\uff0c\u6bd4\u5982RL\u548cPost Training\u7684\u672a\u6765\u8def\u5f84\uff0c\u4ee5\u53ca\u4f60\u5bf9\u4e8e\u6574\u4e2a\u9886\u57df\u7684\u770b\u6cd5\u3002\u6211\u60f3\u5148\u4eceWorld Models\u5f00\u59cb\uff0c\u56e0\u4e3a\u6211\u8ba4\u4e3a\u90a3\u90e8\u5206\u662f\u6628\u5929\u53d1\u5e03\u4e2d\u975e\u5e38\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u4e00\u73af\uff0c\u540c\u65f6\u4e5f\u662fGoogle\u4e0e\u4e1a\u5185\u5176\u4ed6\u516c\u53f8\u76f8\u5f53\u4e0d\u540c\u7684\u5730\u65b9\u3002\u6240\u4ee5\uff0c\u4f60\u4eec\u6628\u5929\u5728Omni\u4e2d\u663e\u7136\u4ea4\u4ed8\u4e86\u8fd9\u4e2a\u6781\u5176\u4ee4\u4eba\u60ca\u53f9\u7684World Model\u3002\u800c\u4e14\uff0c\u6211\u8bb0\u5f97Demis\u66fe\u591a\u6b21\u8c08\u5230\u5c06World Models\u89c6\u4e3a\u901a\u5f80AGI\u7684\u4e00\u6761\u8def\u5f84\u3002\u8fd9\u5f88\u6709\u8da3\uff0c\u5bf9\u5427\uff1f\u5176\u4ed6\u5b9e\u9a8c\u5ba4\u4f3c\u4e4e\u66f4\u4e13\u6ce8\u4e8e\u4ee3\u7801\u548c\u5b9e\u73b0Recursive Self-Improvement\u3002\u6240\u4ee5\u6211\u60f3\u77e5\u9053\uff0c\u8fd9\u79cd\u63cf\u8ff0\u662f\u5426\u516c\u5141\uff0c\u4ee5\u53ca\u4f60\u4e3a\u4ec0\u4e48\u8ba4\u4e3a\u4f60\u548c\u4f60\u7684\u56e2\u961f\u4ee5\u53caGoogle\u4f1a\u6709\u70b9\u72ec\u7279\u5730\u805a\u7126\u5728\u8fd9\u4e2aWorld Model\u9886\u57df\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u9996\u5148\uff0c\u6211\u60f3\u7f16\u7801\u6216\u8005\u8bf4\u81ea\u6211\u6539\u8fdb\u7684\u8fd9\u4e2a\u89d2\u5ea6\uff0c\u5b83\u662f\u5728\u4e00\u4e2a\u6709\u70b9\u4e0d\u540c\u7684\u5c42\u9762\u4e0a\u3002\u4f60\u5f53\u7136\u53ef\u4ee5\u4e5f\u76f8\u4fe1\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u91cd\u65b0\u7f16\u7a0b\u548c\u6539\u8fdb\u5b83\u4eec\u81ea\u5df1\u3002\u800c\u4e14\u8fd9\u4e5f\u662f\u6211\u76ee\u524d\u5b9e\u9645\u4e0a\u76f8\u5f53\u79ef\u6781\u5728\u505a\u7684\u4e8b\u60c5\u3002\u4f46\u63a5\u4e0b\u6765\uff0c\u5b83\u4eec\u8981\u6539\u8fdb\u7684\u90a3\u4e2a\u6a21\u578b\u5bf9\u8c61\uff0c\u65e0\u8bba\u662fMultimodal\u4e14\u66f4\u63a5\u8fd1\u7684\uff0c\u8fd8\u662f\u6211\u4eec\u6240\u8bf4\u7684World Model\uff0c\u751a\u81f3\u5982\u4f55\u5b9a\u4e49\u5b83\u90fd\u6709\u70b9\u62bd\u8c61\u3002\u81ea\u4ece\u4e00\u5f00\u59cb\uff0c\u8fdc\u5728Gemini\u9879\u76ee\u542f\u52a8\u4e4b\u524d\uff0c\u6211\u4eec\u5c31\u4e0d\u4ec5\u5728\u505a\u8bed\u8a00\uff0c\u8fd8\u5728\u505a\u7406\u89e3\u89c6\u89c9\u4e16\u754c\uff0c\u4ee5\u53ca\u5728\u89c6\u89c9\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u4e0a\u4e0b\u6587\u4e2d\u5bf9\u8bcd\u8bed\u8fdb\u884c\u8054\u5408\u5efa\u6a21\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u90e8\u5206\u4e00\u76f4\u662fGemini\u4ee5\u53ca\u66f4\u65e9\u6211\u4eec\u7814\u7a76\u7684\u6838\u5fc3\u3002\u800c\u6211\u8ba4\u4e3a\u4e5f\u8bb8\u63cf\u8ff0\u5b83\u7684\u4e00\u79cd\u65b9\u5f0f\u662f\uff0c\u8bed\u8a00\u663e\u7136\u5305\u542b\u4e86\u6211\u4eec\u5173\u4e8e\u4e16\u754c\u6240\u4e66\u5199\u7684\u6d77\u91cf\u96c6\u4f53\u4fe1\u606f\u3002\u8fd9\u663e\u7136\u5e26\u6765\u4e86\u5de8\u5927\u7684\u56de\u62a5\uff0c\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u6211\u4eec\u5df2\u7ecf\u628a\u6240\u6709\u88ab\u4e66\u5199\u4e0b\u6765\u7684\u77e5\u8bc6\uff0c\u4ee5\u53ca\u6b63\u5728\u88ab\u4e66\u5199\u4e0b\u6765\u7684\u77e5\u8bc6\uff0c\u84b8\u998f\u5230\u4e86\u8fd9\u4e9b\u6743\u91cd\u4e4b\u4e2d\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u4eec\u628a\u5b83\u5168\u90fd\u653e\u5230\u4e92\u8054\u7f51\u4e0a\u4e86\uff0c\u8fd9\u786e\u5b9e\u5f88\u65b9\u4fbf\uff0c\u5bf9\u5427\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6ca1\u9519\u3002\u800c\u4e14\u8fd8\u6709\u7528\u6237\u5e26\u6765\u7684\u6548\u5e94\uff0c\u5bf9\u5427\uff1f\u8fd9\u663e\u7136\u4e5f\u5b58\u5728\u98de\u8f6e\u6548\u5e94\uff0c\u4f46\u4e0e\u6b64\u540c\u65f6\uff0c\u89c6\u9891\u548c\u56fe\u50cf\u4e2d\u8574\u542b\u7740\u5927\u91cf\u7684\u77e5\u8bc6\u3002\u6211\u8981\u8bf4\u7684\u662f\uff0c\u8fd9\u79cd\u60c5\u51b5\u6709\u70b9\u5df2\u7ecf\u53d1\u751f\u4e86\uff0c\u4f46\u53ea\u662f\u6084\u7136\u53d1\u751f\u3002\u6211\u8ba4\u4e3a\u53ef\u80fd\u4f1a\u6709\u4e00\u4e2a\u91cd\u5927\u65f6\u523b\uff0c\u90a3\u5c31\u662f\u4f60\u5c06\u5982\u4f55\u63d0\u53d6\u90a3\u4e9b\u5982\u679c\u4f60\u770b\u8fc7\u6240\u6709\u89c6\u9891\u548c\u56fe\u50cf\u5c31\u80fd\u83b7\u5f97\u7684\u77e5\u8bc6\uff0c\u8fd9\u4e9b\u89c6\u9891\u548c\u56fe\u50cf\u6211\u4eec\u5f53\u7136\u5df2\u7ecf\u5728\u8bad\u7ec3\u6df7\u5408\u6570\u636e\u4e2d\u4f7f\u7528\u4e86\u3002\u4f46\u8fd9\u79cd\u77e5\u8bc6\u80fd\u5426\u4ee5\u67d0\u79cd\u65b9\u5f0f\u4e3a\u8bed\u8a00\u90e8\u5206\u589e\u52a0\u4ef7<\/a>\u503c\u548c\u6548\u7387\u5462\uff1f\u6211\u8ba4\u4e3a\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u4e00\u79cd\u5efa\u8bbe\u6027\u7684\uff0c\u6bd4\u5982\u8bf4\uff0cTransfer Learning\uff0c\u4ece\u4e00\u4e2a\u6a21\u6001\u5230\u53e6\u4e00\u4e2a\u6a21\u6001\u3002\u6211\u4eec\u770b\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u4e5f\u770b\u5230\u4e86\u6cdb\u5316\u80fd\u529b\u3002<\/strong>\u4f46\u53ef\u80fd\u6211\u79f0\u4e4b\u4e3a\u89c6\u9891\u548c\u56fe\u50cf\u7684GPT\u65f6\u523b\uff0c\u6211\u4e0d\u592a\u786e\u5b9a\u6211\u4eec\u662f\u5426\u5df2\u7ecf\u770b\u5230\u4e86\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5bf9\u4e8e\u89c6\u9891\u548c\u56fe\u50cf\u7684\u90a3\u4e2aGPT\u65f6\u523b\u53ef\u80fd\u662f\u4ec0\u4e48\uff0c\u4f60\u6709\u4ec0\u4e48\u60f3\u6cd5\u5417\uff1f\u6216\u8005\u8bf4\uff0c\u4e5f\u8bb8\u4f60\u6709\u8fd9\u79cd\u76f4\u89c9\uff0c\u89c9\u5f97\u5b83\u5c1a\u672a\u8fbe\u5230\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u76ee\u524d\u6211\u4eec\u8bad\u7ec3\u6240\u6709\u7684\u6a21\u6001\uff0c\u5c06\u5b83\u4eec\u6df7\u5408\u8d77\u6765\uff0c\u5e76\u4e0d\u65ad\u6539\u8fdb\u8bad\u7ec3\u914d\u65b9\u3002\u6240\u4ee5Omni\u662f\u5c55\u793a\u8fd9\u4e00\u8fdb\u5c55\u7684\u597d\u4f8b\u5b50\uff0c\u5b83\u4e0d\u4ec5\u80fd\u591f\u8f93\u5165\u89c6\u9891\u548c\u56fe\u50cf\uff0c\u6211\u4eec\u770b\u5230\u4e86\u5728\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u7b49\u65b9\u9762\u7684\u60ca\u4eba\u80fd\u529b\uff0c\u800c\u4e14\u6211\u4eec\u73b0\u5728\u8fd8\u80fd\u591f\u8f93\u51fa\u89c6\u9891\uff0c\u540c\u65f6\u901a\u8fc7\u8bed\u8a00\u4ee5\u975e\u5e38\u81ea\u7136\u7684\u65b9\u5f0f\u4e0e\u4e4b\u4ea4\u4e92\u3001\u7f16\u8f91\u3001\u5c06\u5404\u79cd\u6a21\u6001\u7ed3\u5408\u8d77\u6765\uff0c\u8fd9\u65b9\u5f0f\u611f\u89c9\u51e0\u4e4e\u3001\u51e0\u4e4e\u662f\u9b54\u5e7b\u822c\u7684\uff0c\u5bf9\u5427\uff1f\u6240\u4ee5\u8fd9\u79cd\u8fdb\u6b65\u7edd\u5bf9\u5b58\u5728\u3002<\/p>\n

\u4f46\u4e5f\u8bb8\uff0c\u5176\u4e2d\u4e00\u4e2aDeep Learning\u7684\u68a6\u60f3\uff0c\u800c\u4e14\u53ef\u80fd\u662f\u5728Large Language Models\u51fa\u73b0\u4e4b\u524d\u5c31\u6709\u7684\u539f\u59cb\u68a6\u60f3\u662f\uff1a\u563f\uff0c\u6211\u80fd\u53ea\u8bad\u7ec3\u6240\u6709\u7684\u56fe\u50cf\u6570\u636e\u800c\u4e0d\u4f7f\u7528\u6587\u672c\u5417\uff1f\u8fd9\u4e5f\u8bb8\u662f\u4e00\u4e2a\u8270\u5de8\u7684\u6311\u6218\uff0c\u4f46\u4ecd\u7136\u80fd\u8bbe\u6cd5\u4ece\u90a3\u4e2a\u6a21\u6001\u6216\u4e00\u7ec4\u6a21\u6001\u4ee5\u53ca\u6d77\u91cf\u6570\u636e\u4e2d\u63d0\u53d6\u51fa\u6240\u6709\u7684\u610f\u4e49\u548c\u7ec6\u5fae\u5dee\u522b\u3002\u6211\u4eec\u80fd\u5426\u8bad\u7ec3\u6240\u6709\u66fe\u5236\u4f5c\u51fa\u7684\u89c6\u9891\u548c\u56fe\u50cf\uff0c\u5e76\u8fbe\u5230\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u8bed\u8a00\u6240\u8fbe\u5230\u7684\u76f8\u540c\u7406\u89e3\u6c34\u5e73\uff0c\u5c3d\u7ba1\u53ef\u80fd\u6709\u70b9\u80a4\u6d45\uff0c\u4e14\u7f3a\u5c11\u56e0\u679c\u8054\u7cfb\u2014\u2014\u6bd4\u5982Demis\u7ecf\u5e38\u8c08\u5230\u7684\u90a3\u79cd\u3002\u90a3\u4e2a\u65f6\u523b\u6211\u89c1\u8fc7\u4e86\u5417\uff1f\u5927\u6982\u6ca1\u6709\uff0c\u800c\u4e14\u6211\u4eec\u5f88\u53ef\u80fd\u62e5\u6709\u6700\u5148\u8fdb\u7684\uff0c\u6216\u8005\u6700\u5148\u8fdb\u4e4b\u4e00\uff0c\u80fd\u6df7\u5408\u4e00\u5207\u7684Multimodal\u914d\u65b9\u3002\u4f46\u6211\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u7eaf\u7cb9\u7684\u8fc1\u79fb\u662f\u8fc7\u53bb\u5341\u591a\u5e74Machine Learning\u7684\u6838\u5fc3\u63a2\u7d22\u4e4b\u4e00\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u7684\u610f\u601d\u662f\uff0c\u5728\u4f60\u80fd\u8c08\u7684\u8303\u56f4\u5185\u6211\u5f88\u597d\u5947\uff0c\u4f60\u80fd\u7ed9\u6211\u4eec\u7684\u542c\u4f17\u4e00\u4e9b\u80cc\u666f\uff0c\u5173\u4e8e\u5728\u8fd9\u65b9\u9762\u7684\u5173\u952e\u95ee\u9898\u8fd8\u6709\u54ea\u4e9b\u9700\u8981\u89e3\u51b3\uff0c\u6216\u8005\u5f53\u4f60\u5728\u601d\u8003\u4f60\u6b63\u5728\u52aa\u529b\u89e3\u51b3\u4ee5\u8fdb\u4e00\u6b65\u63a8\u8fdb\u8fd9\u65b9\u9762\u7684\u95ee\u9898\u7c7b\u578b\u65f6\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u63cf\u8ff0\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u662f\u56f0\u96be\u7684\uff0c\u4f46\u6709\u4e00\u4e2a\u60f3\u6cd5\u7ecf\u5e38\u88ab\u7528\u5230\uff0c\u4f60\u53ef\u4ee5\u60f3\u8c61\u4ece\u6240\u6709\u89c6\u9891\u6570\u636e\u4e2d\u89c2\u5bdf\u6216\u5b66\u4e60\uff0c\u7136\u540e\u4ee5\u67d0\u79cd\u65b9\u5f0f\u63a8\u5bfc\u51fa\uff0c\u6bd4\u5982\u8bf4\uff0c\u4e07\u6709\u5f15\u529b\u5b9a\u5f8b\u3002\u5c31\u50cf\uff0c\u4f60\u5982\u4f55\u4ec5\u51ed\u56fe\u50cf\u6765\u7cbe\u786e\u63cf\u8ff0\u4e16\u754c\u662f\u5982\u4f55\u8fd0\u4f5c\u3002\u6240\u4ee5\u95ee\u9898\u5728\u4e8e\uff0c\u5c06\u8bed\u8a00\uff0c\u6216\u8005\u6211\u4eec\u6709\u65f6\u6240\u79f0\u7684\u8fd9\u4e9b\u6982\u5ff5\uff0c\u4e0e\u4f60\u5728\u56fe\u50cf\u4e2d\u770b\u5230\u7684\u4e1c\u897f\u8054\u7cfb\u8d77\u6765\uff0c\u800c\u6ca1\u6709\u663e\u5f0f\u7684\u8bed\u8a00\u8054\u7cfb\uff0c\u662f\u76f8\u5f53\u68d8\u624b\u7684\uff0c\u6240\u4ee5\u4f60\u6700\u7ec8\u4f1a\u5c1d\u8bd5\u53bb\u663e\u5f0f\u5730\u521b\u5efa\u6570\u636e\u96c6\uff0c\u5728\u56fe\u50cf\u548c\u89c6\u9891\u4e0e\u67d0\u4e9b\u8bed\u8a00\uff08\u6bd4\u5982\u53ef\u80fd\u662f\u6807\u7b7e\u6216\u63cf\u8ff0\u7b49\uff09\u4e4b\u95f4\u5b58\u5728\u67d0\u79cd\u76f8\u5173\u6027\u6216\u8054\u7cfb\u3002\u4f46\u662f\u5f53\u7136\uff0c\u73b0\u5728\u4f60\u53ef\u4ee5\u4f7f\u7528\u7684\u6570\u636e\u91cf\u8981\u5c11\u5f97\u591a\uff0c\u56e0\u4e3a\u6211\u4eec\u5e76\u6ca1\u6709\u4e3a\u5916\u9762\u7684\u6bcf\u4e00\u4efd\u5a92\u4f53<\/a>\u6e05\u6670\u5730\u63cf\u8ff0\u548c\u8f6c\u5f55\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u8fd9\u5c31\u662f\u4ee5\u6700\u7eaf\u7cb9\u7684\u5f62\u5f0f\u63d0\u53d6\u90a3\u4e9b\u6982\u5ff5\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6211\u4eec\u4e0e\u8bcd\u8bed\u5173\u8054\u7684\u67d0\u79cd\u8bed\u8a00\uff0c\u8fd9\u5c06\u4f1a\u975e\u5e38\u5f3a\u5927\u3002<\/strong><\/p>\n

\u800c\u4e14\uff0c\u5728\u79bb\u6563\u8868\u793a\u3001Representation Learning\u65b9\u9762\u6709\u5f88\u591a\u65e9\u671f\u7814\u7a76\u3002\u6211\u7684\u610f\u601d\u662f\uff0c\u8fd9\u53ef\u80fd\u662f\uff0c\u6211\u4f1a\u8bf4\uff0c\u8fd8\u5904\u4e8e\u76f8\u5f53\u65e9\u671f\u7684\u7814\u7a76\u9636\u6bb5\u7684\u4e8b\u60c5\u4e4b\u4e00\u3002\u6240\u4ee5\u8fd9\u4e0d\u662f\u6211\u4eec\u53ef\u80fd\u53ef\u4ee5\u89c4\u6a21\u5316\u7684\u4e8b\u60c5\uff0c\u4f46\u6211\u8ba4\u4e3a\u8fd9\u662f\u5176\u4e2d\u4e00\u4e2a\uff0c\u6211\u4e0d\u786e\u5b9a\u5b83\u662f\u5426\u5fc5\u8981\u3002\u6211\u7684\u610f\u601d\u662f\uff0c\u4e0d\u7ba1\u6211\u4eec\u662f\u5426\u540c\u610f\u8fd9\u4e00\u70b9\uff0c\u662f\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u4f46\u5982\u679c\u5b83\u5f97\u4ee5\u89e3\u9501\uff0c\u90a3\u5c06\u662f\u5de8\u5927\u7684\u3002<\/p>\n

\u4eceOmni\u5230\u673a\u5668\u4eba\u7684\u6a21\u578b\u843d\u5730<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u4f60\u63d0\u5230\u4e86"World Model"\u8fd9\u4e2a\u8bcd\uff0c\u4ee5\u53ca\u5b83\u88ab\u5230\u5904\u4f7f\u7528\u7684\u60c5\u51b5\uff0c\u663e\u7136Omni\u662f\u4f5c\u4e3a\u4e00\u4e2aWorld Model\u6765\u5b9a\u4f4d\u7684\u3002\u6211\u5f88\u597d\u5947\uff0c\u4f60\u662f\u5982\u4f55\u770b\u5f85\u8fd9\u79cd\u5206\u7c7b\u7684\uff1f\u6bd5\u7adf\uff0c\u4f60\u4eec\u663e\u7136\u5df2\u7ecf\u6709\u597d\u4e00\u9635\u5b50\u975e\u5e38\u51fa\u8272\u7684\u89c6\u9891\u6a21\u578b\u4e86\uff0c\u5bf9\u5427\uff1f\u662f\u4ec0\u4e48\u8ba9Omni\u6210\u4e3a\u4e86\u4e00\u4e2aWorld Model\uff0c\u5b83\u548c\u4f60\u4eec\u4e00\u76f4\u5728\u7814\u53d1\u7684\u90a3\u4e00\u4ee3\u89c6\u9891\u6a21\u578b\u53c8\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u60f3World Model\u7684\u4e00\u4e2a\u7eaf\u7cb9\u65b9\u9762\u4f1a\u662fRepresentation Learning\u3002\u4f60\u53ef\u4ee5\u60f3\u8c61\uff0c\u6211\u4eec\u63a5\u6536\u8fd9\u4e9b\u6a21\u6001\uff0c\u6bd4\u5982\u89c6\u9891\uff08\u5b83\u4eec\u662f\u56fe\u50cf\u5e8f\u5217\uff0c\u6216\u8005\u751a\u81f3\u53ea\u662f\u56fe\u50cf\uff09\uff0c\u7136\u540e\u5c06\u5176\u538b\u7f29\u4e3a\u4e00\u7ec4\u6982\u5ff5\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u6982\u5ff5\u4e2d\u5305\u542b\u7684\u8fd0\u52a8\u3001\u7269\u4f53\u7b49\u7b49\uff0c\u8fd9\u5dee\u4e0d\u591a\u5c31\u53eb\u505aRepresentation Learning\u3002\u5b83\u4ee5\u975e\u5e38\u7d27\u51d1\u7684\u65b9\u5f0f\u5bf9\u4e16\u754c\u8fdb\u884c\u5efa\u6a21\uff0c\u538b\u7f29\u6389\u4e86\u90a3\u4e9b\u53ef\u80fd\u4e0d\u76f8\u5173\u7684\u4e1c\u897f\u3002<\/p>\n

\u90a3\u53ef\u80fd\u662f\u4e00\u79cd\u66f4\u7ecf\u5178\u7684\u5b9a\u4e49\uff0c\u4f46\u4e5f\u53ef\u80fd\u5e76\u4e0d\u662f\u6211\u4eec\u5728\u4e0eOmni\u4ea4\u4e92\u65f6\u6240\u610f\u6307\u3001\u6240\u89c1\u6216\u6240\u611f\u53d7\u5230\u7684\u5168\u90e8\u3002\u4f60\u5728\u90a3\u91cc\u770b\u5230\u7684\uff0c\u66f4\u591a\u662f\u4f60\u80fd\u771f\u6b63\u6539\u53d8\u89c6\u9891\u7684\u884c\u4e3a\u65b9\u5f0f\uff0c\u6216\u8005\u901a\u8fc7\u4f60\u8981\u6c42\u8fdb\u884c\u52a8\u753b\u5904\u7406\u7684\u4e00\u5f20\u521d\u59cb\u56fe\u7247\uff0c\u6765\u751f\u6210\u5404\u79cd\u7c7b\u578b\u7684\u89c6\u9891\u3002\u4f60\u4f1a\u660e\u786e\u8981\u6c42\u6240\u6709\u7684\u52a8\u4f5c\uff0c\u751a\u81f3\u662f\u50cf"\u5411\u524d\u79fb\u52a8"\u8fd9\u6837\u7684Action\uff0c\u5e76\u4e14\u4f60\u53ef\u4ee5\u770b\u5230\u5b83\u88ab\u7cbe\u786e\u5730\u6a21\u62df\u51fa\u6765\u3002\u6240\u4ee5\u8fd9\u66f4\u50cf\u662fWorld Model\u672c\u8eab\u5145\u5f53\u4e86\u4e00\u4e2a\u4e16\u754c\u7684\u6e32\u67d3\u5668\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u8bed\u8a00\u771f\u6b63\u5730\u6539\u53d8\u5b83\u3002\u73b0\u5728\u6709\u4e86\u8fd9\u4e2a\u5bf9\u8c61\uff0c\u9664\u4e86\u4f5c\u4e3a\u4e00\u4e2a\u5f88\u9177\u7684\u4ea7\u54c1\u53ef\u4ee5\u8ba9\u6211\u4eec\u975e\u5e38\u4e30\u5bcc\u5730\u751f\u6210\u5404\u79cd\u4e0d\u540c\u7684\u52a8\u4f5c\u6216\u573a\u666f\u7b49\u7b49\u4e4b\u5916\uff0c\u5b83\u8fd8\u53ef\u80fd\u6709\u610f\u4e49\u5730\u589e\u52a0\u4e00\u4e2a\u6a21\u62df\u7684\u7ef4\u5ea6\uff0c\u8fd9\u80fd\u8ba9\u6211\u4eec\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u884c\u52a8\u4e4b\u524d\uff0c\u8fdb\u884c\u9884\u6d4b\u4e4b\u7c7b\u7684\u4e8b\u60c5\u3002\u5f53\u7136\uff0c\u5bf9\u4e8e\u8fd9\u79cd3D\u6216World Models\uff0c\u663e\u800c\u6613\u89c1\u7684\u5e94\u7528\u5c31\u662f\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/a>\u6216\u673a\u5668\u4eba\u6280\u672f\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u8fd9\u4f3c\u4e4e\u4e0e\u673a\u5668\u4eba\u6280\u672f\u5bc6\u5207\u76f8\u5173\u3002\u611f\u89c9\u597d\u50cf\uff0c\u6bcf\u4e2a\u4eba\u4ecd\u5728\u8bd5\u56fe\u627e\u51fa\u6a21\u62df\u6570\u636e\u3001\u5404\u79cd\u5f62\u5f0f\u7684\u9065\u64cd\u4f5c\u6570\u636e\u548c\u7b2c\u4e00\u4eba\u79f0\u89c6\u9891\u6570\u636e\u4e4b\u95f4\u7684\u6b63\u786e\u6570\u636e\u914d\u6bd4\u3002\u4f46\u770b\u8d77\u6765\uff0c\u968f\u7740\u8fd9\u4e9b\u6a21\u62df\u4e0d\u65ad\u6539\u8fdb\uff0c\u5c06\u5b83\u52a0\u5165\u5230\u6570\u636e\u6df7\u5408\u4e2d\u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u5438\u5f15\u529b\u3002\u6211\u5f88\u597d\u5947\uff0c\u8fd9\u9879\u5de5\u4f5c\u662f\u4f1a\u4e0e\u4f60\u4eec\u6b63\u5728\u8fdb\u884c\u7684\u66f4\u5e7f\u6cdb\u7684\u673a\u5668\u4eba\u7814\u7a76\u5de5\u4f5c\u76f4\u63a5\u4ea4\u6c47\u5417\uff1f\u4ee5\u53ca\uff0c\u4f60\u5982\u4f55\u770b\u5f85\u4e3a\u4e86\u5c06\u673a\u5668\u4eba\u52a8\u4f5c\u9644\u52a0\u5230\u8fd9\u7c7b\u6a21\u578b\u4e0a\uff0c\u771f\u6b63\u9700\u8981\u7684\u662f\u4ec0\u4e48\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u8fd9\u91cc\u4e5f\u5b58\u5728\u4e00\u79cd\u7f8e\u5999\u7684\u8054\u7cfb\u3002\u5f53\u7136\uff0c\u5982\u679c\u6211\u4eec\u83b7\u53d6\u66f4\u591a\u7531\u673a\u5668\u4eba\u91c7\u96c6\u7684\u6570\u636e\uff08\u5c3d\u7ba1\u8fd9\u663e\u7136\u66f4\u6602\u8d35\u6216\u66f4\u8017\u65f6\uff0c\u4f46\u6211\u4eec\u80af\u5b9a\u6b63\u5728\u6295\u8d44\u4e8e\u6b64\uff09\uff0c\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u8fdb\u5165\u6a21\u578b\uff0c\u589e\u5f3aWorld Model\u672c\u8eab\u7684\u80fd\u529b\u3002\u800c\u53e6\u4e00\u4e2a\u65b9\u5411\uff0c\u4e5f\u8bb8\u5c31\u662f\u4f60\u521a\u624d\u95ee\u7684\uff0c\u5c31\u662f\u73b0\u5728\u6211\u4eec\u53ef\u4ee5\u6a21\u62df\uff0c\u53ef\u4ee5\u521b\u5efa\u5927\u91cf\u4e0d\u540c\u7684\u573a\u666f\uff0c\u8ba9\u8fd9\u4e9b\u673a\u5668\u4eba\u6216\u5176\u4ed61D\u30013D\u5b9e\u4f53\u80fd\u5728\u5176\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u65e0\u9700\u627f\u62c5\u7269\u7406\u4e16\u754c\u7684\u6210\u672c\u548c\u65f6\u95f4\u5ef6\u8fdf\uff0c\u5bf9\u5427\uff1f\u4e3a\u4e86\u8ba9\u540e\u8005\u66f4\u597d\u5730\u8fd0\u4f5c\uff0c\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u975e\u5e38\u5f00\u653e\u7684\u95ee\u9898\u3002\u8fd8\u6709\u5404\u79cd\u5173\u4e8e\u8fc1\u79fb\u7684\u95ee\u9898\uff0c\u4f46\u968f\u7740\u8fd9\u4e9b\u6a21\u578b\u53d8\u5f97\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u663e\u7136\u4f1a\u5b58\u5728\u4e00\u4e2a\u4e34\u754c\u70b9\uff0c\u4e8b\u60c5\u5f00\u59cb\u53d8\u5f97\u503c\u5f97\u53bb\u505a\u3002\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u673a\u5668\u4eba\u6280\u672f\u7684\u52a0\u901f\u3002\u5b9e\u9645\u4e0a\uff0c\u5728\u786c\u4ef6\u9886\u57df\uff0c\u6211\u4eec\u786e\u5b9e\u770b\u5230\u4e86\u5927\u91cf\u7684\u6295\u8d44\u3002\u4e8b\u60c5\u6b63\u5728\u52a0\u901f\u5e76\u53d6\u5f97\u8fdb\u5c55\u3002<\/p>\n

\u4f46\u4e3a\u4e86\u8ba9World Models\u53d8\u5f97\u6709\u7528\uff0c\u81f3\u5c11\u4ee5\u6211\u6709\u9650\u7684\u77e5\u8bc6\u6765\u770b\uff08\u4e0d\u8fc7\u6211\u5f53\u7136\u80fd\u591f\u4e0e\u8fd9\u4e9b\u7cfb\u7edf\u4ea4\u4e92\u5e76\u89c2\u5bdf\u5b83\u4eec\uff09\uff0c\u5373\u4f7f\u662f\u6293\u53d6\u4e00\u4e2a\u7269\u4f53\u6240\u9700\u8981\u7684\u7cbe\u786e\u5ea6\u2014\u2014\u8fd9\u5bf9\u4eba\u7c7b\u6765\u8bf4\u7406\u6240\u5f53\u7136\u2014\u2014\u6bd4\u5982\u89c6\u89c9\u3001\u5b83\u5728\u4f60\u624b\u4e2d\u7684\u786e\u5207\u611f\u89c9\uff08\u8fd9\u662f\u4e00\u79cd\u6211\u4eec\u76ee\u524d\u663e\u7136\u751a\u81f3\u90fd\u6ca1\u6709\u6570\u636e\u7684\u6a21\u6001\uff09\uff0c\u7136\u540e\u662f\u7cbe\u786e\u7684\u529b\uff0c\u7269\u4f53\u4f1a\u5982\u4f55\u79fb\u52a8\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u975e\u5e38\u3001\u975e\u5e38\u51c6\u786e\u3002<\/strong>\u8fd9\u5c31\u662f\u5dee\u8ddd\u6240\u5728\u3002\u4e5f\u8bb8\u8fd8\u9700\u8981\u4e00\u4e9b\u521b\u9020\u529b\u548c\u7814\u7a76\uff0c\u4ee5\u53ca\u591a\u5e74\u6765\u5728\u673a\u5668\u4eba\u9886\u57df\u7684\u5927\u91cf\u6295\u8d44\u3002\u4f46\u8fd9\u662f\u6709\u5e0c\u671b\u7684\u3002\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u6216\u8bb8\u4e0d\u662f\u5728\u7cbe\u786e\u7684\u8fd0\u52a8\u63a7\u5236\u5c42\u9762\uff0c\u800c\u662f\u5728\u89c4\u5212\u548c\u603b\u4f53\u5c42\u9762\uff0c\u6211\u4eec\u5c06\u5f00\u59cb\u770b\u5230\u8fd9\u4e9b\u6a21\u578b\u5982\u4f55\u52a0\u901f\u6211\u4eec\u5728\u673a\u5668\u4eba\u63a2\u7d22\u4e0a\u7684\u8fdb\u5c55\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u8fd9\u4e9b\u6a21\u578b\u4e00\u4e2a\u5de8\u5927\u7684\u90e8\u5206\u662f\uff0c\u901a\u8fc7\u6d88\u8d39\u5927\u91cf\u89c6\u9891\u6570\u636e\uff0c\u5185\u9690\u5730\u5b66\u4e60\u7269\u7406\u3002\u6211\u8bb0\u5f97\u4f60\u63d0\u5230\u91cd\u529b\u662f\u4eba\u4eec\u5bfb\u627e\u7684\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u3002\u4f60\u79bb\u8fd9\u4e9b\u6a21\u578b\u8fd9\u4e48\u8fd1\uff0c\u6709\u6ca1\u6709\u4ec0\u4e48\u76f4\u89c9\uff0c\u89c9\u5f97\u8fd9\u4f55\u65f6\u4f1a\u6210\u4e3aWorld Models\u5185\u90e8\u4e00\u4e2a\u5df2\u7ecf\u89e3\u51b3\u4e86\u7684\u95ee\u9898\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002\u5b9e\u9645\u4e0a\uff0c\u4f60\u8ba9\u6211\u60f3\u5230\u4e86\u8bc4\u4f30\u3002\u6bd4\u5982\uff0c\u5982\u679c\u4f60\u8bad\u7ec3\u4e86\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u6a21\u578b\uff0c\u4f60\u4f1a\u5982\u4f55\u8bc4\u4f30\u5b83\uff1f\u4f60\u53ef\u4ee5\u60f3\u8c61\uff0c\u4e00\u65e6\u4f60\u52a0\u5165\u4e86\u8bed\u8a00\uff0c\u7a81\u7136\u95f4\u90a3\u4e9b\u77e5\u8bc6\u5c31\u4ee5\u67d0\u79cd\u65b9\u5f0f\u5b58\u5728\u4e8e\u5176\u4e2d\u4e86\u3002\u5982\u679c\u4f60\u95ee\u4e00\u4e9b\u5173\u4e8e\u91cd\u529b\u7684\u57fa\u672c\u95ee\u9898\uff0c\u4f60\u5f53\u7136\u53ef\u4ee5\u901a\u8fc7\u5728\u7f51\u4e0a\u8bfb\u8fc7\u76f8\u5173\u89e3\u91ca\u7b49\u7b49\u6765\u56de\u7b54\u5b83\u4eec\u3002\u6240\u4ee5\u4f60\u9700\u8981\u4ee5\u67d0\u79cd\u65b9\u5f0f\uff0c\u5c06\u91cd\u529b\u8fd9\u4e2a\u6982\u5ff5\uff08\u5b83\u53ef\u80fd\u5b58\u5728\u4e8eWorld Model\u4e2d\uff0c\u4e5f\u53ef\u80fd\u4e0d\u5b58\u5728\uff09\u4e0e\u89e3\u7801\u51fa\u7684\u89e3\u91ca\u8054\u7cfb\u8d77\u6765\uff0c\u8d77\u521d\u53ef\u80fd\u662f\u4e00\u4e9b\u57fa\u7840\u7684\u89e3\u91ca\uff0c\u4e4b\u540e\u751a\u81f3\u53ef\u80fd\u63a8\u5bfc\u51fa\u65b9\u7a0b\u5f0f\u4e4b\u7c7b\u3002\u4f60\u5982\u4f55\u80fd\u6784\u5efa\u4e00\u4e2a\u8bc4\u4f30\uff1f\u636e\u6211\u6240\u77e5\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u8fd8\u6ca1\u6709\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u601d\u8003\u8fc7\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

\u5728\u65e0\u76d1\u7763\u673a\u5668\u7ffb\u8bd1\u65b9\u9762\u786e\u5b9e\u6709\u5f88\u591a\u65e9\u671f\u5de5\u4f5c\uff0c\u4f60\u4f1a\u5c1d\u8bd5\u7ffb\u8bd1\u6210\u4e00\u79cd\u5728\u8bad\u7ec3\u4e2d\u4ece\u672a\u89c1\u8fc7\u7684\u8bed\u8a00\uff0c\u5e76\u4e14\u4f60\u53ef\u4ee5\u5bf9\u9f50\u8868\u793a\u3002\u6240\u4ee5\u53ef\u80fd\u6709\u4e00\u4e9b\u60f3\u6cd5\uff0c\u4f60\u6709\u4e00\u4e2a\u53ef\u4ee5\u8bf4\u51fa\u8bed\u8a00\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u6216\u8005\u4f60\u53ef\u4ee5\u4ece\u4e2d\u89e3\u7801\u3002\u4f60\u6709\u4e00\u4e2aWorld Model\uff0c\u5b83\u4f1a\u521b\u9020\u8fd9\u79cd\u6982\u5ff5\u5c42\u9762\u7684\u7406\u89e3\uff0c\u7136\u540e\u5c06\u4e24\u8005\u5bf9\u9f50\u3002<\/strong><\/p>\n

\u4f60\u77e5\u9053\uff0c\u6709\u4e00\u4e9b\u8bba\u6587\uff0c\u6211\u662f\u8bf4\u8fd9\u4e9b\u90fd\u662f\u6bd4\u8f83\u8001\u7684\u8bba\u6587\u4e86\u3002\u6211\u8bb0\u5f97\u6709\u4e00\u7bc7\u662fStefan Gauss\u7b49\u4eba\u7684\uff0c\u662f2014\u5e74\u7684\u3002\u7136\u540e\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u5f00\u59cb\u89e3\u7801\u90a3\u4e2a\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u4e2a\u8bc4\u4f30\u4f3c\u4e4e\u5c31\u6210\u4e86\u5f88\u7b80\u5355\u7684\u4e00\u6b65\u3002\u4f46\u540c\u6837\uff0c\u8fd9\u4e9b\u8bc4\u4f30\u65b9\u6cd5\u9700\u8981\u4ece\u5e94\u7528\u7684\u89d2\u5ea6\u6765\u770b\u6709\u610f\u4e49\u3002\u6240\u4ee5\u6700\u7ec8\uff0c\u4f60\u4e5f\u53ef\u4ee5\u8bf4\uff1a\u6211\u4eec\u6709\u4e00\u4e2aWorld Model\uff0c\u6211\u4eec\u80fd\u4ece\u5b83\u7684\u8868\u793a\u4e2d\u89e3\u7801\u51fa\uff0c\u6216\u8005\uff0c\u6bd4\u5982\u8bf4\uff0c\u5728\u4e00\u4e2a\u590d\u6742\u7cfb\u7edf\u4e2d\u5f15\u53d1\u8fd0\u52a8\u5417\uff1f\u90a3\u5c06\u662f\u53e6\u4e00\u79cd\u95f4\u63a5\u7684\u8bc4\u4f30\u3002\u6240\u4ee5\u6709\u5f88\u591a\u60f3\u6cd5\uff0c\u4f46\u8bc4\u4f30\u662f\u5982\u6b64\u91cd\u8981\u3002<\/p>\n

Agent\u8fdb\u5316\u4e0e\u6a21\u578b\u81ea\u7f16\u5199<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u597d\u4e86\uff0c\u6362\u5230\u4f60\u4eec\u6628\u5929\u53d1\u5e03\u7684\u5176\u4ed6\u4e1c\u897f\u4e0a\u3002\u4f60\u80af\u5b9a\u60f3\u804a\u804aAgent\uff0c\u4f60\u4eec\u5728I\/O\u5927\u4f1a\u4e0a\u53d1\u5e03\u4e86\u4e00\u4e9b\u975e\u5e38\u6709\u8da3\u7684\u6d88\u8d39\u8005Agent\u3002\u6211\u89c9\u5f97\u8fd9\u7279\u522b\u6709\u610f\u601d\uff0c\u56e0\u4e3a\u81f3\u5c11\u4ece\u5916\u90e8\u6765\u770b\uff0c\u8fd9\u50cf\u662f\u4f60\u4eec\u57282024\u5e74\u901a\u8fc7Project Mariner\u548c\u4e00\u4e9b\u5176\u4ed6Compute Use\u5de5\u4f5c\u6240\u63a2\u7d22\u7684\u4e1c\u897f\u7684\u4e00\u4e2a\u771f\u6b63\u6539\u8fdb\u7248\u3002\u6240\u4ee5\u786e\u5b9e\u611f\u89c9\u5728\u80fd\u529b\u4e0a\u6709\u4e86\u4e00\u4e2a\u771f\u6b63\u7684\u9636\u8dc3\u53d8\u5316\u3002\u56e0\u6b64\uff0c\u6211\u5f88\u60f3\u542c\u542c\u4f60\u8c08\u8c08\u4fc3\u6210\u8fd9\u79cd\u53d8\u5316\u7684\u7814\u7a76\u7a81\u7834\uff0c\u4ee5\u53ca\u4eba\u4eec\u5e94\u8be5\u5982\u4f55\u601d\u8003\u8fd9\u4e9bAgent\u73b0\u5728\u80fd\u505a\u4ec0\u4e48\u3001\u4e0d\u80fd\u505a\u4ec0\u4e48\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u4eec\u77e5\u9053\u90a3\u5c06\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6a21\u6001\u2014\u2014Actions\uff0c\u5bf9\u5427\uff1f\u5728\u4e00\u4e2a\u6570\u5b57\u8ba1\u7b97\u673a\u4e0a\u6267\u884c\u52a8\u4f5c\u5e76\u6539\u53d8\u5176\u72b6\u6001\u3002\u7136\u540e\u6211\u8ba4\u4e3a\uff0c\u968f\u7740\u4f60\u4e0d\u65ad\u6f14\u8fdb\u5e76\u4f7f\u6a21\u578b\u53d8\u5f97\u66f4\u597d\uff0c\u4f60\u4f1a\u5f00\u59cb\u610f\u8bc6\u5230\uff0c\u5148\u628a\u6a21\u578b\u505a\u5230\u975e\u5e38\u597d\uff0c\u7136\u540e\u4e13\u6ce8\u4e8e\u7cfb\u7edf\uff0c\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u4e00\u4e2a\u7cfb\u7edf\uff0c\u518d\u5c3d\u53ef\u80fd\u5730\u8054\u5408\u4f18\u5316\u7cfb\u7edf\u548c\u6a21\u578b\uff0c\u5982\u6b64\u5f80\u590d\u3002\u8c08\u5230\u662f\u4ec0\u4e48\u521b\u9020\u4e86\u80fd\u529b\u7684\u589e\u91cf\u6216\u63d0\u5347\uff0c\u8fd9\u4e3b\u8981\u662f\u5173\u4e8e\u4e13\u6ce8\uff0c\u5173\u4e8e\u5b89\u6392\u53d1\u5e03\u987a\u5e8f\u3002\u5728\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u6a21\u578b\u7684\u80fd\u529b\u4e5f\u9700\u8981\u8fbe\u5230\u4e00\u5b9a\u7684\u6c34\u5e73\uff0c\u7136\u540e\u4f60\u624d\u80fd\u53bb\u8bbe\u60f3\u4e0b\u4e00\u4e2a\u9636\u6bb5\u7684\u80fd\u529b\uff0c\u8bbe\u60f3\u6a21\u578b\u63a5\u4e0b\u6765\u53ef\u80fd\u505a\u4ec0\u4e48\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u60f3\u5173\u4e8e\u6d88\u8d39\u8005\u8db3\u8ff9\uff0c\u6709\u4e00\u4ef6\u975e\u5e38\u6709\u8da3\u7684\u4e8b\u60c5\u5c31\u662f\uff0c\u4eba\u4eec\u60f3\u7528\u5b83\u5904\u7406\u7684\u4e8b\u60c5\u8303\u56f4\u5b9e\u5728\u592a\u5e7f\u4e86\u3002\u6240\u4ee5\uff0c\u6211\u60f3\u77e5\u9053\uff0c\u4ece\u76ee\u524d\u6765\u770b\uff0c\u4ee5\u53ca\u4f60\u5982\u4f55\u770b\u5f85\u5b83\u968f\u65f6\u95f4\u6f14\u53d8\uff0c\u6a21\u578b\u52a0\u7cfb\u7edf\u7684\u90a3\u90e8\u5206\u5de5\u4f5c\uff0c\u76f8\u5bf9\u4e8e\u4eba\u4eec\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u7684\u5b50\u7c7b\u522b\u6765\u8bf4\uff0c\u5b83\u6709\u591a\u5b9a\u5236\u5316\uff1f\u8fd8\u662f\u8bf4\uff0c\u5b83\u662f\u6781\u5176\u901a\u7528\u7684\uff0c\u5c31\u50cf\u4f60\u53ea\u662f\u5728\u4f18\u5316\u4e00\u4e2a\u7cfb\u7edf\u4e0e\u6a21\u578b\u7684\u7ec4\u5408\uff0c\u8fd9\u4e2a\u7ec4\u5408\u80fd\u5904\u7406\u4f60\u5728Spark\u4e2d\u51e0\u4e4e\u4efb\u4f55\u60f3\u505a\u7684\u4e8b\u60c5\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u603b\u662f\u6709\u4e00\u4e2a\u987a\u5e8f\uff0c\u5148\u4e13\u6ce8\u4e8e\u67d0\u4e2a\u53ef\u63a7\u7684\u3001\u4f60\u5df2\u7ecf\u77e5\u9053\u975e\u5e38\u6709\u7528\u7684\u4e1c\u897f\u3002\u5982\u679c\u4f60\u770b\u770bSpark\uff0c\u5b83\u80fd\u63a5\u89e6\u5230\u4e3a\u534f\u52a9\u4f60\u5b89\u6392\u548c\u89c4\u5212\u4e00\u5929\uff0c\u751a\u81f3\u601d\u8003\u4f60\u8be5\u5982\u4f55\u5904\u7406\u4e0d\u540c\u95ee\u9898\u6240\u9700\u7684\u4fe1\u606f\uff0c\u56e0\u4e3a\u5b83\u62e5\u6709\u5982\u6b64\u4e30\u5bcc\u7684Context\u3002\u6240\u4ee5\uff0c\u56f4\u7ed5\u4f60\u975e\u5e38\u5173\u5fc3\u7684\u4e1c\u897f\uff0c\u7565\u5fae\u6536\u7a84\u7cfb\u7edf\u6784\u5efa\u8303\u56f4\uff0c\u662f\u6709\u7528\u7684\u3002\u4f46\u5982\u679c\u4f60\u56de\u987eMachine Learning\u548cDeep Learning\u7684\u5386\u53f2\uff0c\u6211\u4eec\u603b\u662f\u4ece\u901a\u7528\u7ec4\u4ef6\u5f00\u59cb\u6784\u5efa\u3002\u5e76\u4e14\u5b58\u5728\u4e00\u4e2a\u91cd\u5927\u5047\u8bbe\uff0c\u8fd9\u53c8\u6709\u70b9\u56de\u5230\u4e86World Model\u7684\u89c2\u70b9\u3002<\/p>\n

\u5b9e\u9645\u4e0a\uff0c\u5728\u6240\u6709\u6570\u636e\u4e0a\u8054\u5408\u8bad\u7ec3\uff0c\u80af\u5b9a\u6bd4\u4ec5\u4ec5\u72ed\u9698\u5730\u4e13\u6ce8\u4e8e\u5355\u4e00\u9886\u57df\u8981\u597d\u3002\u6240\u4ee5\uff0c\u5373\u4f7f\u4ece\u5efa\u6a21\u7684\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e00\u70b9\u4e5f\u975e\u5e38\u660e\u786e\u3002\u4f46\u5373\u4fbf\u4ece\u7cfb\u7edf\u7684\u89d2\u5ea6\u770b\uff0c\u4e00\u4e2a\u76f8\u5f53\u901a\u7528\u7684\u7cfb\u7edf\uff0c\u6839\u636e\u4f60\u4e0e\u4e4b\u4ea4\u4e92\u7684\u65b9\u5f0f\uff0c\u4f60\u5f53\u7136\u53ef\u4ee5\u628a\u5b83\u653e\u8fdb\u8fd9\u6837\u7684\u7a7a\u95f4\u91cc\uff1a\u8fd9\u4e2a\u7528\u6237\u60f3\u505a\u8fd9\u4ef6\u4e8b\uff0c\u4f46\u6211\u62e5\u6709\u6240\u6709\u8fd9\u4e9b\u80fd\u529b\u3002\u8ba9\u6211\u5728\u8bad\u7ec3\u65f6\u5c31\u76f4\u63a5\u641e\u6e05\u695a\u8be5\u7528\u54ea\u4e9b\uff0c\u800c\u4e0d\u662f\u4e13\u95e8\u4e3a\u5b83\u53bb\u6784\u5efa\uff0c\u800c\u662f\u6784\u5efa\u901a\u7528\u7684\u4e1c\u897f\u3002\u7136\u540e\uff0c\u4e13\u4e1a\u5316\u901a\u8fc7\u4e00\u5c42\u667a\u80fd\u53d1\u751f\uff0c\u4e5f\u5c31\u662f\u6a21\u578b\u7684\u667a\u80fd\u548c\u7cfb\u7edf\u7684\u901a\u7528\u6027\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e00\u70b9\u5df2\u7ecf\u76f8\u5f53\u660e\u663e\u4e86\u3002\u7136\u540e\u6709\u65f6\u5728\u5b9e\u8df5\u4e2d\uff0c\u5bf9\u5176\u8fdb\u884c\u9650\u5236\u6216\u4f7f\u5176\u66f4\u9ad8\u6548\uff0c\u4ecd\u7136\u6709\u610f\u4e49\uff0c\u5c06\u4e13\u7528\u53d8\u4e3a\u901a\u7528\u3002<\/strong><\/p>\n

\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u8fd9\u79cd\u60c5\u51b5\u5728\u6301\u7eed\u53d1\u751f\uff0c\u751a\u81f3\u4ece\u67b6\u6784\u4e0a\u5c31\u662f\u5982\u6b64\uff0c\u5bf9\u5427\uff1fTransformer\u6700\u521d\u662f\u4e00\u4e2a\u673a\u5668\u7ffb\u8bd1\u795e\u7ecf\u7f51\u7edc\uff0c\u73b0\u5728\u5b83\u65e0\u6240\u4e0d\u5305\uff0c\u4eceOmni\u5230\u63a7\u5236\u4f60\u7684\u7535\u8111\u3002\u6240\u4ee5\uff0c\u6211\u8ba4\u4e3a\u8fd9\u662f\u6211\u671f\u5f85\u7684\u4e00\u6b65\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u8fd9\u4e9b\u5e74\u6765\u4f60\u4e00\u76f4\u516c\u5f00\u8c08\u8bba\u201c\u82e6\u6da9\u7684\u6559\u8bad\u201d\u3002\u6211\u5f88\u597d\u5947\uff0c\u5f53\u4f60\u653e\u773c\u6574\u4e2a\u9886\u57df\u65f6\uff0c\u4f60\u662f\u5426\u770b\u5230\u6709\u4e9b\u5730\u65b9\u76ee\u524d\u5e76\u6ca1\u6709\u9075\u5faa\u5b83\uff0c\u6216\u8005\uff0c\u57fa\u672c\u4e0a\uff0c\u5f53\u4f60\u89c2\u5bdf\u65f6\uff0c\u4f60\u662f\u5426\u770b\u5230\u4e00\u4e9b\u7ed3\u6784\u6216\u5de7\u5999\u7684Scaffolding\uff0c\u4f60\u8ba4\u4e3a\u89c4\u6a21\u6700\u7ec8\u4f1a\u628a\u5b83\u4eec\u51b2\u5237\u6389\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u6709\u4e00\u4e2a\u6211\u611f\u5174\u8da3\u7684\u9886\u57df\uff0c\u5df2\u6709\u4e00\u4e9b\u76f8\u5173\u7814\u7a76\u53d1\u8868\uff0c\u90a3\u5c31\u662f\uff0c\u6211\u4eec\u73b0\u5728\u901a\u8fc7\u7f16\u7801\u5728\u6a21\u578b\u5468\u56f4\u6784\u5efa\u7684\u3001\u6709\u65f6\u662f\u590d\u6742\u7684Scaffolding\u7cfb\u7edf\uff0c\u6bd4\u5982\u591aAgent\u3001\u5b50Agent\u3001\u59d4\u6258\u3001\u8d85\u957f\u65f6\u95f4\u8fd0\u884c\u3002\u90a3\u4e2a\u7cfb\u7edf\u672c\u8eab\u662f\u4e00\u6bb5\u4ee3\u7801\uff0c\u6700\u7ec8\u6a21\u578b\u81ea\u5df1\u53ef\u4ee5\u5b9e\u65f6\u5730\u7f16\u5199\u5b83\u4f60\u53ef\u4ee5\u3002\u60f3\u8c61\uff0c\u4e0d\u662f\u53ea\u6709\u4e00\u4e2a\u975e\u5e38\u901a\u7528\u7684\u7cfb\u7edf\uff0c\u800c\u662f\u53ef\u80fd\u6839\u672c\u6ca1\u6709\u7cfb\u7edf\uff0c\u53ea\u6709\u6a21\u578b\u80fd\u591f\u6839\u636e\u5b83\u88ab\u8981\u6c42\u505a\u7684\u4e8b\u60c5\uff0c\u53bb\u7f16\u5199\u90a3\u4e9b\u7cfb\u7edf\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5c31\u50cf\u662f\u4e3a\u4e86\u4e00\u7ec4\u95ee\u9898\uff0c\u751f\u6210\u51e0\u4e4e\u6700\u9ad8Token\u6548\u7387\u3001\u6700\u9ad8\u8d28\u91cf\u8f93\u51fa\u7684\u5b50Agent\u96c6\u5408\u548c\u5b83\u5468\u56f4\u7684\u4e00\u5207\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u6b63\u662f\u5982\u6b64\u3002\u6211\u7684\u610f\u601d\u662f\uff0c\u6211\u4eec\u5728\u8fc7\u53bb\u4e00\u5e74\u534a\u5de6\u53f3\u770b\u5230\u7684\u4e00\u79cd\u8303\u5f0f\u8f6c\u53d8\uff0c\u5f53\u7136\u5c31\u662f\u80fd\u591f\u5728Token\u7a7a\u95f4\u4e2d\u8fdb\u884c\u957f\u65f6\u95f4\u63a8\u7406\u7684Reasoning\u6a21\u578b\u3002\u4f46\u5f53\u7136\uff0c\u6700\u7ec8\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\u7684\u662f\uff0c\u4f60\u5e94\u8be5\u63a8\u7406\u591a\u4e45\uff1f\u4f60\u5e94\u8be5\u57fa\u4e8e\u7528\u6237\u53ef\u80fd\u63d0\u51fa\u7684\u95ee\u9898\u7684\u590d\u6742\u6027\uff0c\u6765\u589e\u52a0\u90a3\u5c42\u667a\u80fd\u5417\uff1f\u8fd9\u5c06\u4f7f\u5b83\u66f4\u9ad8\u6548\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u56f4\u7ed5\u8fd9\u4e9b\u7cfb\u7edf\u6240\u505a\u7684\u5de5\u4f5c\uff0c\u5c06\u4f1a\u6709\u4e00\u4e2a\u5c42\u9762\uff0c\u6211\u4e0d\u786e\u5b9a\u662f\u5b8c\u5168\u4ece\u5934\u7f16\u5199\u5408\u9002\uff0c\u8fd8\u662f\u67d0\u79cd\u81ea\u52a8\u5316\u673a\u5236\uff0c\u4f1a\u806a\u660e\u5730\u4e3a\u6b63\u786e\u7684\u4efb\u52a1\u521b\u5efa\u6b63\u786e\u7684Scaffolding\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5728Agent\u65b9\u9762\uff0c\u6211\u8ba4\u4e3a\u6709\u5f88\u591a\u4eba\u90fd\u5728\u6446\u5f04\u548c\u8bd5\u9a8c\uff0c\u6784\u5efa\u8fd9\u79cd\u957f\u65f6\u95f4\u8fd0\u884c\u7684Agent\u3002\u800c\u4e14\u6211\u8ba4\u4e3a\uff0c\u5f88\u660e\u663e\uff0c\u4ed6\u4eec\u5728\u8bd5\u56fe\u8ba9\u8fd9\u4e9bAgent\u5728\u4e0a\u767e\u4e2a\u6b65\u9aa4\u4e2d\u4fdd\u6301\u7a33\u5b9a\u65f6\uff0c\u4f1a\u9047\u5230\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\u3002\u4f60\u5982\u4f55\u770b\u5f85\u8981\u8fbe\u5230\u8fdb\u4e00\u6b65\u7684\u901a\u7528\u53ef\u9760\u6027\uff0c\u9700\u8981\u4e9b\u4ec0\u4e48\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u8ba4\u4e3a\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u6700\u663e\u800c\u6613\u89c1\u7684\u65b9\u5f0f\uff0c\u5c31\u662f\u6539\u8fdb\u6a21\u578b\u5468\u56f4\u7684Scaffolding\uff0c\u4ee5\u53ca\u6a21\u578b\u672c\u8eab\u3002\u5982\u679c\u4f60\u60f3\u60f3\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u662f\u5728\u67d0\u4e2a\u4efb\u52a1\u5206\u5e03\u6216\u6a21\u6001\u5206\u5e03\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u6216\u8005\u5b66\u4e60\u5982\u4f55\u5c06\u4e0d\u540c\u7684\u8bcd\u8fde\u63a5\u5230\u89c6\u9891\u7b49\u7b49\uff0c\u5bf9\u5427\uff1f\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u5173\u4e8e\u4f60\u5982\u4f55\u8bad\u7ec3\u3001\u9884\u8bad\u7ec3\u6216\u540e\u8bad\u7ec3\u8fd9\u4e9b\u6743\u91cd\u3002\u6240\u4ee5\uff0c\u5982\u679c\u4f60\u60f3\uff0c\u6709\u4e00\u79cd\u65b0\u7684\u5de5\u4f5c\u7c7b\u578b\u6216\u6a21\u6001\uff0c\u9700\u8981\u8fd9\u4e9b\u8d85\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u7cfb\u7edf\uff0c\u9700\u8981\u4ece\u8fd9\u4e9b\u6781\u957f\u7684\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\uff0c\u800c\u6211\u4eec\u4e00\u76f4\u5728\u521b\u65b0<\/a>\u5e76\u63a8\u52a8\u8fd9\u4e00\u70b9\uff0c1.5\u7248\u672c\u5c31\u662f\u6211\u4eec\u957f\u4e0a\u4e0b\u6587\u7684\u7a81\u7834\u3002\u90a3\u4e48\uff0c\u6a21\u578b\u663e\u7136\u4e5f\u4f1a\u8fce\u5934\u8d76\u4e0a\uff0c\u53bb\u6ee1\u8db3\u7528\u6237\u548c\u90a3\u4e9b\u672a\u6765\u4e3b\u4e49\u7684\u4f7f\u7528\u573a\u666f\u3002\u8fd9\u6709\u70b9\u50cf\u7814\u7a76\u8005\u7684\u6311\u6218\uff0c\u5bf9\u5427\uff1f\u9884\u6d4b\u4ec0\u4e48\u662f\u53ef\u80fd\u7684\uff0c\u7136\u540e\u4e0d\u4ec5\u4e13\u6ce8\u4e8e\u6784\u5efa\u4e00\u4e2a\u5bf9\u6b64\u9c81\u68d2\u7684\u7cfb\u7edf\uff0c\u8fd8\u8981\u8003\u8651\u5f53\u4f60\u628a\u6240\u6709\u7684\u4e0a\u4e0b\u6587\u548c\u6240\u6709\u75af\u72c2\u7684\u64cd\u4f5c\u90fd\u585e\u8fdb\u53bb\u65f6\uff0c\u5982\u4f55\u8ba9\u6743\u91cd\u53d8\u5f97\u4e0d\u90a3\u4e48\u4e0d\u5f00\u5fc3\u6216\u8005\u66f4\u5f00\u5fc3\uff1f\u800c\u4e0d\u662f\u4ec5\u4ec5\u5bc4\u5e0c\u671b\u4e8e\u4ece\u8bf1\u5bfc\u8be5\u884c\u4e3a\u7684Prompt\u4e2d\u6cdb\u5316\u3002<\/strong><\/p>\n

\u8bb0\u5fc6\u4e0e\u6301\u7eed\u5b66\u4e60<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u6bcf\u4e2a\u4eba\u90fd\u5728\u8bd5\u56fe\u5f04\u660e\u767d\u7684\u4e00\u4e2a\u6a21\u5f0f\u662fMemory\uff0c\u5bf9\u5427\uff1f\u4ee5\u53ca\u5982\u4f55\u5728\u8fd9\u4e9bAgent\u4e4b\u95f4\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u5bf9\u4e8e\u8fd9\u4e2a\u95ee\u9898\u6700\u7ec8\u4f1a\u5728\u54ea\u91cc\u5f97\u5230\u89e3\u51b3\uff0c\u4f60\u6709\u4ec0\u4e48\u60f3\u6cd5\u5417\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u4ece\u5f88\u65e9\u4e4b\u524d\u5f00\u59cb\u6211\u5c31\u8ba4\u4e3aMemory\u975e\u5e38\u8ff7\u4eba\u3002\u4f60\u53ef\u4ee5\u8fd9\u6837\u60f3\uff0c\u6211\u8ba4\u4e3a\u6700\u521d\u6211\u4eec\u8fd9\u6837\u63cf\u8ff0\u5b83\uff0c\u8fd9\u6216\u8bb8\u6e90\u4e8e\u6211\u7684\u4e2a\u4eba\u504f\u89c1\uff0c\u56e0\u4e3a\u6211\u66fe\u7814\u7a76\u8fc7\u5927\u8111\u4e2d\u7684Memory\u7cfb\u7edf\u5e76\u53d6\u5f97\u4e86\u535a\u58eb\u5b66\u4f4d\u3002\u5173\u4e8eMemory\u6709\u51e0\u79cd\u601d\u8003\u65b9\u5f0f\uff0c\u4f46\u6211\u559c\u6b22\u7684\u4e00\u79cd\u66f4\u7b80\u5355\u7684\u65b9\u5f0f\u662f\uff1a\u5de5\u4f5cMemory\uff0c\u5373\u90a3\u4e9b\u7531\u4e8e\u6211\u4eec\u6b63\u5728\u505a\u7684\u4e8b\u60c5\u6216\u8ba8\u8bba\u7684\u5185\u5bb9\u800c\u975e\u5e38\u9c9c\u6d3b\u7684\u4e8b\u7269\uff1b\u7136\u540e\u662f\u6240\u8c13\u7684\u60c5\u666fMemory\uff0c\u90a3\u662f\u4e00\u79cd\u4f60\u53ef\u4ee5\u8bbf\u95ee\u7684\u68c0\u7d22\u7cfb\u7edf\uff0c\u5b83\u53ef\u80fd\u4e0d\u90a3\u4e48\u7cbe\u786e\uff0c\u4e0a\u4e0b\u6587\u66f4\u957f\uff0c\u6216\u8005\u53ef\u80fd\u62e5\u6709\u4f60\u6216\u6211\u5b8c\u6574\u5173\u5fc3\u7684\u3001\u6211\u4eec\u79ef\u7d2f\u7684\u6240\u6709\u4f53\u9a8c\u7684\u5168\u90e8\u4e0a\u4e0b\u6587\u3002<\/strong><\/p>\n

\u73b0\u5728\uff0cMemory\u7684\u5c42\u6b21\u4e0d\u6b62\u4e24\u4e2a\uff0c\u4f46\u8fd9\u6837\u6309\u5c42\u6b21\u601d\u8003\u5f88\u6709\u7528\u3002\u8ba1\u7b97\u673a\u4e5f\u662f\u5982\u6b64\uff0c\u6709L1\u3001L2\u7f13\u5b58\u7b49\u3002\u6240\u4ee5\uff0c\u8c08\u5230\u6a21\u578b\uff0c\u6211\u8ba4\u4e3a\u5de5\u4f5cMemory\uff0c\u56e0\u4e3a\u6709\u4e86Transformer\u7b49\u7b49\uff0c\u6211\u4eec\u6709\u4e86\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u673a\u5236\u6765\u4f7f\u7528\u90a3\u79cdMemory\uff0c\u53ef\u4ee5\u52a8\u7528\u6570\u767e\u3001\u6570\u5343\u3001\u6570\u767e\u4e07\u4e2aToken\u6765\u4fee\u6539\u90a3\u4e2aMemory\uff0c\u7136\u540e\u7528\u5b83\u505a\u51fa\u60ca\u4eba\u7684\u4e8b\u60c5\uff0c\u8bc1\u660e\u590d\u6742\u7684\u3001\u91d1\u724c\u7ea7\u522b\u7684\u6570\u5b66\u95ee\u9898\u7b49\u7b49\u3002\u800c\u6211\u8ba4\u4e3a\u6211\u6b63\u770b\u5230\u8bb8\u591a\u52a8\u80fd\u7684\u662f\uff0c\u5982\u4f55\u5de9\u56fa\u90a3\u4e9b\u53d1\u751f\u5728\u4e4b\u524d\u4e0d\u540c\u4ea4\u4e92\u4e2d\u3001\u6216\u8005\u5728\u67d0\u4e2a\u53ef\u80fd\u6bd4\u5de5\u4f5cMemory\u6240\u80fd\u8bb0\u4f4f\u7684\u8fd8\u8981\u957f\u7684\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u5982\u4f55\u5b58\u50a8\u90a3\u4e9b\u77e5\u8bc6\uff1f\u901a\u8fc7\u4e0d\u540c\u7684\u5b9e\u9a8c\u3002<\/p>\n

\u6211\u8ba4\u4e3a\uff0c\u5176\u4ed6\u7684\uff0c\u6bd4\u5982\u73b0\u5728\u6807\u51c6\u53eb\u6cd5\u662f\u6211\u4eec\u79f0\u4e3a\u6280\u80fd\u7684\u4e1c\u897f\uff0c\u4f46\u66f4\u901a\u7528\u7684\u662f\uff0c\u6211\u4eec\u786e\u5b9e\u53ef\u4ee5\u8bbf\u95ee\u4e00\u4e2aMemory\u7cfb\u7edf\uff0c\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2aAgent\uff0c\u90a3\u5c31\u662f\u8ba1\u7b97\u673a\u672c\u8eab\u3002\u6240\u4ee5\u4f60\u53ef\u4ee5\u5f00\u59cb\u601d\u8003\uff0c\u5c06\u4f60\u7684\u60f3\u6cd5\u5199\u5165\u6587\u4ef6\uff0c\u6784\u9020\u6210\u76ee\u5f55\u6216\u6587\u4ef6\u5939\uff0c\u5e76\u5728\u4f60\u4e0e\u540c\u4e00\u4e2a\u7528\u6237\u8fdb\u884c\u591a\u6b21\u4f1a\u8bdd\u6216\u5728\u4e00\u4e2a\u975e\u5e38\u975e\u5e38\u957f\u7684\u4f1a\u8bdd\u4e2d\u8fd9\u6837\u505a\u3002<\/strong>\u76ee\u524d\u8fd9\u79cd\u673a\u5236\u76f8\u5f53\u4e0d\u9519\u3002\u4f46\u8bdd\u8bf4\u56de\u6765\uff0c\u6211\u4e0d\u8ba4\u4e3a\u6a21\u578b\u7684\u6743\u91cd\u5df2\u7ecf\u8d76\u4e0a\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n

\u628a\u8fd9\u79cd\u77e5\u8bc6\u5e93\u6dfb\u52a0\u5230\u4e00\u4e2a\u6587\u4ef6\u7cfb\u7edf\u4e2d\uff0c\u6216\u8005\u4efb\u4f55\u4f60\u53ef\u4ee5\u7528\u57fa\u672c\u7684\u68c0\u7d22\u673a\u5236\u4fee\u6539\u548c\u8bfb\u53d6\u7684\u5b58\u50a8\u683c\u5f0f\u4e2d\uff0c\u8fd9\u662f\u5426\u662f\u6dfb\u52a0\uff1f\u8fd9\u5df2\u7ecf\u975e\u5e38\u5f3a\u5927\u4e86\u3002\u7136\u800c\uff0c\u6211\u8ba4\u4e3a\u8fd8\u6709\u5f88\u591a\u4e1c\u897f\u6709\u5f85\u5f00\u53d1\u3002\u6211\u60f3\uff0c\u6211\u4eec\u5f88\u591a\u4eba\u90fd\u79f0\u8fd9\u79cd\u5f62\u5f0f\u4e3a\u67d0\u79cd\u5f62\u5f0f\u7684Continual Learning\u3002\u4f46\u6211\u5e0c\u671b\u8d77\u4f5c\u7528\u7684\u673a\u5236\uff0c\u5b83\u663e\u7136\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u597d\uff0c\u662f\u8fd9\u79cd\u6587\u4ef6\u7cfb\u7edf\u5f0f\u7684\u3001\u975e\u53c2\u6570\u5316\u7684\u5f62\u5f0f\u3002<\/p>\n

\u6bd4\u8d77\u5c06\u8fd9\u4e9b\u8bb0\u5fc6\u6574\u5408\u56de\u6743\u91cd\u4e2d\uff0c\u8fd9\u79cd\u65b9\u5f0f\u8981\u66f4\u65b9\u4fbf\u4e00\u4e9b\u3002\u56e0\u4e3a\u5373\u4f7f\u4ece\u5b9e\u9645\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u8bd5\u56fe\u5927\u89c4\u6a21\u5730\u63d0\u4f9b\u540c\u4e00\u4e2a\u6a21\u578b\u3002\u6240\u4ee5\uff0c\u5982\u679c\u5fc5\u987b\u4e3a\u4e0d\u540c\u7528\u6237\u63d0\u4f9b\u5e26\u6709\u4e0d\u540c\u8bb0\u5fc6\u7684\u6a21\u578b\uff0c\u90a3\u5c06\u4f1a\u662f\u975e\u5e38\u75db\u82e6\u7684\u4e8b\u60c5\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u4ece\u5b9e\u9645\u89d2\u5ea6\u51fa\u53d1\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u5c06\u4f1a\u770b\u5230\u66f4\u597d\u7684\u8bc4\u4f30\u65b9\u6cd5\u548c\u8fd9\u4e9b\u6a21\u578b\u5728\u4ea4\u4e92\u4e2d\u79ef\u7d2f\u77e5\u8bc6\u7684\u65b9\u5f0f\u3002\u6211\u8ba4\u4e3a\u8fd9\u53ef\u80fd\u4e5f\u662f\u4e00\u79cd\u8303\u5f0f\u8f6c\u53d8\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7c7b\u4f3c\u4e8e\u6211\u4eec\u5728\u5927\u7ea6\u4e00\u5e74\u534a\u524d\u770b\u5230Reasoning\u51fa\u73b0\u65f6\u7684\u60c5\u51b5\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u8fd9\u662f\u5426\u610f\u5473\u7740\u6bcf\u4e2a\u4eba\u90fd\u6709\u6a21\u578b\uff0c\u7136\u540e\u5b83\u4eec\u62e5\u6709\u5404\u81ea\u72ec\u7279\u7684\u6587\u4ef6\u7cfb\u7edf\uff0c\u8fd8\u662f\u8bf4\u4f60\u89c9\u5f97\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4eba\u4eec\u62e5\u6709\u7684\u6a21\u578b\uff0c\u5176\u6743\u91cd\u4f1a\u56e0\u5176\u505a\u8fc7\u7684\u4e8b\u60c5\u800c\u6709\u6240\u4e0d\u540c\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6b63\u5982\u6211\u6240\u8bf4\uff0c\u6743\u91cd\u4e0d\u540c\u4f1a\u5f88\u9ebb\u70e6\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5f88\u96be\u90e8\u7f72\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u786e\u5b9e\u4f1a\u5f88\u9ebb\u70e6\u3002\u5982\u679c\u90a3\u662f\u6700\u597d\u7684\u65b9\u5f0f\uff0c\u90a3\u6211\u4eec\u603b\u4f1a\u627e\u5230\u529e\u6cd5\u7684\u3002\u53bb\u8bbe\u8ba1\u4e13\u95e8\u7684\u786c\u4ef6\uff0c\u5f53\u7136\u6211\u4eec\u4e5f\u5728\u786c\u4ef6\u8bbe\u8ba1\u4e0a\u6295\u5165\u4e86\u5927\u91cf\u8d44\u91d1\uff0c\u53ef\u4ee5\u8bf4\uff0c\u90a3\u4f1a\u8ba9\u4f60\u62e5\u6709\u66f4\u4e2a\u4eba\u5316\u7684\u6743\u91cd\u3002\u4f46\u81f3\u5c11\uff0c\u4f60\u5f53\u7136\u4f1a\u62e5\u6709\u53ef\u80fd\u662f\u4f60\u4e2a\u4eba\u7684\u4e13\u5c5e\u77e5\u8bc6\u5e93\u3002\u4f60\u751a\u81f3\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u5df2\u7ecf\u5728LLM\u9886\u57df\u770b\u5230\u4e86\u8bb8\u591a\u8fd9\u65b9\u9762\u7684\u4f8b\u5b50\u3002\u7136\u540e\u6216\u8bb8\u8fd8\u6709\u53e6\u4e00\u5c42\u77e5\u8bc6\uff0c\u5b83\u5bf9\u4e8e\u7ed9\u5b9a\u6a21\u578b\u7684\u6240\u6709\u7528\u6237\u6765\u8bf4\u66f4\u901a\u7528\uff0c\u4f60\u53ef\u4ee5\u60f3\u8c61\u80fd\u591f\u8bbf\u95ee\u5b83\uff0c\u5e76\u5728\u4e0d\u89e6\u78b0\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\u4e30\u5bcc\u6216\u589e\u5f3a\u6a21\u578b\u80fd\u529b\u3002\u8fd9\u975e\u5e38\u6709\u8da3\u3002\u800c\u4e14\uff0c\u80fd\u505a\u5230\u90a3\u4e00\u6b65\u5c31\u592a\u68d2\u4e86\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u611f\u89c9Continual Learning\u4e00\u76f4\u662f\u70ed\u95e8\u8bdd\u9898\uff0c\u4eba\u4eba\u90fd\u5728\u8c08\u8bba\u5b83\u3002\u4f60\u5df2\u7ecf\u770b\u5230\u4e00\u4e9b\u6709\u8da3\u7684\u4f8b\u5b50\uff0c\u4e00\u4e9b\u77e5\u540d\u4eba\u58eb\u4eceOpenAI<\/a>\u6216\u5176\u4ed6\u5730\u65b9\u51fa\u6765\u521b\u4e1a\uff0c\u8bf4\uff0c\u563f\uff0c\u6211\u76f8\u4fe1\u4f60\u53ef\u4ee5\u7ee7\u7eed\u6269\u5c55\u6211\u4eec\u73b0\u5728\u505a\u7684\u4e8b\u60c5\u3002\u6211\u8ba4\u4e3a\uff0c\u6ca1\u4eba\u5426\u8ba4\u90a3\u4e9bScaling Laws\u4ecd\u7136\u5b58\u5728\uff0c\u4f46\u4ed6\u4eec\u5728\u8bf4\uff0c\u611f\u89c9\u4f60\u9700\u8981\u4e00\u79cd\u51e0\u4e4e\u5168\u65b0\u7684\u7814\u7a76\u8d4c\u6ce8\uff0c\u624d\u80fd\u5b9e\u73b0\u771f\u6b63\u7684Continual Learning\u3002\u800c\u4e14\uff0c\u4e5f\u8bb8\u5728\u90a3\u79cd\u6301\u7eed\u6539\u8fdb\u6838\u5fc3LLM\u7684\u8def\u5f84\u4e4b\u5916\u53bb\u8ffd\u6c42\u5b83\uff0c\u662f\u6709\u9053\u7406\u7684\u3002\u6211\u5f88\u597d\u5947\u4f60\u5982\u4f55\u770b\u5f85\u8fd9\u6574\u4e2a\u52a8\u6001\uff1f\u8fd8\u6709\uff0c\u4f60\u5bf9\u6b64\u7684\u53cd\u601d\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u5f88\u65e9\u5c31\u52a0\u5165\u4e86Google Brain\uff0c\u7136\u540e\u57282016\u5e74\u8f6c\u5230\u4e86DeepMind\u3002\u6b64\u523b\uff0c\u6211\u8ba4\u4e3a\u8fd9\u91cc\u5b58\u5728\u7740\u6311\u6218\u548c\u673a\u9047\u3002\u4f60\u663e\u7136\u60f3\u53bb\u7814\u7a76\u4e00\u4e9b\u7814\u7a76\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ef\u80fd\u4e0d\u5951\u5408\u201c\u672a\u6765\u4e09\u4e2a\u6708\u5185\u5c31\u8981\u628a\u5b83\u653e\u8fdb\u4e0b\u4e00\u6b21\u8bad\u7ec3\u8fd0\u884c\u201d\u7684\u8282\u594f\uff0c\u4f46\u540c\u65f6\uff0c\u8fd9\u4e5f\u4e0d\u80fd\u548cLLM\u7684\u53d1\u5c55\u65b9\u5411\u5b8c\u5168\u8131\u8282\u3002<\/p>\n

\u6211\u4eec\u6b63\u5728\u6539\u8fdbGemini\u3002\u770b\u7740Flash\u5728\u4ec5\u4ec5\u51e0\u4e2a\u6708\u524d\u8fd8\u8868\u73b0\u4e0d\u4f73\uff0c\u73b0\u5728\u5374\u8d85\u8d8a\u4e86\uff0c\u8fd9\u5f88\u4ee4\u4eba\u7740\u8ff7\u3002\u800c\u4e14\u8fd9\u79cd\u60c5\u51b5\u6301\u7eed\u53d1\u751f\uff0c\u4fdd\u6301\u5728\u80fd\u529b\u7684\u6700\u524d\u6cbf\uff0c\u8fd9\u53ef\u80fd\u4f1a\u542f\u7528\u6216\u7981\u7528\u67d0\u4e9b\u7814\u7a76\uff0c\u540c\u65f6\u4e5f\u4e3a\u7814\u7a76\u63d0\u4f9b\u4e86\u4fdd\u62a4\u3002\u5f53\u7136\uff0c\u8fd9\u4e0d\u662f\u4ee5\u5e74\u4e3a\u5355\u4f4d\u7684\u4e8b\uff0c\u4e8b\u60c5\u53d1\u5c55\u5f88\u5feb\u3002\u4f46\u5c06\u8fd9\u4e24\u8005\u7ed3\u5408\u8d77\u6765\uff0c\u6b63\u662f\u6784\u5efa\u8fd9\u4e9b\u7ec4\u7ec7\u7684\u9b54\u529b\u6240\u5728\u3002\u5f53\u7136\uff0c\u6211\u4eec\u6240\u6709\u4eba\u90fd\u6709\u4e0d\u540c\u7684\u76ee\u6807\uff0c\u9700\u8981\u60f3\u529e\u6cd5\u5f25\u5408\u5b83\u4eec\u5e76\u8bc6\u522b\u673a\u4f1a\u3002<\/strong>\u8fd9\u9700\u8981\u4e00\u70b9\u529f\u529b\uff0c\u5bf9\u5427\uff1f\u4e0d\u80fd\u4ec0\u4e48\u90fd\u505a\uff0c\u7ec4\u7ec7\u592a\u5927\u4e86\uff0c\u4f46\u8981\u6709\u4e00\u4e9b\u76f4\u89c9\uff0c\u7136\u540e\u80fd\u591f\u6709\u65f6\u6025\u5207\u5730\u628a\u8fd9\u4e9b\u60f3\u6cd5\u62c9\u8fdb\u6765\uff0c\u56e0\u4e3a\u611f\u89c9\u5c31\u8be5\u8fd9\u4e48\u505a\u3002\u6240\u4ee5\uff0c\u8fd9\u5b9e\u9645\u4e0a\u5b9a\u4e49\u4e86\u90a3\u4e2a\u5c42\u9762\u7684\u7ec4\u7ec7\u3002<\/p>\n

\u4ece\u7814\u7a76\u7684\u89d2\u5ea6\u770b\uff0c\u6211\u53ef\u4ee5\u770b\u5230\uff0c\u4ece\u673a\u5668\u4eba\u6280\u672f\u7684\u6295\u8d44\uff0c\u5230LLM\u7684\u5dc5\u5cf0\uff0c\u518d\u5230\u90a3\u4e9b\u8981\u4e48\u5df2\u6210\u529f\u3001\u8981\u4e48\u5c06\u4f1a\u6210\u529f\u7684\u7814\u7a76\u3002\u4f46\u8fd9\u5f88\u6709\u6311\u6218\u6027\uff0c\u8d44\u6e90\u662f\u53d7\u9650\u7684\uff0c\u6240\u4ee5\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u6743\u8861\uff0c\u5e76\u975e\u603b\u80fd\u505a\u5bf9\u3002\u4f46\u6211\u8ba4\u4e3a\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f15\u4eba\u5165\u80dc\u7684\u3001\u4e0d\u540c\u89d2\u5ea6\u7684\u7814\u7a76\uff0c\u4e0d\u4ec5\u4ec5\u662f\u90a3\u4e2a\u80fd\u53d1\u4e0b\u4e00\u7bc7\u8bba\u6587\u6216\u8fdb\u5165\u4e0b\u4e00\u4e2a\u6a21\u578b\u7684\u60f3\u6cd5\uff0c\u800c\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u7ec4\u7ec7\u8fd9\u6574\u4e2a\u7ec4\u7ec7\u3002\u8fd9\u975e\u5e38\u5438\u5f15\u4eba\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u7684\u610f\u601d\u662f\uff0c\u5bf9\u4e8e\u50cf\u4f60\u8fd9\u6837\u89d2\u8272\u7684\u4eba\u6765\u8bf4\uff0c\u8fd9\u611f\u89c9\u50cf\u662f\u6700\u6709\u8da3\u7684\u95ee\u9898\u4e4b\u4e00\uff0c\u4f60\u5f88\u96be\u4e0d\u5bf9\u5982\u4eca\u7528\u8fd9\u4e9b\u6a21\u578b\u80fd\u63a8\u8fdb\u7684\u5982\u6b64\u591a\u7684\u4e8b\u60c5\u611f\u5230\u5174\u594b\u3002\u800c\u4e14\u663e\u7136\u6709\u592a\u591a\u4e8b\u60c5\u5728\u53d1\u751f\u3002\u6211\u611f\u89c9\uff0c\u5373\u4f7f\u50cfOpenAI\u8fd9\u6837\u7684\u7ec4\u7ec7\uff0c\u4ed6\u4eec\u4e5f\u5728\u201c\u6211\u4eec\u5e94\u8be5\u53bb\u505a\uff0cAI\u8fd9\u8fb9\u6709\u592a\u591a\u553e\u624b\u53ef\u5f97\u7684\u6210\u679c\u201d\u548c\u73b0\u5728\u8fd9\u79cd\u66f4\u805a\u7126\u7684\u65f6\u523b\u4e4b\u95f4\u6447\u6446\uff0c\u73b0\u5728\u66f4\u50cf\u662f\uff0c\u5929\u54ea\uff0c\u6211\u4eec\u5fc5\u987b\u771f\u6b63\u641e\u5b9a\u4ee3\u7801\u5e76\u8d76\u4e0aClaude\u7684\u4ee3\u7801\u80fd\u529b\u3002\u6211\u60f3\u77e5\u9053\uff0c\u4f60\u5982\u4f55\u770b\u5f85\u8fd9\u79cd\u6743\u8861\uff1a\u662f\u4e13\u6ce8\u4e8e\u4e00\u4ef6\u4e8b\uff0c\u8ba9\u6240\u6709\u4eba\u90fd\u671d\u7740\u90a3\u4e2a\u65b9\u5411\u5212\uff0c\u8fd8\u662f\u53ef\u80fd\u9762\u5411\u66f4\u5e7f\u6cdb\u3001\u6bcf\u4e2a\u65b9\u5411\u90fd\u8d85\u7ea7\u6709\u8da3\u7684\u9886\u57df\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u4f60\u77e5\u9053\uff0cGoogle\u56e0\u51e0\u4e2a\u539f\u56e0\u5904\u5728\u4e00\u4e2a\u72ec\u7279\u7684\u4f4d\u7f6e\u3002\u9996\u5148\uff0c\u6211\u4eec\u786e\u5b9e\u5728Gemini\u4e0a\u62e5\u6709\u5f88\u5e7f\u7684\u8986\u76d6\u9762\uff0c\u76ee\u524d\u5b83\u5b9e\u9645\u4e0a\u9a71\u52a8\u7740\u4e00\u5207\uff0c\u4f46\u6211\u4eec\u6709\u4f18\u52bf\u3002\u7ec4\u7ec7\u4e2d\u5176\u4ed6\u90e8\u95e8\u7684\u4eba\u4eec\u5df2\u7ecf\u5b8c\u5168\u63a5\u53d7\u4e86LLM\u65f6\u4ee3\uff0c\u6240\u4ee5\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u4ed6\u4eec\u62ff\u7740\u6a21\u578b\uff0c\u7136\u540e\u53ef\u80fd\u4f1a\u53bb\u505a\u4e9b\u4e8b\u60c5\u3002\u4f46\u5982\u679c\u4f60\u89c9\u5f97\u90a3\u4e0d\u662f\u63a8\u8fdb\u524d\u6cbf\u80fd\u529b\u7684\u4e0b\u4e00\u6b65\uff0c\u90a3\u4e48\uff0c\u4f60\u53ef\u4ee5\u653e\u5fc3\uff0c\u6709\u4e00\u4e2a\u975e\u5e38\u4f18\u79c0\u7684\u56e2\u961f\u4f1a\u628a\u6a21\u578b\u5e26\u5230\u5b83\u8be5\u53bb\u7684\u5730\u65b9\u3002<\/p>\n

\u540c\u65f6\uff0c\u6211\u4eec\u4ece\u786c\u4ef6\u91c7\u8d2d\u4e2d\u83b7\u5f97\u7a33\u5b9a\u6027\uff0c\u663e\u7136\uff0c\u9274\u4e8e\u6211\u4eec\u7684\u8425\u6536\u6d41\u7b49\u7b49\u9ad8\u5ea6\u5782\u76f4\u6574\u5408\uff0c\u6211\u4eec\u4e5f\u6709\u8d44\u672c\u6295\u5165\u3002\u6240\u4ee5\u4f60\u53ef\u80fd\u53ef\u4ee5\u5728\u67d0\u4e9b\u7814\u7a76\u9886\u57df\u66f4\u8fdb\u4e00\u6b65\u5730\u5192\u9669\uff0c\u5f53\u7136\u8fd9\u9700\u8981\u54c1\u5473\u3002\u6240\u4ee5\u4f60\u62e5\u6709\u8fd9\u79cd\u72b6\u6001\uff0c\u5b83\u4e0d\u662f\u805a\u7126\uff0c\u4f46\u56e0\u5176\u7ec4\u7ec7\u65b9\u5f0f\u800c\u53ef\u89c4\u6a21\u5316\u3002\u7136\u540e\u4f60\u4ecd\u7136\u53ef\u4ee5\u6295\u8d44\u4e8e\u521b\u65b0\uff0c\u8fd9\u4e00\u76f4\u662f\u6211\u4eec\u6240\u505a\u4e00\u5207\u7684\u6838\u5fc3\u3002\u5982\u679c\u6211\u770b\u770b\u6211\u66fe\u5f85\u8fc7\u7684\u4e24\u4e2a\u7ec4\u7ec7\uff0cBrain\u548cDeepMind\uff0c\u73b0\u5728\u5408\u79f0Google DeepMind\u2014\u2014\u9274\u4e8e\u6211\u663e\u7136\u5728\u4e0d\u540c\u65f6\u671f\u90fd\u5728\u4e24\u8fb9\u5f85\u8fc7\uff0c\u6211\u5f88\u6b23\u8d4f\u8fd9\u4e2a\u540d\u5b57\u2014\u2014\u90a3\u4e48\u6211\u8ba4\u4e3a\uff0c\u6211\u4eec\u7684DNA\u91cc\u5c31\u6709\u7740\u6301\u7eed\u521b\u65b0\u7684\u57fa\u56e0\u3002\u4f46\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u8ba4\u4e3aGemini\u521b\u9020\u4e86\u4e00\u79cd\u805a\u7126\u548c\u7edf\u4e00\u7684\u529b\u91cf\uff0c\u8fd9\u975e\u5e38\u4e86\u4e0d\u8d77\u3002<\/p>\n

\u6211\u548cJeff\u5df2\u76f8\u8bc6\u591a\u5e74\uff0c\u66fe\u4e00\u8d77\u7eaf\u7cb9\u4e3a\u4e86\u4e50\u8da3\u53bb\u65c5\u884c\uff0c\u8fd9\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\u90a3\u6bb5\u65f6\u5149\u975e\u5e38\u7279\u522b\u3002\u800c\u4e14\u6211\u8ba4\u4e3a\uff0c\u90a3\u4e2a\u4e2d\u5fc3\uff0c\u4e5f\u5c31\u662f\u6838\u5fc3\u5efa\u6a21\u5de5\u4f5c\uff0c\u975e\u5e38\u4e13\u6ce8\u4e8e\u524d\u6cbf\u80fd\u529b\uff0c\u7136\u540e\u62e5\u6709\u8fd9\u4e9b\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u8fd9\u662f\u4e00\u79cd\u76f8\u5f53\u5408\u7406\u7684\u65b9\u5f0f\uff0c\u65e2\u80fd\u4fdd\u6301\u4e13\u6ce8\uff0c\u53c8\u80fd\u5229\u7528\u4e00\u4e9b\u63a2\u7d22\uff0c\u800c\u8fd9\u4e9b\u63a2\u7d22\u53ef\u80fd\u4ecd\u7136\u9700\u8981\uff0c\u4e5f\u53ef\u80fd\u4e0d\u9700\u8981\u3002\u6211\u4eec\u662f\u5426\u9700\u8981World Models\uff1f\u5982\u679c\u6211\u4eec\u80fd\u628a\u5b83\u505a\u51fa\u6765\uff0c\u90a3\u80af\u5b9a\u9700\u8981\u3002\u5982\u679c\u505a\u4e0d\u51fa\u6765\uff0c\u4e5f\u8bb8\u4e5f\u6ca1\u5173\u7cfb\uff0c\u5bf9\u5427\uff1f\u4f46\u9002\u5f53\u4e0b\u6ce8\u603b\u5f52\u662f\u597d\u7684\u3002<\/p>\n

RL\u6cdb\u5316\u3001\u5143\u80fd\u529b\u4e0eAGI\u7684\u672a\u6765<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u8bf4\u56de\u5230\u6a21\u578b\u65b9\u9762\u3002\u6216\u8bb8\u6362\u4e2a\u8bdd\u9898\uff0c\u804a\u804aGemini\u6a21\u578b\u672c\u8eab\uff0c\u4ee5\u53ca\u672a\u6765\u7684\u53d1\u5c55\u8def\u5f84\u3002\u6211\u8bb0\u5f97\u4f60\u4e4b\u524d\u8bf4\u8fc7\uff0cPost Training\u57fa\u672c\u4e0a\u8fd8\u662f\u4e00\u7247\u5b8c\u5168\u7684\u201c\u7eff\u5730\u201d\u3002\u6211\u89c9\u5f97\u6211\u4eec\u5df2\u7ecf\u770b\u5230\uff0cPost Training\u548cRL\u5728\u7f16\u7801\u548c\u6570\u5b66\u9886\u57df\u53d6\u5f97\u4e86\u60ca\u4eba\u7684\u8fdb\u6b65\u3002\u5c31\u5728\u6211\u4eec\u5f55\u5236\u8fd9\u671f\u64ad\u5ba2\u7684\u51e0\u4e2a\u5c0f\u65f6\u524d\uff0c\u521a\u6709\u4e00\u4e2a\u65b0\u7684\u6570\u5b66\u95ee\u9898\u88ab\u89e3\u51b3\u3002\u5927\u5bb6\u90fd\u5728\u8bd5\u56fe\u5f04\u6e05\u695a\u7684\u662f\u4e0b\u4e00\u6279RL\u4f1a\u771f\u6b63\u8d77\u98de\u7684\u9886\u57df\u6709\u54ea\u4e9b\u7279\u5f81\uff0c\u6211\u5f88\u597d\u5947\u4f60\u7684\u76f4\u89c9\u3002\u611f\u89c9\u5728\u7f16\u7801\u548c\u6570\u5b66\u65b9\u9762\uff0c\u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u75af\u72c2\u7684\u6307\u6570\u589e\u957f\u8def\u5f84\u4e0a\uff0c\u5f88\u60f3\u542c\u542c\u4f60\u5bf9\u54ea\u4e9b\u5176\u4ed6\u9886\u57df\u662f\u826f\u597d\u9002\u914d\u7684\u76f4\u89c9\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002\u6211\u5fc5\u987b\u8bf4\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u5f88\u591a\u4e8b\u60c5\u4e0a\u5df2\u7ecf\u975e\u5e38\u51fa\u8272\u4e86\uff0c\u6240\u4ee5\u5f88\u96be\u6b66\u65ad\u5730\u8bf4\u201c\u8fd9\u4e2a\u5b8c\u5168\u4e0d\u884c\u201d\uff0c\u5bf9\u5427\uff1f\u51e0\u4e4e\u901a\u8fc7Prompt\uff0c\u518d\u52a0\u4e0a\u4e00\u70b9\u5de7\u5999\u7684Prompt\uff0c\u4e5f\u8bb8\u6784\u5efa\u6b63\u786e\u7684\u7cfb\u7edf\uff0c\u5f88\u591a\u60ca\u4eba\u7684\u4e8b\u60c5\uff0c\u81f3\u5c11\u5728\u6211\u79f0\u4e4b\u4e3a\u6570\u5b57\u4e16\u754c\u91cc\u7684\u201c\u6570\u5b57AGI\u201d\u65b9\u9762\uff0c\u5df2\u7ecf\u975e\u5e38\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u5f53\u6211\u8bf4Post Training\u662f\u4e00\u7247\u7eff\u5730\u65f6\uff0c\u4e0e\u5176\u8bf4\u662f\u5173\u4e8e\u67d0\u79cd\u80fd\u529b\uff0c\u611f\u89c9\u79bb\u8fbe\u5230\u201c\u8fd9\u76f8\u5f53\u667a\u80fd\u3001\u76f8\u5f53\u5148\u8fdb\u201d\u7684\u53ef\u63a5\u53d7\u6c34\u5e73\u8fd8\u5f88\u8fdc\uff0c\u4e0d\u5982\u8bf4\u66f4\u591a\u662f\u673a\u68b0\u5730\u89c2\u5bdf\u90a3\u4e9b\u5229\u7528\u4e86\u6a21\u4eff\u5b66\u4e60\u6216\u9884\u8bad\u7ec3\u52a0\u540e\u8bad\u7ec3\u7684\u5176\u4ed6\u5de5\u4f5c\uff0c\u4ee5\u53ca\u5728\u8ba1\u7b97\u6295\u5165\u4e0a\uff0c\u9884\u8bad\u7ec3\u76f8\u6bd4\u4eca\u5929\u6a21\u578b\u6240\u4f7f\u7528\u7684\u76f8\u5bf9\u8f83\u5c11\u7684\u540e\u8bad\u7ec3\u6295\u5165\uff0c\u5dee\u8ddd\u6709\u591a\u5927\u3002<\/strong><\/p>\n

\u539f\u56e0\u5176\u5b9e\u5f88\u6e05\u6670\uff0c\u4f46\u4e0d\u786e\u5b9a\u662f\u5426\u5bb9\u6613\u89e3\u51b3\u3002\u4e8b\u5b9e\u662f\uff0c\u5373\u4f7f\u4f60\u53d6\u4e00\u4e2a\u975e\u5e38\u72ed\u7a84\u7684\u9886\u57df\uff0c\u6bd4\u5982\u7528\u5f3a\u5316\u5b66\u4e60\u73a9\u56f4\u68cb\u6e38\u620f<\/a>\u3002\u4f60\u73b0\u5728\u6709\u4e00\u4e2a\u53ef\u4ee5\u4e0b\u68cb\u7684\u7cfb\u7edf\u3002\u5b83\u4e0b\u4e86\u51e0\u6b65\u68cb\uff0c\u6e38\u620f\u8fdb\u884c\u4e86\u51e0\u6b65\u4e4b\u540e\uff0c\u90a3\u4e2a\u60c5\u5883\u3001\u90a3\u76d8\u68cb\u5c40\u5c31\u53d8\u5f97\u72ec\u4e00\u65e0\u4e8c\u4e86\u3002\u6211\u7684\u610f\u601d\u662f\uff0c\u4f60\u4e4b\u524d\u4ece\u672a\u89c1\u8fc7\u90a3\u4e2a\u7279\u5b9a\u7684\u76d8\u9762\u3002\u6240\u4ee5\uff0c\u73af\u5883\u7684\u590d\u6742\u6027\u968f\u7740\u4f60\u7684\u5bf9\u5f08\uff0c\u4f7f\u5f97\u751f\u6210\u8bad\u7ec3\u6570\u636e\u51e0\u4e4e\u662f\u65e0\u9650\u4e14\u514d\u8d39\u7684\u3002\u5c31\u50cf\uff0c\u4f60\u4e0b\u4e86\u51e0\u6b65\uff0c\u73b0\u5728\u5c31\u5904\u4e8e\u4e00\u4e2a\u65b0\u5c40\u9762\u3002\u56e0\u6b64\u4f60\u53ef\u4ee5\u4ece\u4e2d\u5b66\u4e60\u3002\u4f60\u73a9\u5f97\u8d8a\u591a\uff0c\u82b1\u5728RL\u7b97\u6cd5\u4e0a\u7684\u65f6\u95f4\u8d8a\u591a\uff0c\u83b7\u5f97\u7684\u77e5\u8bc6\u5c31\u8d8a\u591a\u3002\u8fd9\u5c31\u662f\u6211\u4eec\u5728\u6e38\u620f\u5f3a\u5316\u5b66\u4e60\u65f6\u4ee3\u770b\u5230\u7684\u60c5\u51b5\u3002<\/p>\n

\u800c\u5728LLM\u4e2d\uff0c\u6211\u4eec\u662f\u6570\u636e\u53d7\u9650\u7684\uff0c\u800c\u65e0\u9650\u590d\u6742\u6027\u7684\u6e90\u5934\u662f\u4ec0\u4e48\uff1f\u8fd9\u4e00\u70b9\u8fd8\u4e0d\u90a3\u4e48\u6e05\u695a\u3002\u6709\u4e00\u4e9b\u60f3\u6cd5\uff0c\u4f46\u6211\u8ba4\u4e3a\uff0c\u7834\u89e3\u90a3\u4e2a\u914d\u65b9\u53ef\u80fd\u4f1a\u662f\u4ef6\u5927\u4e8b\uff0c\u81f3\u5c11\u4ece\u7b97\u6cd5\u7684\u7f8e\u611f\u4e0a\u6765\u8bf4\u662f\u5982\u6b64\u3002\u5982\u679c\u80fd\u770b\u5230\u5b83\u73b0\u5728\u4e5f\u5728LLM\u4e2d\u8d77\u6548\uff0c\u4f1a\u6bd4\u4e0d\u77e5\u9053\u5b83\u8fc7\u53bb\u5982\u4f55\u8d77\u6548\u66f4\u4ee4\u4eba\u6ee1\u8db3\u3002\u90a3\u4e48\uff0c\u8fd9\u5fc5\u8981\u5417\uff1f\u80fd\u529b\u8fd8\u6ca1\u8fbe\u5230\u5417\uff1f\u8fd9\u5f88\u96be\u8bf4\u3002\u4f46\u65e2\u7136\u4f60\u95ee\u662f\u54ea\u4e9b\u80fd\u529b\uff0c\u6211\u8ba4\u4e3a\u5c31\u6a21\u578b\u6240\u505a\u7684\u4e8b\u60c5\u800c\u8a00\uff0c\u6700\u8ba9\u6211\u7740\u8ff7\u7684\u662f\u6211\u79f0\u4e4b\u4e3a\u201c\u5143\u80fd\u529b\u201d\u7684\u4e1c\u897f\u3002\u5b83\u4eec\u4e0d\u662f\u6570\u5b66\u6216\u7f16\u7801\u3002\u5b83\u4eec\u66f4\u50cf\u662f\u667a\u80fd\u7684\u7279\u5f81\u6216\u5c5e\u6027\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u6a21\u578b\u662f\u5426\u80fd\u505a\u5230\u3002\u6240\u4ee5\u5b9e\u9645\u4e0a\uff0c\u6301\u7eed\u5b66\u4e60\u6216\u4ece\u7ecf\u9a8c\u4e2d\u975e\u5e38\u9ad8\u6548\u5730\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u90a3\u4f1a\u662f\u4e00\u9879\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u6211\u4eec\u8fc7\u53bb\u79f0\u4e4b\u4e3a\u5143\u5b66\u4e60\u7b49\u7b49\u3002<\/p>\n

\u8fd9\u662f\u4e00\u79cd\u6211\u53ef\u4ee5\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8861\u91cf\u6216\u611f\u77e5\u7684\u80fd\u529b\uff0c\u800c\u4e14\u53ef\u80fd\u8fd8\u4e0d\u662f\u975e\u5e38\u975e\u5e38\u597d\u3002\u4f8b\u5982\uff0c\u6307\u4ee4\u9075\u5faa\u5f53\u7136\u662f\u4e00\u9879\u80fd\u529b\uff0c\u4f60\u751a\u81f3\u53ef\u4ee5\u8bf4\u5b83\u662f\u7ec8\u6781\u80fd\u529b\uff0c\u56e0\u4e3a\u5982\u679c\u6211\u8ba9\u4e00\u4e2a\u6a21\u578b\u505a\u67d0\u4ef6\u4e8b\uff0c\u5b83\u8981\u4e48\u9075\u5faa\u90a3\u4e2a\u6307\u4ee4\uff0c\u8981\u4e48\u4e0d\u9075\u5faa\u3002\u4f46\u6211\u7684\u610f\u601d\u662f\uff0c\u5c1d\u8bd5\u53bb\u770b\u90a3\u4e9b\u4e0d\u592a\u5173\u4e4e\u67d0\u4e2a\u7279\u5b9a\u9886\u57df\u6216\u5782\u76f4\u884c\u4e1a\uff0c\u800c\u66f4\u50cf\u662f\u201c\u667a\u80fd\u884c\u4e3a\u201d\u7684\u80fd\u529b\u3002\u6240\u4ee5\uff0c\u5b66\u4e60\u548c\u9002\u5e94\u7684\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u6210\u4e3a\u804c\u4e1a\u9009\u624b\u3001\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u91d1\u724c\u5f97\u4e3b\u4e4b\u7c7b\u7684\u80fd\u529b\uff0c\u624d\u662f\u6211\u5728\u6bcf\u6b21\u8bad\u7ec3\u65b0\u6a21\u578b\u65f6\uff0c\u770b\u5230\u65b0\u53d1\u5e03\u548c\u62ff\u5230\u624b\u7684\u6a21\u578b\u65f6\u6700\u7740\u8ff7\u7684\u5730\u65b9\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u4f60\u6709\u6ca1\u6709\u4e00\u4e2a\u5e38\u7528\u7684\u65b9\u6cd5\u6765\u6d4b\u8bd5\u8fd9\u4e2a\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u559c\u6b22\u6e38\u620f\uff0c\u6240\u4ee5\u6211\u901a\u5e38\u4f1a\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b9a\u4e49\u4e00\u4e2a\u65b0\u6e38\u620f\u3002\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u7ecf\u5178\u7684\u505a\u6cd5\u3002\u5f53\u7136\uff0c\u4f60\u9700\u8981\u5c0f\u5fc3\uff0c\u56e0\u4e3a\u5982\u679c\u90a3\u4e2a\u6e38\u620f\u5df2\u7ecf\u5728\u6743\u91cd\u91cc\u4e86\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5982\u679c\u5176\u4ed6\u4efb\u4f55\u4eba\u628a\u90a3\u6e38\u620f\u653e\u5230\u8fc7\u4e92\u8054\u7f51\u4e0a\uff0c\u4f60\u5c31\u6709\u9ebb\u70e6\u4e86\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u4f46\u6211\u8bb0\u5f97\uff0c\u5e94\u8be5\u6709\u4e00\u4e2a\u8bc4\u4f30\u65b9\u6cd5\u3002\u867d\u7136\u90a3\u4e0d\u5b8c\u5168\u662f\u6211\u7684\u505a\u6cd5\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u5b9e\u9645\u4e0a\uff0c\u6211\u610f\u8bc6\u5230\u6211\u95ee\u4f60\u8fd9\u4e2a\u95ee\u9898\u6709\u4e9b\u65e0\u793c\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u64ad\u5ba2\u4e4b\u540e\u4f1a\u516c\u5f00\uff0c\u7136\u540e\u4e0b\u4e00\u4e2a\u6a21\u578b\u5c31\u4f1a\u77e5\u9053\u600e\u4e48\u505a\u4e86\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6ca1\u95ee\u9898\u7684\uff0c\u4e5f\u8bb8\u5427\u3002\u662f\u7684\uff0c\u5e0c\u671b\u6211\u4eec\u9700\u8981\u7834\u89e3World Models\uff0c\u5bf9\u5427\uff1f\u9664\u975e\u5b83\u88ab\u5b8c\u5168\u8f6c\u5f55\uff0c\u6211\u786e\u4fe1\u5b83\u4f1a\u3002\u6240\u4ee5\u4e5f\u8bb8\u6211\u4eec\u751a\u81f3\u4e0d\u9700\u8981\u90a3\u6837\uff0c\u4f46\u6211\u771f\u7684\u5f88\u559c\u6b22\u4e00\u4e2a\u8bc4\u4f30\uff0c\u6211\u8ba4\u4e3a\u90a3\u4e2a\u8bc4\u4f30\u5b9e\u9645\u4e0a\u975e\u5e38\u53e4\u8001\uff0c\u8fdc\u65e9\u4e8eLLM\uff0c\u5927\u6982\u662f\u57282015\u5e74\u4e4b\u524d\u3002\u90a3\u4e2a\u8bc4\u4f30\u5f88\u7b80\u5355\u3002\u4f60\u7ed9\u51fa\u4e00\u4e2a\u6307\u5bfc\u624b\u518c\uff0c\u6211\u8bb0\u5f97\u662f\u7ed9\u300a\u6587\u660e\u300b\u8fd9\u4e2a\u6e38\u620f\u7684\uff0c\u7136\u540e\uff0c\u4f60\u5e94\u8be5\u8981\u80fd\u591f\u73a9\u5b83\uff0c\u5bf9\u5427\uff1f\u6240\u4ee5\u6211\u559c\u6b22\u90a3\u79cd\u98ce\u683c\u7684\u8bc4\u4f30\uff0c\u4f60\u53ef\u4ee5\u7528\u4e0d\u540c\u65b9\u5f0f\u521b\u5efa\u5b83\uff0c\u4f46\u8fd9\u662f\u6211\u7528\u6765\u6d4b\u8bd5\u6a21\u578b\u7684\u4e00\u79cd\u65b9\u5f0f\u3002\u800c\u4e14\u5b83\u4eec\u505a\u5f97\u4e0d\u662f\u90a3\u4e48\u597d\uff0c\u5c24\u5176\u662f\u5f53\u6e38\u620f\u53d8\u6210\u4e86\u6211\u521a\u53d1\u660e\u7684\u4e1c\u897f\u4e4b\u7c7b\u7684\u65f6\u5019\u3002\u800c\u4e14\u8fd9\u79cd\u80fd\u529b\u662f\u53cc\u91cd\u7684\u3002<\/p>\n

\u9996\u5148\uff0c\u4f60\u80fd\u7406\u89e3\u6307\u4ee4\u5e76\u636e\u6b64\u6309\u6307\u4ee4\u73a9\u6e38\u620f\u5417\uff1f\u4f46\u8fd8\u6709\u53e6\u4e00\u4e2a\u65b9\u9762\uff0c\u90a3\u5c31\u662f\u968f\u7740\u4f60\u73a9\u6e38\u620f\uff0c\u4f60\u4f1a\u5b66\u7740\u73a9\u5f97\u66f4\u597d\u3002\u6240\u4ee5\uff0c\u4f60\u80fd\u4e0d\u80fd\u5728\u5b9e\u6218\u4e2d\u770b\u5230\u8fd9\u79cd\u60c5\u51b5\u53d1\u751f\uff1f\u8fd9\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u4f46\u8bdd\u8bf4\u56de\u6765\uff0c\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u6e38\u620f\u7684\u5206\u5e03\u53d8\u5f97\u975e\u5e38\u5947\u602a\uff0c\u5b83\u53ef\u80fd\u662f\u771f\u7684\uff0c\u4f46\u4ecd\u7136\u4e0d\u5728\u8bad\u7ec3\u96c6\u4e2d\uff0c\u8fd9\u4e2a\u7279\u5b9a\u7684\u6d4b\u8bd5\u5bf9\u6a21\u578b\u6765\u8bf4\u5e76\u4e0d\u5bb9\u6613\u901a\u8fc7\uff0c\u5bf9\u5427\uff1f\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u6d4b\u8bd5\uff0c\u4f46\u6211\u771f\u7684\u5f88\u559c\u6b22\u8fd9\u4e00\u4e2a\uff0c\u800c\u4e14\u6e38\u620f\u4ee5\u4e00\u79cd\u6709\u7528\u7684\u65b9\u5f0f\uff0c\u4f46\u4f60\u53c8\u5b8c\u5168\u4e0d\u4f1a\u5728\u8fd9\u4e2a\u6e38\u620f\u4e0a\u8bad\u7ec3\u3002\u8fd9\u4e0d\u662f\u5173\u4e8e\u53ea\u8bad\u7ec3\u4e0b\u56f4\u68cb\u7684Go\uff0c\u800c\u662f\u6b63\u597d\u76f8\u53cd\u3002\u4f46\u6211\u559c\u6b22\u4ece\u80fd\u529b\u7684\u89d2\u5ea6\u8fdb\u884c\u8fd9\u79cd\u601d\u8003\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u7684\u610f\u601d\u662f\uff0c\u663e\u7136\u4f60\u4eec\u5df2\u7ecf\u6295\u5165\u4e86\u5927\u91cf\u7684\u52aa\u529b\u3002\u4f60\u77e5\u9053\uff0c\u6e38\u620f\u66fe\u662f\u7c7b\u4f3c\u53ef\u9a8c\u8bc1\u9886\u57df\u7684\u9996\u4e2a\u5178\u578b\u4f8b\u5b50\u3002\u800c\u73b0\u5728\uff0c\u7f16\u7801\u548c\u6570\u5b66\u9886\u57df\u4e5f\u6709\u4e86\u3002\u6211\u60f3\u77e5\u9053\uff0c\u8fd9\u4e2a\u9886\u57df\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u5927\u95ee\u9898\u662f\u5426\u662f\uff0c\u6211\u4eec\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u770b\u5230RL\u7684\u6cdb\u5316\u80fd\u529b\uff1f\u611f\u89c9\u6709\u65f6\u5019\u8fd9\u4e9b\u6a21\u578b\u5728\u6211\u4eec\u8fdb\u884cRL\u7684\u9886\u57df\u4e0a\u6500\u767b\u5f97\u975e\u5e38\u51fa\u8272\uff0c\u4f60\u5e94\u8be5\u6bd4\u6211\u66f4\u6e05\u695a\u662f\u5426\u770b\u5230\u4e86\u90a3\u4e00\u70b9\u968f\u540e\u6d41\u5411\u4e86\u6a21\u578b\u7684\u5176\u4ed6\u65b9\u9762\u3002\u4f46\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u611f\u89c9\u8fd9\u51e0\u4e4e\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u65f6\u523b\uff0c\u6211\u4eec\u8c08\u8bba\u8fc7\u6700\u901a\u7528\u7684\u201c\u82e6\u6da9\u7684\u6559\u8bad\u201d\u65f6\u523b\u3002\u8fd9\u662f\u4e00\u4e2a\u5728\u7279\u5b9a\u9886\u57df\u627e\u5230\u6570\u636e\uff0c\u9488\u5bf9\u8be5\u6570\u636e\u8fdb\u884cRL\uff0c\u5e76\u6539\u8fdb\u6a21\u578b\u7684\u65f6\u523b\u3002\u6211\u5f88\u597d\u5947\uff0c\u8fd9\u7b97\u662f\u5bf9\u5f53\u4e0b\u6b63\u5728\u53d1\u751f\u7684\u4e8b\u60c5\u7684\u516c\u5141\u63cf\u8ff0\u5417\uff1f\u8fd8\u6709\uff0c\u4f60\u770b\u5230\u90a3\u79cd\u6cdb\u5316\u7684\u8ff9\u8c61\u4e86\u5417\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u4eba\u4eec\u52aa\u529b\u5bfb\u627e\u90a3\u4e9b\u80fd\u786e\u5b9e\u5f15\u53d1\u6df1\u5ea6\u63a8\u7406\u3001\u5e76\u4e14\u6211\u4eec\u80fd\u4ece\u4e2d\u770b\u5230\u6cdb\u5316\u7684\u96be\u9898\u6765\u6e90\u3002\u5b9e\u9645\u4e0a\uff0c\u63a8\u7406\u6a21\u578b\u4e3b\u8981\u662f\u5728\uff0c\u6bd4\u5982\u8bf4\uff0c\u7f16\u7801\u548c\u6570\u5b66\u4e0a\u8fdb\u884c\u63a8\u7406\u3002\u4f46\u63a5\u7740\u4f60\u4f1a\u770b\u5230\u5b83\u4eec\u662f\u5982\u4f55\u63a8\u7406\u5173\u4e8e\u4efb\u4f55\u95ee\u9898\u7684\u3002\u4f60\u77e5\u9053\uff0c\u6211\u6700\u8fd1\u521a\u642c\u56de\u7f8e\u56fd<\/a>\u3002\u6211\u95ee\u4e86\u4e00\u5927\u5806\u5173\u4e8e\u642c\u5bb6\u3001\u7a0e\u52a1\u7b49\u7b49\u7684\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u63a8\u7406\u76f8\u5f53\u4e0d\u9519\uff0c\u5f88\u96be\u76f8\u4fe1\u5b83\u66fe\u88ab\u8bad\u7ec3\u8fc7\u8fd9\u7c7b\u95ee\u9898\u3002\u6240\u4ee5\u6211\u4eec\u786e\u5b9e\u770b\u5230\u4e86\u6cdb\u5316\uff0c\u5e76\u4e14\u5728\u521b\u9020\u6027\u5730\u5c1d\u8bd5\u83b7\u53d6\u66f4\u591a\u80fd\u5f15\u53d1\u6df1\u5ea6\u63a8\u7406\u7684\u6570\u636e\uff0c\u8fd8\u6709\u6df1\u5ea6\u7684Agent\u884c\u4e3a\u3002\u662f\u6700\u8fd1\u6211\u4eec\u770b\u5230\u7684\u6539\u8fdb\u7684\u4e00\u90e8\u5206\uff0c\u5c31\u662f\u627e\u5230\u90a3\u4e9b\u6765\u6e90\u3002\u53ea\u5c40\u9650\u4e8e\u53ef\u9a8c\u8bc1\u6027\u80af\u5b9a\u662f\u4e0d\u5c3d\u4eba\u610f\u7684\uff0c\u56e0\u4e3a\u5927\u591a\u6570\u65f6\u5019\uff0c\u5bf9\u4e8e\u6211\u60f3\u8ba9\u6a21\u578b\u505a\u7684\u4e8b\u60c5\uff0c\u5373\u4f7f\u6211\u6709\u5168\u4e16\u754c\u6240\u6709\u65f6\u95f4\uff0c\u6211\u4e5f\u5199\u4e0d\u51fa\u4e00\u4e2a\u9a8c\u8bc1\u5668\u3002<\/p>\n

\u6240\u4ee5\uff0c\u6211\u611f\u89c9\u521b\u5efa\u89e3\u51b3\u65b9\u6848\u548c\u8bc4\u4f30\u89e3\u51b3\u65b9\u6848\u4e4b\u95f4\u5b58\u5728\u4e00\u79cd\u4e0d\u5bf9\u79f0\u6027\uff0c\u8bc4\u4f30\u65b9\u6848\u786e\u5b9e\u6bd4\u521b\u5efa\u65b9\u6848\u66f4\u7b80\u5355\u3002\u53ef\u4ee5\u8bf4\uff0c\u5982\u679c\u4f60\u601d\u8003\u4e00\u4e9b\u8bba\u70b9\uff0c\u4f8b\u5982NP\u96be\u9898\uff0c\u4e3a\u5b83\u4eec\u521b\u5efa\u89e3\u51b3\u65b9\u6848\u975e\u5e38\u56f0\u96be\uff0c\u4f46\u9a8c\u8bc1\u5374\u5f88\u7b80\u5355\uff0c\u8fd9\u7ed9\u4e86\u6211\u5e0c\u671b\uff0c\u5373\u6a21\u578b\u81ea\u8eab\u5c06\u80fd\u591f\u8fdb\u884c\u5224\u65ad\uff0c\u5373\u4f7f\u6ca1\u6709\u5b8c\u5168\u53ef\u9a8c\u8bc1\u7684\u65b9\u5f0f\u6765\u5224\u65ad\u4e00\u6bb5\u4ee3\u7801\u662f\u5426\u521b\u5efa\u4e86\u4e00\u4e2a\u6f02\u4eae\u6216\u5f15\u4eba\u5165\u80dc\u7684\u6e38\u620f\u3002<\/strong>\u6240\u4ee5\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u9879\u975e\u5e38\u6709\u8da3\u7684\u7814\u7a76\uff0c\u800c\u4e14\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u8fd9\u7c7b\u60f3\u6cd5\u4ea7\u751f\u4e86\u5f88\u5927\u7684\u5f71\u54cd\u3002\u6240\u4ee5\u6211\u4eec\u505a\u5f97\u8d8a\u591a\uff0c\u5c31\u80fd\u5728\u8d8a\u591a\u7684\u9886\u57df\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u4f60\u771f\u7684\u9700\u8981\u90a3\u6837\u505a\u5417\uff0c\u8fd8\u662f\u4ec5\u4ec5\u4e13\u6ce8\u4e8e\u67d0\u4e9b\u6570\u5b66\u548c\u7f16\u7801\u95ee\u9898\uff0c\u5c31\u8db3\u4ee5\u6fc0\u53d1\u51fa\u8fd9\u79cd\u201c\u53d8\u5f97\u667a\u80fd\u548c\u89e3\u51b3\u95ee\u9898\u201d\u7684\u5143\u80fd\u529b\uff1f\u6211\u4e0d\u77e5\u9053\uff0c\u6211\u662f\u8bf4\uff0c\u4e24\u79cd\u53ef\u80fd\u6027\u90fd\u5b58\u5728\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u4f60\u76f4\u89c9\u4e0a\u503e\u5411\u4e8e\u54ea\u4e00\u79cd\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u5f88\u613f\u610f\u76f8\u4fe1\u4f60\u9700\u8981\u5728\u4e00\u4e2a\u5e7f\u6cdb\u7684\u5206\u5e03\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u4e14\u90a3\u5e94\u8be5\u5bf9\u6a21\u578b\u6709\u5e2e\u52a9\u3002\u4f46\u901a\u8fc7\u9884\u8bad\u7ec3\u6240\u80fd\u83b7\u5f97\u7684\u6cdb\u5316\u80fd\u529b\u662f\u5982\u6b64\u4e4b\u5f3a\u3002\u6240\u4ee5\uff0c\u4e5f\u8bb8\u8fd9\u53d6\u51b3\u4e8e\u5bf9\u201c\u8d85\u4eba\u201d\u7684\u96c4\u5fc3\u58ee\u5fd7\uff0c\u6216\u8005\u8fd9\u4e9b\u6a21\u578b\u6240\u80fd\u8fbe\u5230\u7684\u4e0a\u9650\u3002\u4f46\u5f52\u6839\u7ed3\u5e95\uff0c\u6211\u611f\u89c9\u5728Machine Learning\u4e2d\uff0c\u5728\u5c3d\u53ef\u80fd\u7b26\u5408\u5206\u5e03\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u4f3c\u4e4e\u662f\u53ef\u53d6\u7684\u3002\u6240\u4ee5\uff0c\u8fd9\u662f\u7814\u7a76\u4eba\u5458\u5728\u672a\u6765\u51e0\u4e2a\u6708\u548c\u51e0\u5e74\u91cc\u9700\u8981\u7834\u89e3\u7684\u4efb\u52a1\u4e4b\u4e00\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u4eec\u5f88\u591a\u542c\u4f17\u548c\u6b63\u5728\u521b\u5efa\u516c\u53f8\u7684\u521b\u59cb\u4eba\u4eec\u90fd\u5728\u601d\u8003\u7684\u4e00\u4ef6\u4e8b\uff0c\u5c31\u662f\u641e\u6e05\u695a\u4ed6\u4eec\u5e94\u8be5\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u5728\u6a21\u578b\u5c42\u5de5\u4f5c\uff0c\u8fd8\u662f\u7eaf\u7cb9\u5728\u6a21\u578b\u4e4b\u4e0a\u6784\u5efa\u5e94\u7528\u3002\u6211\u60f3\u77e5\u9053\uff0c\u4e00\u4e2a\u660e\u663e\u7684\u8d8b\u52bf\u662f\uff0c\u6709\u4e9b\u516c\u53f8\u5728\u6a21\u578b\u4e4b\u4e0a\u505a\u81ea\u5df1\u7684RL\uff0c\u5e76\u8868\u793a\uff1a\u6709\u4e00\u7c7b\u7279\u5b9a\u95ee\u9898\u6211\u4eec\u53ef\u4ee5\u53bb\u89e3\u51b3\u3002\u6216\u8005\uff0c\u751a\u81f3\u53ef\u80fd\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\uff0c\u6bd4\u5982Cursor\u5728\u7f16\u7801\u9886\u57df\uff0c\u4f46\u6211\u4eec\u9700\u8981\u53bb\u8bad\u7ec3\u81ea\u5df1\u7684\u57fa\u7840\u6a21\u578b\u3002\u6211\u5f88\u597d\u5947\u7684\u662f\uff0c\u4f60\u7684\u76f4\u89c9\u662f\uff0c\u4ec0\u4e48\u65f6\u5019\u4f60\u77e5\u9053\u8fd9\u786e\u5b9e\u6709\u610f\u4e49\uff0c\u6216\u8005\u4ec0\u4e48\u65f6\u5019\u53ef\u80fd\u6ca1\u610f\u4e49\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u4f1a\u544a\u8bc9\u4eba\u4eec\uff0c\u5176\u4ef7\u503c\u2014\u2014\u6211\u4eec\u7a0d\u5fae\u8ba8\u8bba\u8fc7\u8fd9\u70b9\u2014\u2014\u5728\u4e8e\u8bc4\u4f30\u7684\u4ef7\u503c\uff0c\u4ee5\u53ca\u6570\u636e\uff0c\u57fa\u672c\u4e0a\u8fd9\u4e24\u8005\u662f\u7d27\u5bc6\u76f8\u5173\u7684\uff0c\u5176\u4e2d\u8574\u542b\u7740\u5de8\u5927\u7684\u4ef7\u503c\u3002\u6240\u4ee5\uff0c\u65e0\u8bba\u4f60\u662f\u5426\u6784\u5efa\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u56e0\u4e3a\u4e5f\u8bb8\u4f60\u8fd8\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u9636\u6bb5\uff0c\u6216\u8005\u4f60\u65e0\u6cd5\u63a5\u89e6\u5230\u4eba\u624d\u3001\u8d44\u6e90\u7b49\u6240\u6709\u4e1c\u897f\uff0c\u975e\u5e38\u4ed4\u7ec6\u5730\u601d\u8003\u5982\u4f55\u8bc4\u4f30\u4f60\u5728\u5c1d\u8bd5\u505a\u7684\u4efb\u4f55\u4e8b\u60c5\u4e0a\u7684\u8fdb\u5c55\uff0c\u5b9e\u9645\u4e0a\u4f1a\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u800c\u4e14\u8fd9\u751a\u81f3\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u6807\u51c6\u8bc4\u4f30\uff0c\u50cf\u6211\u4eec\u8fd9\u6837\u7684\u4eba\u751a\u81f3\u4f1a\u91c7\u7528\u6216\u76d1\u63a7\u3002\u5f53\u7136\uff0c\u6570\u636e\u7684\u4ef7\u503c\u662f\u5de8\u5927\u7684\uff0c\u5c24\u5176\u8003\u8651\u5230\u6211\u4eec\u521a\u521a\u8ba8\u8bba\u7684Post Training\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u8db3\u591f\u7684\u6570\u636e\u6765\u8fd0\u884c\u90a3\u79cd\u6211\u4eec\u51e0\u5e74\u524d\u53ef\u4ee5\u6109\u5feb\u8fdb\u884c\u7684\u3001\u957f\u8fbe\u6570\u6708\u7684\u8bad\u7ec3\u3002\u6240\u4ee5\uff0c\u6211\u8ba4\u4e3a\u90a3\u91cc\u5b58\u5728\u673a\u4f1a\u3002<\/strong><\/p>\n

\u6211\u77e5\u9053\uff0c\u5728\u8fd9\u65b9\u9762\uff0c\u6b63\u5728\u6784\u5efa\u4e1c\u897f\u7684\u4eba\u4eec\u4e5f\u6295\u5165\u4e86\u5927\u91cf\u7684\u7cbe\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u8ba4\u4e3a\uff0c\u5728\u6a21\u578b\u4e4b\u4e0a\u6784\u5efa\uff0c\u5373\u4f7f\u6a21\u578b\u80fd\u529b\u4f1a\u4e0d\u65ad\u53d8\u5316\u2014\u2014\u518d\u8bf4\u4e00\u6b21\uff0c\u6211\u663e\u7136\u4e0d\u662f\u6295\u8d44\u4eba\uff0c\u4e0d\u662f\u4e13\u4e1a\u6295\u8d44\u8005\u6216\u4ea7\u54c1\u4eba\u2014\u2014\u5b9e\u9645\u4e0a\uff0c\u4ec5\u4ec5\u4e13\u6ce8\u4e8e\u4f60\u771f\u6b63\u76f8\u4fe1\u7684\u4e1c\u897f\uff0c\u53ef\u80fd\u4f1a\u4e3a\u4f60\u521b\u9020\u4e00\u4e9b\u673a\u4f1a\uff0c\u8ba9\u4f60\u62e5\u6709\u8fd9\u4e2a\u9886\u57df\uff0c\u7406\u89e3\u5b83\uff0c\u83b7\u5f97\u7528\u6237\uff0c\u8fbe\u5230\u4e34\u754c\u89c4\u6a21\u3002\u800c\u4e14\uff0c\u5982\u679c\u90a3\u662f\u5176\u4ed6\u4eba\uff0c\u6bd4\u5982\u5927\u73a9\u5bb6\u4eec\uff0c\u6ca1\u6709\u4e13\u6ce8\u7684\u4e8b\u60c5\uff0c\u6211\u89c9\u5f97\u5373\u4f7f\u4f60\u53ea\u505a\u4ea7\u54c1\u4e0a\u7684\u4e13\u4e1a\u5316\uff0c\u54ea\u6015\u4f60\u4e0d\u505a\u4efb\u4f55\u5176\u4ed6\u4e8b\u60c5\uff0c\u4e5f\u6709\u5f88\u5927\u7684\u4ef7\u503c\u53ef\u4ee5\u521b\u9020\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u73b0\u5728\u770b\u6765\uff0c\u51e0\u4e4e\u53ef\u4ee5\u80af\u5b9a\u7684\u662f\uff0c\u65e9\u671f\u4f60\u5148\u505a\u4ea7\u54c1\u4e13\u4e1a\u5316\uff0c\u5728\u6a21\u578b\u4e4b\u4e0a\u6784\u5efa\uff0c\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\uff0c\u5b66\u4e60\u8bc4\u4f30\u65b9\u6cd5\u3002\u6211\u89c9\u5f97\u5f88\u591a\u8fd9\u7c7b\u516c\u53f8\u6b63\u5f00\u59cb\u8bd5\u56fe\u5f04\u6e05\u695a\uff0c\u6211\u4eec\u662f\u5e94\u8be5\u5229\u7528\u8fd9\u4e9b\u6765Post Training\u4e00\u4e2a\u6a21\u578b\uff0c\u8fd8\u662f\u505a\u70b9\u522b\u7684\uff1f\u663e\u7136\uff0c\u8fd9\u6837\u505a\u7684\u6743\u8861\u662f\uff0c\u968f\u7740\u8fd9\u4e9b\u6a21\u578b\u901a\u7528\u5316\uff0c\u80fd\u529b\u63d0\u5347\uff0c\u5b83\u4eec\u6c38\u8fdc\u4e0d\u4f1a\u50cf\u6700\u5927\u7684\u5b9e\u9a8c\u5ba4\u90a3\u6837\u5728\u5e7f\u6cdb\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6240\u4ee5\uff0c\u4f60\u53ef\u80fd\u5c31\u50cf\u5728\u8dd1\u6b65\u673a\u4e0a\u4e00\u6837\uff0c\u6bcf\u9694\u4e24\u4e09\u4e2a\u6708\uff0c\u5373\u4f7f\u4f60\u77ed\u6682\u5730\u9886\u5148\u4e86\u6700\u5148\u8fdb\u6c34\u5e73\u4e00\u70b9\uff0c\u4f60\u4e5f\u53ef\u80fd\u9700\u8981\u4e0d\u65ad\u5730\u91cd\u505a\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u4f46\u8fd9\u91cc\u53c8\u6709\u4e00\u4e2a\u89d2\u5ea6\uff0c\u56de\u5230\u4e86\u6211\u4eec\u8ba8\u8bba\u8fc7\u7684\u53e6\u4e00\u4e2a\u8bdd\u9898\u3002\u968f\u7740\u8fd9\u4e9b\u6a21\u578b\u53d8\u5f97\u66f4\u80fd\u6301\u7eed\u5b66\u4e60\uff0c\u6216\u8005\u4f7f\u7528\u4e00\u4e2a\u53ef\u80fd\u975e\u5e38\u590d\u6742\u7684\u77e5\u8bc6\u5e93\uff0c\u90a3\u4e48\u4e3a\u67d0\u4e2a\u7279\u5b9a\u5e94\u7528\u6784\u5efa\u90a3\u4e2a\u77e5\u8bc6\u5e93\uff0c\u867d\u7136\u4e0d\u662f\u50cf\u8bad\u7ec3\u6743\u91cd\u90a3\u6837\uff0c\u5b83\u66f4\u9ad8\u6548\u4e00\u4e9b\uff0c\u4f46\u4f60\u53ef\u80fd\u53ef\u4ee5\u4e3a\u5176\u589e\u6dfb\u8bb8\u591a\u72ec\u7279\u6027\uff0c\u8fd9\u53ef\u80fd\u4f1a\u4fdd\u62a4\u4f60\u514d\u53d7\u90a3\u4e9b\u6ca1\u6709\u82b1\u5927\u91cf\u65f6\u95f4\u4ed4\u7ec6\u601d\u8003\u5b83\u5982\u4f55\u4e0e\u5f53\u524d\u6a21\u578b\u4ea4\u4e92\u7684\u4eba\u7684\u51b2\u51fb\uff0c\u800c\u90a3\u9879\u80fd\u529b\u53ea\u4f1a\u53d8\u5f97\u66f4\u597d\u3002\u6240\u4ee5\u4e5f\u8bb8\u90a3\u4e2a\u89d2\u5ea6\u5bf9\u4e8e\u6e38\u620f\u4e2d\u7684\u65e9\u671f\u73a9\u5bb6\u6765\u8bf4\uff0c\u4e5f\u66f4\u5177\u53ef\u6269\u5c55\u6027\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u60f3\uff0c\u5728\u6211\u4eec\u8c08\u5230\u7684\u8fd9\u4e48\u591a\u7814\u7a76\u65b9\u5411\u4e0a\u90fd\u5b58\u5728\u7740\u5982\u6b64\u5f15\u4eba\u6ce8\u76ee\u7684\u524d\u8fdb\u9053\u8def\u3002\u6709\u54ea\u4e9b\u80fd\u529b\u662f\u4f60\u4e0d\u592a\u786e\u5b9a\u5982\u4f55\u8fbe\u5230\u7684\u5462\uff1f\u4e5f\u5c31\u662f\uff0c\u54ea\u4e9b\u65b9\u9762\u4f60\u6216\u8bb8\u8fd8\u6ca1\u770b\u5230\u7814\u7a76\u8def\u5f84\uff0c\u4f46\u4f60\u8ba4\u4e3a\u76f8\u5f53\u91cd\u8981\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u8ba4\u4e3a\u5bf9\u4e8e\u76f8\u5f53\u591a\u7684\u80fd\u529b\uff0c\u6211\u770b\u5230\u4e86\u7814\u7a76\u8def\u5f84\u3002\u6211\u662f\u8bf4\uff0c\u591a\u5e74\u6765\u6700\u8ba9\u6211\u7740\u8ff7\u7684\u4e00\u4e2a\uff0c\u5c24\u5176\u662f\u5728\u62112016\u5e74\u52a0\u5165DeepMind\u65f6\uff0c\u5c31\u662f\u5143\u5b66\u4e60\uff0c\u6216\u8005\u8bf4\u6a21\u578b\u5b66\u4e60\u7684\u80fd\u529b\u3002\u90a3\u662f\u4e00\u79cd\u5982\u6b64\u7f8e\u5999\u7684\u80fd\u529b\uff0c\u65e2\u7136\u4f60\u7814\u7a76Machine Learning\u7684\u8bdd\u3002\u6240\u4ee5\u8fd9\u4e00\u9879\u662f\u6211\u611f\u89c9\u5b58\u5728\u8def\u5f84\uff0c\u73b0\u5728\u6709\u4e86\u4e00\u4e9b\u57fa\u7840\uff0c\u5e76\u4e14\u5b83\u5c06\u4f1a\u6301\u7eed\u6539\u8fdb\u7684\u3002\u4f46\u53ef\u80fd\u6709\u4e00\u6761\u8def\u5f84\uff0c\u6211\u76ee\u524d\u4e0d\u786e\u5b9a\u5b83\u6709\u591a\u5b9e\u7528\uff0c\u90a3\u5c31\u662f\u4eba\u4eec\u63d0\u5230\u7684\uff0c\u201c\u8fd9\u4e9b\u6a21\u578b\u80fd\u771f\u6b63\u521b\u65b0\u5417\uff1f\u201d\u6211\u8ba4\u4e3a\u8fd9\u90e8\u5206\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\uff0c\u5f53\u4f60\u81f4\u529b\u4e8e\u201c\u4f60\u80fd\u5728Machine Learning\u91cc\u60f3\u51fa\u65b0\u7684\u60f3\u6cd5\u5417\uff1f\u201d\u7136\u540e\u6211\u4eec\u5b9e\u73b0\u5b83\u4eec\uff0c\u7f16\u7801\u975e\u5e38\u51fa\u8272\uff0c\u90e8\u7f72\u5b83\u4eec\uff0c\u7b49\u7b49\u3002\u6211\u4eec\u6b63\u5728\u5bf9\u6b64\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n

\u4f60\u77e5\u9053\uff0c\u5f88\u591a\u4eba\u90fd\u76f8\u5f53\u7a0b\u5ea6\u4e0a\u5728\u5229\u7528\u6211\u4eec\u73b0\u6709\u7684\u5168\u90e8\u77e5\u8bc6\uff0c\u4f46\u8981\u4ee5\u54c1\u5473\u53bb\u8fdb\u884c\u521b\u65b0\uff0c\u8fd9\u662f\u5f88\u96be\u5f97\u7684\uff0c\u5373\u4f7f\u5bf9\u4eba\u7c7b\u6765\u8bf4\u4e5f\u662f\u76f8\u5f53\u7279\u522b\u7684\uff0c\u800c\u4e14\u8bf4\u5b9e\u8bdd\uff0c\u6709\u65f6\u662f\u968f\u673a\u7684\u3002\u8fd9\u4e0d\u50cf\u662f\u201c\u8fd9\u4e2a\u4eba\u592a\u806a\u660e\u4e86\u201d\u3002\u5176\u5b9e\u4f60\u53ea\u662f\u8ba9\u4e00\u4e07\u4e2a\u4eba\u53bb\u5c1d\u8bd5\uff0c\u7136\u540e\u4f60\u663e\u7136\u9009\u51fa\u4e86\u90a3\u4e2a\u505a\u5bf9\u4e86\u7684\u4eba\uff0c\u5e76\u52a0\u4ee5\u9882\u626c\uff0c\u5bf9\u5427\uff1f\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u90a3\u79cd\u521b\u65b0\u80fd\u529b\u5bf9\u4e8e\u67d0\u4e9b\u4e8b\u60c5\uff0c\u6bd4\u5982\u81ea\u6211\u6539\u8fdb\uff0c\u53ef\u80fd\u76f8\u5f53\u91cd\u8981\u3002\u7136\u800c\uff0c\u751a\u81f3\u5c1d\u8bd5\u53bb\u8bc4\u4f30\u5b83\u90fd\u663e\u7136\u5f88\u96be\uff0c\u800c\u5f53\u67d0\u4ef6\u4e8b\u96be\u4ee5\u8bc4\u4f30\u65f6\uff0c\u53ef\u80fd\u610f\u5473\u7740\u5b83\u4e5f\u5f88\u96be\u5728\u4e0a\u9762\u53d6\u5f97\u6500\u767b\u5f0f\u7684\u8fdb\u6b65\u3002\u6240\u4ee5\uff0c\u5728\u4efb\u4f55\u65b9\u9762\u8fdb\u884c\u521b\u65b0\u7684\u80fd\u529b\uff0c\u4f46\u5177\u4f53\u6765\u8bf4\u5728\u79d1\u5b66\u4e0a\uff0c\u662f\u4e00\u4e2a\u6211\u8ba4\u4e3a\u8fd8\u9700\u8981\u66f4\u591a\u8fdb\u5c55\u7684\u597d\u4f8b\u5b50\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u663e\u7136\uff0c\u6211\u8ba4\u4e3aMove 37\u662f\u4e0a\u4e00\u4e2a\u65f6\u4ee3\u7684\u7ecf\u5178\u4f8b\u5b50\u3002\u90a3\u4e48\uff0c\u4f60\u6700\u8fd1\u6709\u6ca1\u6709\u770b\u5230\u4ec0\u4e48\u611f\u89c9\u6700\u63a5\u8fd1\u8fd9\u4e2a\u7684\u4e8b\u60c5\uff1f\u751a\u81f3\u5728\u6211\u4eec\u5f00\u59cb\u5f55\u5236\u4e4b\u524d\uff0c\u6211\u8bb0\u5f97OpenAI\u8ba8\u8bba\u4e86\u4ed6\u4eec\u521a\u521a\u89e3\u51b3\u7684\u90a3\u4e2a\u7ec4\u5408\u51e0\u4f55\u95ee\u9898\u3002<\/p>\n

Oriol Vinyals<\/strong> \uff1a\u5982\u679c\u6211\u4eceMachine Learning\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u5c31\u662f\u91cd\u70b9\u2014\u2014\u6211\u8ba4\u4e3a\u6211\u8fd8\u6ca1\u6709\u770b\u5230\u4e00\u4e2a\u6a21\u578b\u4ea7\u751f\u51fa\u771f\u6b63\u5353\u8d8a\u7684\u60f3\u6cd5\u3002\u4f46\u6211\u786e\u4fe1\u5f88\u5feb\u4f1a\u770b\u5230\uff0c\u56e0\u4e3a\u6a21\u578b\u5728\u7406\u89e3\uff0c\u6bd4\u5982\u8bf4\uff0c\u4e00\u4e2a\u6a21\u578b\u662f\u5982\u4f55\u88ab\u8bad\u7ec3\u7684\u8fd9\u65b9\u9762\uff0c\u8868\u73b0\u51fa\u4e86\u4e00\u4e9b\u6d1e\u89c1\u548c\u65b9\u5f0f\uff0c\u611f\u89c9\u4e0a\u662f\u8d85\u4eba\u7684\uff0c\u56e0\u4e3a\u4ece\u673a\u5236\u4e0a\u8bb2\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u63a5\u89e6\u5230\u6211\u4eec\u65e0\u6cd5\u4f01\u53ca\u7684\u4fe1\u606f\u5e26\u5bbd\u3002\u6240\u4ee5\uff0c\u4e5f\u8bb8\u90a3\u90e8\u5206\u5df2\u7ecf\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u4e86\uff0c\u4f46\u6211\u4e5f\u5e0c\u671b\u80fd\u5728idea\u5c42\u9762\u770b\u5230\u540c\u7b49\u7a0b\u5ea6\u7684\u60ca\u8273\uff0c\u800cMachine Learning\u662f\u6211\u80fd\u66f4\u51c6\u786e\u8bc4\u4f30\u7684\u660e\u663e\u9886\u57df\u3002\u6240\u4ee5\uff0c\u662f\u7684\uff0c\u656c\u8bf7\u671f\u5f85\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u5f53\u4f60\u601d\u8003\u6211\u4eec\u4f55\u65f6\u80fd\u8fbe\u5230\u8fd9\u79cd\uff0c\u5bf9Machine Learning\u7814\u7a76\u4ea7\u751f\u771f\u6b63\u6d1e\u89c1\uff0c\u4ee5\u53ca\u8fd9\u79cd\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u7684\u4e16\u754c\u7684\u5c42\u6b21\u65f6\uff0c\u6211\u5f88\u597d\u5947\u4f60\u662f\u5982\u4f55\u63a8\u7406\u7684\u3002\u90a3\u751a\u81f3\u610f\u5473\u7740\u4ec0\u4e48\uff0c\u6216\u8005\u4f60\u5982\u4f55\u60f3\u8c61\u5b83\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\uff1f\u751a\u81f3\u662f\u4e00\u4e9b\u57fa\u672c\u95ee\u9898\uff0c\u6bd4\u5982\u201c\u82e6\u6da9\u7684\u6559\u8bad\u201d\u662f\u5426\u4ecd\u7136\u6210\u7acb\uff1f\u6216\u8005\uff0c\u5f53\u6211\u4eec\u8fdb\u5165\u90a3\u4e2a\u4e16\u754c\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u6211\u5f88\u60f3\u542c\u4f60\u5373\u5174\u804a\u804a\u8fd9\u4e9b\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u4f5c\u4e3a\u7814\u7a76\u8005\u6216\u5de5\u7a0b\u5e08\uff0c\u4f60\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u63d0\u9ad8\u4f60\u81ea\u5df1\u7684\u751f\u4ea7\u529b\uff0c\u4f7f\u5176\u8fbe\u5230\u67d0\u4e2a\u6548\u7387\u6c34\u5e73\u6216\u8005\u67d0\u4e2a\u5c42\u6b21\u3002\u6211\u4eec\u73b0\u5728\u5df2\u7ecf\u770b\u5230\u5f88\u591a\u8fd9\u6837\u7684\u4f8b\u5b50\u4e86\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u548c\u67d0\u4e2a\u9886\u57df\u6700\u524d\u6cbf\u7684\u4eba\u4ea4\u8c08\u603b\u662f\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f60\u77e5\u9053\uff0c\u6570\u5b57\u603b\u6709\u53d8\u5316\uff0c\u4f46\u901a\u5e38\u4ed6\u4eec\u7684\u751f\u4ea7\u529b\u4f1a\u5168\u9762\u6709\u76f8\u5f53\u5927\u767e\u5206\u6bd4\u7684\u63d0\u5347\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u8ba4\u4e3a\u8fd9\u4e00\u70b9\u5df2\u7ecf\u5728\u53d1\u751f\u4e86\uff0c\u800c\u4e14\u663e\u7136\u975e\u5e38\u5f3a\u5927\u3002\u4f46\u8fd9\u4e2a\u8fc7\u7a0b\u80fd\u6301\u7eed\u591a\u4e45\uff0c\u4f1a\u5b58\u5728\u4e00\u4e9b\u51e0\u4e4e\u7269\u7406\u4e0a\u7684\u9650\u5236\u3002\u6a21\u578b\u9700\u8981\u88ab\u8bad\u7ec3\uff0c\u6709\u80fd\u6e90<\/a>\u548c\u786c\u4ef6\u7684\u9650\u5236\u3002\u6240\u4ee5\uff0c\u6211\u7edd\u5bf9\u975e\u5e38\u6e34\u671b\u770b\u5230\uff0c\u54ea\u4e9b\u7c7b\u578b\u7684\u95ee\u9898\u53ef\u4ee5\u88ab\u8fdb\u4e00\u6b65\u81ea\u52a8\u5316\u3001\u589e\u5f3a\uff0c\u5e76\u80fd\u66f4\u81ea\u4e3b\u5730\u5b8c\u6210\u3002\u4f46\u540c\u65f6\uff0c\u67d0\u4e9b\u4e8b\u60c5\u4e0a\uff0c\u4e8b\u60c5\u53d1\u751f\u7684\u901f\u5ea6\u5f88\u53ef\u80fd\u5b58\u5728\u4e00\u4e2a\u81ea\u7136\u7684\u6781\u9650\uff0c\u4e5f\u5b58\u5728\u4e00\u4e2a\u81ea\u7136\u7684\u4e0a\u9650\u3002<\/p>\n

\u8fd9\u5df2\u7ecf\u662f\u4e00\u5e74\u591a\u4ee5\u524d\u7684\u4e8b\u4e86\uff0c\u6709\u4eba\u5411\u6211\u53cd\u6620\u4e86\u4e00\u4e9b\u4e8b\uff0c\u73b0\u5728\u56de\u60f3\u8d77\u6765\u611f\u89c9\u4e0d\u592a\u597d\u3002\u90a3\u5c31\u662f\uff0c\u5f53\u6a21\u578b\u5199\u82f1\u6587\u5199\u5f97\u6bd4\u4f60\u597d\u65f6\uff0c\u6211\u7684\u53cd\u5e94\u662f\uff0c\u597d\u5427\uff0c\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u9886\u609f\uff1a\u5373\u4f7f\u4f60\u80fd\u6539\u8fdb\u90a3\u79cd\u80fd\u529b\uff0c\u4e5f\u8bb8\u6ca1\u6709\u5929\u82b1\u677f\uff0c\u6216\u8005\u5929\u82b1\u677f\u8fd8\u5f88\u8fdc\uff0c\u4f46\u6211\u4eec\u751a\u81f3\u53ef\u80fd\u4e0d\u9700\u8981\u770b\u5230\u90a3\u4e2a\u5929\u82b1\u677f\u3002\u6240\u4ee5\uff0c\u6574\u4e2a\u7cfb\u7edf\u7684\u6574\u4f53\u8868\u73b0\u5df2\u7ecf\u975e\u5e38\u51fa\u8272\u3002\u800c\u4e14\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u53ef\u80fd\u5b58\u5728\u4e0a\u754c\uff0c\u660e\u663e\u7684\u4e0a\u754c\u3002\u4f46\u662f\uff0c\u6211\u8ba4\u4e3a\u6a21\u578b\u4e0a\u7684\u7269\u7406\u9650\u5236\uff0c\u4f60\u5982\u4f55\u8bad\u7ec3\u5b83\u4eec\uff0c\u5373\u4f7f\u4f60\u8ba4\u4e3a\u6211\u4eec\u786e\u5207\u77e5\u9053\u914d\u65b9\uff0c\u53ef\u4ee5\u975e\u5e38\u5feb\u901f\u5730\u8fed\u4ee3\u5e76\u8bad\u7ec3\u4e0b\u4e00\u4ee3\u6a21\u578b\u3002\u52a0\u901f\u662f\u5b58\u5728\u7684\uff0c\u4f46\u4ecd\u7136\u6709\u4e00\u4e9b\u76f8\u5f53\u6839\u672c\u7684\u4e0a\u9650\u548c\u901f\u7387\u9650\u5236\u3002<\/p>\n

\u5feb\u95ee\u5feb\u7b54\u4e2d\u7684\u6df1\u523b\u6d1e\u89c1<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u597d\u5427\uff0c\u6211\u603b\u662f\u559c\u6b22\u4ee5\u5feb\u95ee\u5feb\u7b54\u6765\u7ed3\u675f\u6211\u7684\u91c7\u8bbf\uff0c\u628a\u6211\u6ca1\u65f6\u95f4\u95ee\u7684\u5176\u4ed6\u5bbd\u6cdb\u95ee\u9898\u4e00\u80a1\u8111\u585e\u8fdb\u53bb\u3002\u90a3\u4e48\uff0c\u6216\u8bb8\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u6211\u5f88\u597d\u5947\uff0c\u5728\u8fc7\u53bb\u4e00\u5e74\u91cc\uff0c\u5728AI\u9886\u57df\uff0c\u4f60\u6539\u53d8\u770b\u6cd5\u7684\u4e00\u4ef6\u4e8b\u662f\u4ec0\u4e48\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u5c3d\u7ba1\u6211\u5f88\u613f\u610f\u76f8\u4fe1\uff0c\u5728\u5e7f\u6cdb\u7684\u5206\u5e03\u4e0a\u8bad\u7ec3\u53ef\u80fd\u4f1a\u589e\u5f3a\u6a21\u578b\uff0c\u4f46\uff08\u4e8b\u5b9e\u662f\uff09\u5728\u6570\u5b66\u6216\u7f16\u7801\u8fd9\u79cd\u6781\u5176\u56f0\u96be\u7684\u72ed\u7a84\u70b9\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5374\u80fd\u521b\u9020\u51fa\u8fd9\u79cd\u6cdb\u5316\u80fd\u529b\u3002\u6211\u89c9\u5f97\u6211\u5e76\u6ca1\u6709\u5b8c\u5168\u9884\u6599\u5230\u5b83\u4f1a\u6709\u8fd9\u4e48\u597d\u7684\u6548\u679c\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u8bb0\u5f97Demis\u5728I\/O\u5927\u4f1a\u4e0a\u8bf4\uff0c\u6211\u4eec\u6b63\u5904\u4e8e\u5947\u70b9\u7684\u5c71\u9e93\uff0cAGI\u53ef\u80fd\u4f1a\u5728\u672a\u6765\u51e0\u5e74\u5185\u5230\u6765\u3002\u4f60\u6709\u540c\u611f\u5417\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u6709\u540c\u611f\uff0c\u800c\u4e14\u6211\u60f3\u8bf4\u5f97\u66f4\u8fdb\u4e00\u6b65\u3002\u5373\u4f7f\u662f\u4e00\u4e2a\u8eab\u5904\u8be5\u9886\u57df\u3001\u63a5\u8fd1\u8fd9\u4e9b\u6a21\u578b\u548c\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\uff0c\u5982\u679c\u57287\u5e74\u524d\u2014\u2014\u6211\u7279\u610f\u7528\u4e86\u4e00\u4e2a\u660e\u663e\u662f\u5728LLM\u6240\u6709\u4e00\u5207\u53d1\u751f\u4e4b\u524d\u7684\u65f6\u95f4\u70b9\u2014\u2014\u5982\u679c7\u5e74\u524d\u6211\u80fd\u7528\u6211\u4eec\u73b0\u5728\u6709\u7684\u6a21\u578b\u505a\u5b9e\u9a8c\uff0c\u6211\u4f1a\u4e0d\u4f1a\u5ba3\u5e03\u8fd9\u5c31\u662fAGI\u5462\uff1f\u6211\u5927\u6982\u4f1a\u8bf4\u201c\u662f\u7684\u201d\u3002\u6211\u662f\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e0d\u65ad\u53d8\u5316\u7684\u5b9a\u4e49\uff0c\u8fdb\u5c55\u975e\u5e38\u60ca\u4eba\u3002<\/p>\n

\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u6b63\u662f\u56e0\u4e3a\u73b0\u5728\u6211\u4eec\u770b\u5f97\u66f4\u8fd1\u4e86\uff0c\u5bf9\u6211\u4eec\u6b63\u5728\u6784\u5efa\u7684\u4e1c\u897f\u66f4\u52a0\u96c4\u5fc3\u52c3\u52c3\u662f\u4ef6\u597d\u4e8b\u3002\u4f46\u8bdd\u8bf4\u56de\u6765\uff0c\u57fa\u4e8e\u4e0d\u540c\u7684\u5b9a\u4e49\uff0c\u6216\u8005\u751a\u81f3\u662f\u6211\u4eec\u4ec5\u4ec5\u51e0\u5e74\u524d\u5bf9AGI\u53ef\u80fd\u6000\u6709\u7684\u671f\u671b\uff0c\u6211\u4f1a\u8bf4\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bb2\uff0cAGI\u5df2\u7ecf\u6765\u4e86\u3002\u867d\u7136\u5b83\u5e76\u6ca1\u6709\u4ee5\u6211\u60f3\u8981\u770b\u5230\u7684\u65b9\u5f0f\u5230\u6765\uff0c\u4f46\u5b83\u5df2\u7ecf\u76f8\u5f53\u63a5\u8fd1\u4e86\u3002\u4e5f\u8bb8\uff0c\u5bf9\u6211\u6765\u8bf4\uff0c\u6a21\u578b\u771f\u6b63\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u7684\u80fd\u529b\u662f\u7f3a\u5931\u7684\u90a3\u4e00\u73af\u3002\u4f46\u6bcf\u4e2a\u4eba\u5bf9\u4e8e\u6a21\u578b\u4ecd\u7136\u5b58\u5728\u7684\u611f\u77e5\uff0c\u90fd\u4f1a\u6709\u81ea\u5df1\u7684\u4e00\u5957\u6d4b\u8bd5\u6216\u504f\u89c1\u3002\u80fd\u529b\u5dee\u8ddd\u662f\u5b58\u5728\u7684\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u6211\u4eec\u4f1a\u5230\u8fbe\u90a3\u91cc\u7684\u3002\u7136\u540e\u6211\u4eec\u4f1a\u518d\u6b21\u79fb\u52a8\u76ee\u6807\uff0c\u63d0\u51fa\u5176\u4ed6\u7406\u7531\u3002\u6211\u8ba4\u4e3a\u4f60\u4eec\u62e5\u6709\u7684\u4e00\u4e2a\u5de8\u5927\u4f18\u52bf\u662f\uff0c\u4f60\u4eec\u663e\u7136\u5bf9\u81ea\u5df1\u6b63\u5728\u6784\u5efa\u7684\u6a21\u578b\u6781\u4e3a\u770b\u597d\u3002\u4f60\u4eec\u6709\u81ea\u5df1\u7684\u786c\u4ef6\u3002\u6211\u60f3\u5f88\u591a\u542c\u4f17\u8111\u5b50\u91cc\u4f1a\u6709\u4e00\u4e2a\u95ee\u9898\uff0c\u6240\u4ee5\u6211\u6765\u95ee\u4e00\u4e0b\uff1a\u4f60\u4eec\u505a\u8fc7\u4e00\u4ef6\u8ba9\u8bb8\u591a\u4eba\u597d\u5947\u60f3\u66f4\u6df1\u5165\u4e86\u89e3\u7684\u4e8b\uff0c\u5c31\u662f\u628a\u4f60\u4eec\u62e5\u6709\u7684\u4e00\u90e8\u5206\u7b97\u529b\u51fa\u552e\u7ed9\u4e86Anthropic\u3002\u800c\u4e14Twitter\u4e0a\u4e00\u76f4\u6709\u4e00\u79cd\u8bf4\u6cd5\uff0c\u5982\u679c\u4f60\u4eec\u90a3\u4e48\u770b\u597d\u6a21\u578b\u548c\u7814\u7a76\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u628a\u6240\u6709\u7b97\u529b\u90fd\u7559\u7ed9\u81ea\u5df1\u7528\u5462\uff1f\u6240\u4ee5\u6211\u76f8\u4fe1\u6211\u4eec\u7684\u542c\u4f17\u4f1a\u5f88\u4e50\u610f\u542c\u542c\u4f60\u7684\u770b\u6cd5\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u662f\u7684\uff0c\u5173\u4e8e\u5982\u4f55\u6295\u8d44\u7b97\u529b\u3002\u5373\u4f7f\u5728\u6211\u4eec\u5185\u90e8\uff0c\u7b97\u529b\u4e5f\u88ab\u7528\u4e8e\u670d\u52a1\u3002\u6211\u4eec\u8bad\u7ec3\u5c0f\u6a21\u578b\uff0c\u751a\u81f3\u66f4\u5c0f\u7684\u6a21\u578b\uff0c\u7136\u540e\u518d\u5c1d\u8bd5\u8bad\u7ec3\u524d\u6cbf\u6a21\u578b\u3002\u6211\u8ba4\u4e3a\u8fd9\u5b8c\u5168\u662f\u4e00\u4e2a\u9700\u8981\u5e73\u8861\u7684\u7cbe\u5999\u7b49\u5f0f\u3002\u603b\u7684\u6765\u8bf4\uff0c\u7406\u89e3Alphabet\u7684\u4e00\u79cd\u65b9\u5f0f\u662f\uff0c\u6709\u4e9b\u4e8b\u60c5\u80fd\u521b\u9020\u6536\u5165\u548c\u7ecf\u6d4e\u6548\u76ca\uff0c\u7136\u540e\u4f60\u53ef\u4ee5\u8fdb\u884c\u518d\u6295\u8d44\u3002\u6240\u4ee5\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u8d2a\u5fc3\u5730\u60f3\u7740\u201c\u6211\u4eec\u73b0\u5728\u8be5\u505a\u4ec0\u4e48\uff1f\u201d\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u5168\u90fd\u6346\u5728\u4e00\u8d77\uff0c\u5c31\u8fd9\u4e48\u5b9a\u4e86\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u7b56\u7565<\/a>\u5c31\u662f\u591a\u7ba1\u9f50\u4e0b\u3002\u5e76\u4e14\u6211\u8ba4\u4e3a\u65f6\u95f4\u7ebf\uff0c\u5c3d\u7ba1\u6211\u4eec\u5f53\u7136\u770b\u597d\u6280\u672f\u8fdb\u6b65\uff0c\u4f46\u4f60\u4e5f\u8981\u8003\u8651\u8425\u6536\u6d41\u7b49\u7b49\u3002\u786c\u4ef6\u662f\u4e00\u9879\u975e\u5e38\u91cd\u8981\u7684\u8d44\u4ea7\u3002\u800c\u4e14\u6211\u8ba4\u4e3a\uff0c\u8fd9\u91cc\u53ef\u80fd\u5b58\u5728\u4e00\u79cd\u6743\u8861\uff0c\u4f60\u5e76\u975e\u5168\u90e8\u81ea\u5df1\u7528\u6389\uff0c\u800c\u662f\u6218\u7565\u6027\u5730\u5229\u7528\u5b83\u6765\u521b\u9020\uff0c\u4f60\u61c2\u7684\uff0c\u57fa\u672c\u4e0a\u662f\u4e3a\u4e86\u518d\u6295\u8d44\u3002\u6211\u8ba4\u4e3a\u8fd9\u662f\u76ee\u524d\u770b\u6765\u5408\u4e4e\u903b\u8f91\u7684\u505a\u6cd5\u3002\u5f53\u7136\uff0c\u8fd9\u4e9b\u80cc\u540e\u7684\u8ba1\u7b97\u5f88\u590d\u6742\uff0c\u6240\u4ee5\u6211\u4e0d\u4f1a\u6df1\u5165\u8bb2\u5177\u4f53\u7684\u7406\u7531\uff0c\u4f46\u603b\u4f53\u800c\u8a00\uff0c\u5fc3\u4e2d\u6709\u4e0d\u540c\u7684\u6295\u8d44\u6c34\u5e73\u548c\u65f6\u95f4\u7ebf\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u6218\u7565\u9009\u62e9\u3002<\/p>\n

Jacob Effron\uff1a<\/strong>\u4f60\u7684\u4f4d\u7f6e\u975e\u5e38\u6709\u8da3\uff0c\u56e0\u4e3a\u4f60\u662f\u552f\u4e00\u62e5\u6709\u81ea\u7814\u5c16\u7aef\u3001\u6700\u5148\u8fdb\u82af\u7247<\/a>\u7684\u524d\u6cbf\u6a21\u578b\u63d0\u4f9b\u5546\u3002\u8fd9\u79cd\u5408\u4f5c\u5b9e\u9645\u4e0a\u662f\u4ec0\u4e48\u6837\u7684\uff1f\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5982\u6b64\u72ec\u7279\u7684\u52a8\u6001\uff0c\u663e\u7136Nvidia\u4e0e\u5176\u4ed6\u5b9e\u9a8c\u5ba4\u5bc6\u5207\u5408\u4f5c\uff0c\u4f46\u4ed6\u4eec\u5e76\u4e0d\u5728\u540c\u4e00\u5bb6\u516c\u53f8\u65d7\u4e0b\u3002\u90a3\u4e48\uff0c\u5f53\u5b83\u8fd0\u4f5c\u5f97\u975e\u5e38\u597d\u65f6\uff0c\u662f\u4ec0\u4e48\u6837\u5b50\u7684\uff1f<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6b63\u5982\u6211\u4e4b\u524d\u89e3\u91ca\u7684\uff0c\u6211\u56de\u60f3\u8d77\u51e0\u4e2a\u65f6\u523b\u3002\u5373\u4f7f\u662fDeep Learning\u5728Google\u5185\u90e8\uff0c\u5f53\u65f6\u4e5f\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u3002\u4f46\u6211\u8bb0\u5f97\uff0c\u80af\u5b9a\u662f\u57282013\u5e74\uff0c\u4e5f\u8bb8\u662f2014\u5e74\uff0c\u6211\u4eec\u4e00\u7fa4\u4eba\uff0c\u6211\u60f3\u662f\u6211\u3001Jeff Hinton\u3001Jeff Dean\u548cIlya\uff0c\u5728\u4e00\u4e2a\u623f\u95f4\u91cc\u8bd5\u56fe\u51b3\u5b9a\uff0c\u670d\u52a1\u5668\u5e94\u8be5\u6709\u4ec0\u4e48\u914d\u7f6e\uff1f\u5f53\u65f6\u6211\u4eec\u663e\u7136\u6709\u4e00\u4e9bCPU\uff0c\u4e00\u4e9bGPU\uff0c\u4f60\u8bd5\u56fe\u57fa\u4e8e\u4f60\u5bf9\u7814\u7a76\u7684\u4e86\u89e3\u3001\u6a21\u578b\u7684\u53d1\u5c55\u65b9\u5411\u6765\u505a\u51fa\u731c\u6d4b\uff0c\u5e76\u4e14\u4f60\u771f\u7684\u53ef\u4ee5\u4ea7\u751f\u90a3\u79cd\u5f71\u54cd\u3002\u5f53\u7136\uff0c\u4f1a\u6709\u5ef6\u8fdf\u56de\u62a5\uff0c\u56e0\u4e3a\u8fd9\u53ea\u662f\u4e00\u9879\u6295\u8d44\uff0c\u53ea\u6709\u51e0\u4e2a\u6708\u751a\u81f3\u51e0\u5e74\u540e\uff0c\u624d\u80fd\u5728\u6570\u636e\u4e2d\u5fc3\u91cc\u53d8\u6210\u73b0\u5b9e\u3002<\/p>\n

\u6240\u4ee5\u6211\u4e00\u76f4\u53c2\u4e0e\u5176\u4e2d\uff0c\u5e76\u4e14\u6211\u89c9\u5f97\u90a3\u592a\u68d2\u4e86\uff0c\u6211\u60f3\u6211\u4eec\u5f53\u65f6\u5c1d\u8bd5\u53bb\u9884\u6d4b\u7814\u7a76\u9886\u57df\u5c06\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u5728\u65e9\u671f\uff0c\u90a3\u751a\u81f3\u66f4\u96be\uff0c\u4f46\u6211\u8ba4\u4e3a\u80fd\u591f\u771f\u6b63\u65bd\u52a0\u5f71\u54cd\uff0c\u662f\u4e00\u4e2a\u975e\u5e38\u7279\u6743\u7684\u4f4d\u7f6e\u3002\u6211\u4eec\u5f53\u7136\u4e5f\u8fd9\u4e48\u505a\u3002\u5c24\u5176\u662f\u548cJeff\u4e00\u8d77\uff0c\u4ed6\u51e0\u4e4e\u5728Google\u5b58\u5728\u7684\u6574\u4e2a\u65f6\u671f\uff0c\u90fd\u5728\u6df1\u5165\u601d\u8003\u57fa\u7840\u8bbe\u65bd\uff0c\u6240\u4ee5\u53bb\u601d\u8003\u201c\u8fd9\u4e9b\u6a21\u578b\u6b63\u671d\u8fd9\u4e2a\u65b9\u5411\u53d1\u5c55\uff0c\u7136\u540e\u8fdb\u884c\u8fd9\u4e9b\u6295\u8d44\u201d\u5c31\u975e\u5e38\u6709\u8da3\u3002\u56e0\u4e3a\u5b83\u4eec\u6709\u4e00\u5b9a\u7684\u5ef6\u8fdf\uff0c\u800c\u8eab\u5904\u540c\u4e00\u5c4b\u6a90\u4e0b\uff0c\u80fd\u770b\u5230\u6211\u4eec\u6240\u770b\u5230\u7684\uff0c\u771f\u7684\u975e\u5e38\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u6211\u66fe\u5728\u975e\u5e38\u8270\u96be\u7684\u65e9\u671f\u89c1\u8fc7\u8fd9\u4e00\u5e55\uff0c\u5e76\u4e14\u5b83\u6301\u7eed\u53d1\u751f\u3001\u8d8a\u53d8\u8d8a\u597d\u3002\u5f53\u7136\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5b83\u51cf\u5c11\u4e86\u4e0d\u786e\u5b9a\u6027\uff0c\u8ba9\u5de5\u4f5c\u66f4\u5bb9\u6613\uff0c\u4f46\u4f9d\u7136\u662f\u4e00\u4e2a\u4ee4\u4eba\u7740\u8ff7\u7684\u9009\u62e9\uff0c\u5bf9\u516c\u53f8\u7684\u547d\u8fd0\u7b49\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u8fd9\u771f\u662f\u4e00\u573a\u5f15\u4eba\u5165\u80dc\u7684\u5bf9\u8bdd\u3002\u6211\u89c9\u5f97\u6211\u53ef\u4ee5\u548c\u4f60\u804a\u5f88\u4e45\uff0c\u4f46\u90a3\u4f1a\u803d\u8bef\u6211\u4eec\u901a\u5411AGI\u7684\u8fdb\u7a0b\u3002\u6240\u4ee5\uff0c\u6211\u60f3\u786e\u4fdd\u628a\u6700\u540e\u7684\u53d1\u8a00\u6743\u7559\u7ed9\u4f60\u3002\u4f60\u6709\u4ec0\u4e48\u60f3\u548c\u6211\u4eec\u7684\u542c\u4f17\u5206\u4eab\u7684\u5417\uff1f\u6216\u8005\u60f3\u5411\u4ed6\u4eec\u63a8\u8350\u7684\u7814\u7a76\uff0cI\/O\u5927\u4f1a\u4e0a\u7684\u4efb\u4f55\u5185\u5bb9\uff0c\u821e\u53f0\u4ea4\u7ed9\u4f60\u3002<\/p>\n

Oriol Vinyals\uff1a<\/strong>\u6211\u8ba4\u4e3a\uff0c\u5bf9\u4e8eAI\u9886\u57df\u7684\u4efb\u4f55\u4e8b\u60c5\uff0c\u73b0\u5728\u90fd\u662f\u4e00\u4e2a\u4ee4\u4eba\u7740\u8ff7\u7684\u65f6\u4ee3\u3002\u6240\u4ee5\uff0c\u5982\u679c\u4f60\u662f\u4e00\u4e2a\u7528\u6237\uff0c\u53bb\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u3002\u5982\u679c\u4f60\u662f\u4e00\u4e2a\u5efa\u8bbe\u8005\uff0c\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u53bb\u6784\u5efa\u4efb\u4f55\u4f60\u505a\u7684\u4e1c\u897f\uff0c\u5373\u4f7f\u4f60\u8ba4\u4e3a\u5b83\u548cAI\u6beb\u65e0\u5173\u7cfb\u3002\u8bf7\u52a1\u5fc5\u73a9\u73a9\u8fd9\u4e9b\u6a21\u578b\u3002\u5b83\u4eec\u4ee4\u4eba\u60ca\u53f9\uff0c\u800c\u4e14\u53ea\u4f1a\u53d8\u5f97\u66f4\u597d\u3002<\/strong><\/p>\n

Jacob Effron\uff1a<\/strong>\u592a\u68d2\u4e86\uff0c\u8c22\u8c22\u4f60\uff0c\u8fd9\u662f\u4e00\u573a\u975e\u5e38\u7cbe\u5f69\u7684\u5bf9\u8bdd\u3002\u6211\u662fJacob Ephron\uff0c\u4f60\u6b63\u5728\u6536\u542c\u7684\u662fUnsupervised Learning\uff0c\u4e00\u4e2a\u8ba9\u6211\u80fd\u4e0eAI\u9886\u57df\u6700\u806a\u660e\u7684\u4eba\u4ea4\u8c08\uff0c\u5411\u4ed6\u4eec\u63d0\u51fa\u5927\u91cf\u5173\u4e8e\u6a21\u578b\u6b63\u5728\u53d1\u751f\u4ec0\u4e48\u3001\u4ee5\u53ca\u5b83\u5bf9\u4e16\u754c\u548c\u5546\u4e1a\u610f\u5473\u7740\u4ec0\u4e48\u7684\u64ad\u5ba2\u3002\u6211\u5e0c\u671b\u8fd9\u5f88\u6e05\u695a\u3002\u6211\u4ece\u4e2d\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u4e50\u8da3\uff0c\u8fd9\u662f\u4e00\u4e2a\u6211\u5728Redpoint\u62c5\u4efb\u6295\u8d44\u4eba\u7684\u65e5\u5e38\u5de5\u4f5c\u4e4b\u5916\u7684\u4e1a\u4f59\u9879\u76ee\u3002\u4f46\u6211\u4eec\u80fd\u8bf7\u5230\u8fd9\u4e9b\u4e86\u4e0d\u8d77\u7684\u5609\u5bbe\uff0c\u771f\u6b63\u4f9d\u9760\u7684\u662f\u50cf\u4f60\u4e00\u6837\u7684\u542c\u4f17\u8ba2\u9605\u64ad\u5ba2\u3001\u5e76\u4e0e\u670b\u53cb\u5206\u4eab\u3002\u8fd9\u6700\u7ec8\u662f\u8ba9\u8fd9\u4e00\u5207\u8fd0\u8f6c\u8d77\u6765\u7684\u771f\u6b63\u539f\u56e0\u3002\u6240\u4ee5\uff0c\u8bf7\u8003\u8651\u8fd9\u6837\u505a\uff0c\u975e\u5e38\u611f\u8c22\u4f60\u7684\u652f\u6301\u548c\u6536\u542c\u3002\u6211\u4eec\u4e0b\u671f\u8282\u76ee\u518d\u89c1\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u8fd9\u671f\u5bf9\u8bdd\u7684\u5609\u5bbe\u662f Oriol Vinyals\uff0cGoogle DeepMind \u6838\u5fc3\u7814\u7a76\u8005\uff0c\u4e5f\u662f Gemini […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"aside","meta":[],"categories":[6],"tags":[271,378,158,252,217,280,241,113,321,88,367,29,339,238],"views":5,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/794541"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=794541"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/794541\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=794541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=794541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=794541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}