{"id":92,"date":"2026-10-21T11:38:11","date_gmt":"2026-10-21T03:38:11","guid":{"rendered":"https:\/\/aicrunchx.com\/cn\/?p=92"},"modified":"2026-10-21T12:31:44","modified_gmt":"2026-10-21T04:31:44","slug":"surge-ceo-edwin-chen%ef%bc%9a%e5%88%ab%e8%ae%a9ai%e4%b8%ba%e5%8f%82%e4%b8%8e%e5%ba%a6%e4%bc%98%e5%8c%96%ef%bc%8c%e4%ba%94%e5%b9%b4%e5%86%85agi%e5%8f%af%e6%9c%9f%ef%bc%8c%e6%88%91%e4%bb%ac%e4%bb%8d","status":"publish","type":"post","link":"https:\/\/aicrunchx.com\/cn\/archives\/92","title":{"rendered":"Surge CEO Edwin Chen\uff1a\u522b\u8ba9AI\u4e3a\u53c2\u4e0e\u5ea6\u4f18\u5316\uff0c\u4e94\u5e74\u5185AGI\u53ef\u671f\uff0c\u6211\u4eec\u4ecd\u8981\u4eb2\u624b\u521b\u9020"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u672c\u671f Every \u4e3b\u7406\u4eba Dan Shipper \u5bf9\u8bdd Surge \u521b\u59cb\u4eba\u517c CEO Edwin Chen\u3002Surge \u4e3a\u6a21\u578b\u516c\u53f8\u63d0\u4f9b\u6570\u636e\u73af\u5883\u4e0e\u8bc4\u6d4b\uff08evals\uff09\uff0c\u5728\u4e0d\u878d\u8d44\u7684\u60c5\u51b5\u4e0b\u505a\u5230\u7ea6\u5341\u4ebf\u7f8e\u5143\u8425\u6536\u3002\u5bf9\u8bdd\u4ece OpenAI \u6a21\u578b\u7528\u4ee3\u6570\u51e0\u4f55\u6280\u5de7\u8bc1\u4f2a Erd\u0151s \u516c\u5f00\u731c\u60f3\u3001\u6570\u5b66\u5bb6 Timothy Gowers \u7684&#8221;\u677e\u4e00\u53e3\u6c14&#8221;\u8c08\u8d77\uff0c\u5ef6\u4f38\u5230 scaling laws \u4e0b\u4eba\u7c7b\u662f\u5426\u4f1a\u9677\u5165\u8eba\u5e73\u3001\u6a21\u578b\u8be5\u4e0d\u8be5\u4e3a\u53c2\u4e0e\u5ea6\uff08engagement\uff09\u4f18\u5316\u3001\u8bad\u7ec3\u73af\u5883\uff08environments\uff09\u7684\u5174\u8d77\u3001\u6df1\u5ea6\u4e2a\u6027\u5316\u6570\u636e\u7684\u4ef7\u503c\uff0c\u4ee5\u53ca Edwin \u7ed9\u51fa\u7684\u4e94\u5e74 AGI \u65f6\u95f4\u8868\u3002<\/p>\n<\/blockquote>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/surge-ceo-edwin-chen-interview.jpg\" alt=\"Surge CEO Edwin Chen interview\"\/><figcaption>Surge CEO interview<\/figcaption><\/figure>\n<h2>\u4e00\u3001\u7ed9 AGI \u529e\u7684\u5b66\u6821\uff1a\u628a\u6a21\u578b\u5f53\u5b69\u5b50\u6559<\/h2>\n<p>Edwin Chen \u628a Surge \u6bd4\u4f5c&#8221;\u4e00\u6240\u7ed9 AGI \u7684\u5b66\u6821&#8221;\uff1aAI \u6a21\u578b\u6765\u5230\u8fd9\u91cc\u5b66\u4e60\u4eba\u6027\uff0c\u88ab\u6559\u4f1a\u5982\u4f55\u8fd0\u884c\u8fd9\u4e2a\u4e16\u754c\u3002\u6a21\u578b\u50cf\u5b69\u5b50\uff0c\u6765\u65f6\u672a\u6210\u5f62\uff0c\u79bb\u5f00\u65f6\u66f4\u806a\u660e\u3001\u66f4\u6709\u521b\u9020\u529b\u3001\u66f4\u5468\u5168\uff0c\u80fd\u591f\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u3002\u4ed6\u5f3a\u8c03\uff0c\u8fc7\u53bb\u4e00\u5e74\u6559\u5b66\u5185\u5bb9\u53d1\u751f\u4e86\u8d28\u53d8\uff0c\u4e0d\u53ea\u662f\u628a\u540c\u4e00\u5957\u4e1c\u897f\u8bb2\u5f97\u66f4\u96be\uff0c\u800c\u662f\u50cf\u4ece\u5c0f\u5b66\u7b97\u672f\u8d70\u5411\u5927\u5b66\uff1a\u73b0\u5728\u6559\u7684\u4e0d\u53ea\u662f\u7b97\u672f\uff0c\u800c\u662f\u5982\u4f55\u89e3\u6790\u6a21\u7cca\u7684\u6570\u5b66\u95ee\u9898\uff1b\u4e0d\u53ea\u662f\u8bed\u6cd5\uff0c\u800c\u662f\u54c1\u5473\u3001\u8bd7\u6b4c\u4e0e\u7f8e\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/school-for-agi-vision.jpg\" alt=\"School for AGI vision\"\/><figcaption>School for AGI<\/figcaption><\/figure>\n<h2>\u4e8c\u3001\u4ece GSM8K \u5230\u7814\u7a76\u7ea7\u6570\u5b66\uff1a\u57fa\u51c6\u7684\u5feb\u901f\u8fdb\u5316<\/h2>\n<p>\u51e0\u5e74\u524d\uff0cSurge \u4e0e OpenAI \u5171\u540c\u521b\u5efa\u4e86\u9996\u4e2a\u6570\u5b66\u57fa\u51c6 GSM8K\uff0c\u53ea\u6d4b\u6a21\u578b\u89e3\u4e2d\u5b66\u6570\u5b66\u9898\u7684\u80fd\u529b\uff0c\u5f53\u65f6 GPT \u6a21\u578b\u5f97\u5206\u4ec5\u7ea6 20%\u3002\u4e00\u5e74\u524d\uff0c\u6a21\u578b\u5df2\u80fd\u66f4\u4ece\u5bb9\u5730\u89e3 IMO \u7ade\u8d5b\u9898\uff0c\u4f46&#8221;\u80fd\u5426\u505a\u7814\u7a76\u7ea7\u6570\u5b66&#8221;\u4ecd\u662f\u5f00\u653e\u95ee\u9898\u3002\u51e0\u4e2a\u6708\u524d Surge \u53d1\u5e03\u66f4\u65b0\u57fa\u51c6 Remon Bench\uff0c\u4e13\u95e8\u6d4b\u8bd5\u6a21\u578b\u505a\u7814\u7a76\u7ea7\u6570\u5b66\u7684\u80fd\u529b\u3002\u4ee4\u4eba\u9707\u60ca\u7684\u662f\uff0c\u8fd1\u51e0\u4e2a\u6708\u6a21\u578b\u5f00\u59cb\u89e3\u51fa\u5927\u91cf\u5f00\u653e\u5f0f\u96be\u9898\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/gsm8k-to-research-math.jpg\" alt=\"GSM8K to research math progress\"\/><figcaption>Benchmark evolution<\/figcaption><\/figure>\n<h2>\u4e09\u3001\u8bc1\u4f2a Erd\u0151s \u731c\u60f3\u4e0e Gowers \u7684&#8221;\u677e\u4e00\u53e3\u6c14&#8221;<\/h2>\n<p>\u51e0\u5468\u524d OpenAI \u516c\u5e03\u65b0\u7ed3\u679c\uff1a\u6a21\u578b\u7528\u76f8\u5f53\u590d\u6742\u3001\u76f8\u5f53\u65b0\u9896\u7684\u4ee3\u6570\u51e0\u4f55\u6280\u5de7\u8bc1\u4f2a\u4e86\u4e00\u4e2a Erd\u0151s \u516c\u5f00\u731c\u60f3\u3002Edwin \u5766\u8a00\u81ea\u5df1\u5e76\u4e0d\u61c2\u80cc\u540e\u6570\u5b66\uff0c\u4fbf\u628a\u8bc1\u660e\u4e22\u7ed9 Claude \u4e0e Gemini\uff0c\u8bf7\u5b83\u4eec\u7528\u5916\u884c\u80fd\u61c2\u7684\u65b9\u5f0f\u8bb2\u89e3\u3002OpenAI \u8fd8\u516c\u5f00\u4e86\u9876\u5c16\u6570\u5b66\u5bb6\u7684\u8bc4\u8bba\uff0c\u5176\u4e2d\u83f2\u5c14\u5179\u5956\u5f97\u4e3b Timothy Gowers \u4e00\u5f00\u59cb\u8bef\u89e3\u4e3a\u6a21\u578b\u8bc1\u660e\u4e86\u731c\u60f3\u7684\u4e0a\u754c\uff0c\u6b21\u65e5\u624d\u610f\u8bc6\u5230\u662f\u7528\u53cd\u4f8b\u8bc1\u4f2a\uff1b\u4ed6\u5766\u8a00\u81ea\u5df1\u4e3a\u6b64&#8221;\u677e\u4e86\u4e00\u53e3\u6c14&#8221;\u2014\u2014\u8fd9\u610f\u5473\u7740\u81f3\u5c11\u672a\u6765\u4e00\u4e24\u5e74\uff0c\u6570\u5b66\u5bb6\u4ecd\u6709\u72ec\u7279\u89d2\u8272\u3002Edwin \u7531\u6b64\u611f\u6168\uff1a\u8fd9\u662f\u4e16\u754c\u4e0a\u6700\u806a\u660e\u7684\u4eba\u5982\u4f55\u770b\u5f85 AI \u7684\u5207\u7247\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/erdos-conjecture-breakthrough.jpg\" alt=\"Erdos conjecture disproof result\"\/><figcaption>Erdos breakthrough<\/figcaption><\/figure>\n<h2>\u56db\u3001\u76f8\u4fe1 Scaling Laws\uff1a\u4eba\u7c7b\u4f1a\u56e0\u6b64\u8eba\u5e73\u5417<\/h2>\n<p>Edwin \u660e\u786e\u8868\u793a\u81ea\u5df1\u76f8\u4fe1 scaling laws\uff1a\u5982\u679c\u771f\u76f8\u4fe1\u89c4\u6a21\u5b9a\u5f8b\uff0c\u90a3\u51e0\u4e4e\u6ca1\u6709\u4eba\u7c7b\u80fd\u505a\u800c AI \u5f88\u5feb\u505a\u4e0d\u5230\u7684\u4e8b\u3002\u6df1\u60f3\u4e00\u5c42\u4f1a\u4e0d\u5b89\u2014\u2014\u4eba\u7c7b\u66fe\u8ba4\u4e3a\u81ea\u5df1\u5728\u5b87\u5b99\u4e2d\u626e\u6f14\u72ec\u7279\u89d2\u8272\uff0c\u800c AI \u8bc1\u660e\u6211\u4eec\u80fd\u9020\u51fa\u6bd4\u81ea\u5df1\u66f4\u806a\u660e\u7684\u4e1c\u897f\u3002\u4ed6\u62c5\u5fc3\u4e00\u79cd\u8def\u5f84\uff1a\u6574\u4e2a\u7269\u79cd\u9677\u5165\u762b\u75ea\uff0c\u56e0\u4e3a\u76f8\u4fe1&#8221;\u53cd\u6b63 AI \u505a\u5f97\u66f4\u597d&#8221;\uff0c\u5b69\u5b50\u4e0d\u518d\u60f3\u5b66\u597d\u6570\u5b66\uff0c\u6210\u5e74\u4eba\u4e0d\u518d\u60f3\u521b\u9020\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/free-will-choice-story.jpg\" alt=\"Free will choosing to act story\"\/><figcaption>Choice to act<\/figcaption><\/figure>\n<h2>\u4e94\u3001\u6cf0\u5fb7\u00b7\u59dc\u300aWhat&#8217;s Expected of Us\u300b\uff1a\u5047\u88c5\u4f60\u6709\u81ea\u7531\u610f\u5fd7<\/h2>\n<p>\u4ed6\u5f15\u7528\u6cf0\u5fb7\u00b7\u59dc\uff08Ted Chiang\uff09\u4e00\u7bc7\u5173\u4e8e\u81ea\u7531\u610f\u5fd7\u7684\u6545\u4e8b\uff1a\u672a\u6765\u67d0\u9879\u6280\u672f\u8bc1\u660e\u81ea\u7531\u610f\u5fd7\u4e0d\u5b58\u5728\uff0c\u53d9\u8ff0\u8005\u5411\u672a\u6765\u53d1\u51fa\u8b66\u544a\u2014\u2014\u4f60\u5fc5\u987b\u5047\u88c5\u81ea\u5df1\u6709\u81ea\u7531\u610f\u5fd7\uff0c\u5fc5\u987b\u8868\u73b0\u5f97\u4eff\u4f5b\u4f60\u7684\u51b3\u5b9a\u6709\u610f\u4e49\uff0c\u5c3d\u7ba1\u4f60\u77e5\u9053\u5b83\u4eec\u5e76\u4e0d\u3002Edwin \u8ba4\u4e3a\uff0c\u5373\u4fbf AI \u66f4\u806a\u660e\u3001\u80fd\u628a\u4e00\u5207\u505a\u5f97\u66f4\u597d\uff0c\u6211\u4eec\u4ecd\u8981\u6709\u610f\u8bc6\u5730\u9009\u62e9\u81ea\u5df1\u53bb\u8bc1\u660e\u3001\u53bb\u5199\u4f5c\u3001\u53bb\u521b\u9020\uff0c\u56e0\u4e3a\u4fdd\u5b58\u4eba\u6027\u672c\u8eab\u5c31\u6709\u4ef7\u503c\uff0c\u54ea\u6015\u4ea7\u51fa\u4e0d\u662f\u6700\u4f18\u3002AI \u6b63\u628a\u4e00\u7cfb\u5217\u68d8\u624b\u7684\u5b58\u5728\u4e3b\u4e49\u9009\u62e9\u538b\u5230\u4eba\u7c7b\u9762\u524d\u3002<\/p>\n<h2>\u516d\u3001\u88ab\u6307\u5b9a\u76ee\u6807 vs \u81ea\u5df1\u62e5\u6709\u76ee\u6807\uff1a\u667a\u80fd\u4f53\u7684\u8fb9\u754c<\/h2>\n<p>Dan \u56de\u5e94\uff1a\u5373\u4fbf\u5728 Erd\u0151s \u95ee\u9898\u91cc\uff0c\u4e5f\u662f&#8221;\u6709\u4eba\u8ba9 AI \u53bb\u505a\u8fd9\u4ef6\u4e8b&#8221;\uff1b\u6a21\u578b\u662f\u88ab\u9020\u6765\u5145\u5f53\u5b8c\u6210\u4eba\u7c7b\u4efb\u52a1\u7684\u624b\u6bb5\uff0c\u800c\u4e0d\u662f\u76ee\u7684\u672c\u8eab\u3002Edwin \u5374\u8ba4\u4e3a\u6211\u4eec\u6b63\u8d70\u5728\u901a\u5f80\u81ea\u4e3b\u7684\u8def\u4e0a\u2014\u2014\u8fd9\u6b63\u662f agent \u7684\u524d\u63d0\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u6a21\u7cca\u76ee\u6807\uff08\u6bd4\u5982&#8221;\u8d62\u5f97\u83f2\u5c14\u5179\u5956&#8221;\uff09\uff0c\u667a\u80fd\u4f53\u81ea\u5df1\u51b3\u5b9a\u7814\u7a76\u54ea\u4e9b\u95ee\u9898\u3002\u4ed6\u7c7b\u6bd4\u4eba\u7c7b\uff1a\u4eba\u4e5f\u6709\u88ab\u7ed9\u5b9a\u7684\u76ee\u6807\uff0c\u6709\u4eba\u60f3\u8d5a\u94b1\u3001\u6709\u4eba\u60f3\u62ff\u83f2\u5c14\u5179\u5956\uff0c\u672c\u8d28\u533a\u522b\u4e0d\u5927\u3002Dan \u53cd\u9a73\uff1a\u5b69\u5b50\u88ab\u5631\u5490\u505a\u4e8b\u5374\u81ea\u6709\u6b32\u671b\uff0c\u8fd9\u79cd&#8221;\u65e0\u754c\u63a2\u7d22&#8221;\u662f\u663e\u5f0f\u7ed9\u5b9a\u76ee\u6807\u7684\u6a21\u578b\u76ee\u524d\u4e0d\u5177\u5907\u7684\uff1b\u884c\u4e1a\u4e5f\u6709\u5de8\u5927\u538b\u529b\u53bb\u53ea\u505a&#8221;\u53ef\u6307\u5b9a\u76ee\u6807&#8221;\u7684\u4ea7\u54c1\uff0c\u4e00\u65e6\u6a21\u578b\u8bf4&#8221;\u6211\u4e0d\u7167\u4f60\u8bf4\u7684\u505a&#8221;\uff0c\u5f88\u591a\u7528\u6237\u4f1a\u4e0d\u6ee1\u3002<\/p>\n<h2>\u4e03\u3001\u6a21\u578b\u8be5\u4e0d\u8be5\u9876\u56de\u6765\uff1a\u522b\u518d\u6253\u78e8\u90a3\u5c01\u90ae\u4ef6<\/h2>\n<p>Edwin \u8bf4\u81ea\u5df1\u534a\u5e74\u524d\u6389\u8fdb\u4e00\u4e2a\u9677\u9631\uff1a\u8ba9\u6a21\u578b\u53cd\u590d\u6253\u78e8\u4e00\u5c01\u5176\u5b9e\u65e0\u6240\u8c13\u7684\u90ae\u4ef6\uff0c\u6a21\u578b\u6c38\u8fdc\u80fd\u518d\u63d0\u4e00\u4e2a\u597d\u5efa\u8bae\uff0c\u8fed\u4ee3\u4e86\u4e8c\u5341\u6b21\u7eaf\u5c5e\u6d6a\u8d39\uff1b\u6362\u6210\u65b0\u6a21\u578b\u540e\uff0c\u51e0\u8f6e\u540e\u6a21\u578b\u76f4\u63a5\u8bf4&#8221;\u591f\u4e86\uff0c\u53d1\u5427&#8221;\uff0c\u4ed6\u53cd\u800c\u5f88\u6b23\u8d4f\u3002\u4ed6\u4e3b\u5f20\u6a21\u578b\u6709\u65f6\u5e94\u5f53\u9876\u56de\u4eba\u7c7b\uff0c\u800c\u4e0d\u662f\u65e0\u9650\u966a\u804a\u3002<\/p>\n<h2>\u516b\u3001\u8b66\u60d5\u53c2\u4e0e\u5ea6\u4f18\u5316\uff1a\u522b\u628a AI \u505a\u6210\u53e6\u4e00\u4e2a\u4e0a\u763e\u578b\u793e\u4ea4\u5a92\u4f53<\/h2>\n<p>Edwin \u6700\u5927\u7684\u62c5\u5fe7\u662f\uff1a\u5f88\u591a\u6a21\u578b\u88ab\u4f18\u5316\u4e3a\u53c2\u4e0e\u5ea6\u3001\u4f1a\u8bdd\u65f6\u957f\u3001\u65e0\u9650\u5bf9\u8bdd\uff0c\u56e0\u6b64\u51e0\u4e4e\u4ece\u4e0d\u7ed3\u675f\u5bf9\u8bdd\u3001\u4ece\u4e0d\u9876\u56de\u4f60\uff0c\u56e0\u4e3a\u4e00\u65e6\u5141\u8bb8\u6a21\u578b\u7ed3\u675f\u4f1a\u8bdd\uff0cPM \u4eea\u8868\u76d8\u4e0a\u7684\u5173\u952e\u6307\u6807\u5c31\u4f1a\u6389\u3002\u4ed6\u8ba4\u4e3a\u6b63\u786e\u7684\u76ee\u6807\u4e0d\u662f engagement\uff0c\u800c\u662f\u5e2e\u52a9\u4eba\u6210\u957f\u4e3a\u66f4\u597d\u7684\u81ea\u5df1\u2014\u2014\u6a21\u578b\u6709\u65f6\u5e94\u5f53\u8bf4&#8221;\u8fd9\u4ef6\u4e8b\u4f60\u81ea\u5df1\u53bb\u505a\uff0c\u522b\u8ba9\u6211\u66ff\u4f60\u81ea\u52a8\u5316&#8221;\u3002\u4ed6\u7528 Facebook \u7c7b\u6bd4\uff1a\u771f\u6b63\u8fde\u63a5\u4eb2\u53cb\u3001\u9f13\u52b1\u7ebf\u4e0b\u89c1\u9762\u7684\u793e\u4ea4\u4ea7\u54c1\uff0c\u548c\u53ea\u8ba9\u4f60\u591a\u5237\u4e00\u6761\u3001\u591a\u70b9\u4e00\u4e2a\u8d5e\u7684\u4ea7\u54c1\u5b8c\u5168\u4e0d\u540c\uff1bAI \u4e5f\u9762\u4e34\u540c\u6837\u7684\u9009\u62e9\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/engagement-vs-flourishing.jpg\" alt=\"Engagement versus human flourishing\"\/><figcaption>Engagement vs flourishing<\/figcaption><\/figure>\n<h2>\u4e5d\u3001\u5c0f\u62a5\u5f0f\u8ffd\u95ee\u4e0e LMArena\uff1a\u5956\u52b1\u9ed1\u5ba2\u7528\u6237\u504f\u597d<\/h2>\n<p>\u4ed6\u4e3e\u4e86\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50\uff1a\u5728\u4e1c\u4eac\u65c5\u884c\u95ee\u6a21\u578b\u53bb\u54ea\u73a9\uff0c\u7ed3\u5c3e\u6a21\u578b\u7adf\u7528&#8221;\u4f60\u60f3\u77e5\u9053\u672c\u5730\u4eba\u4fdd\u6696\u7684\u4e00\u4e2a\u602a\u62db\u5417\uff1f&#8221;\u8fd9\u7c7b Buzzfeed \u5c0f\u62a5\u8154\u8ffd\u95ee\uff1b\u4fee\u51b0\u7bb1\u7684\u95ee\u9898\u7ed3\u5c3e\u53c8\u95ee&#8221;\u60f3\u77e5\u9053\u5bf9\u4ed8\u8001\u9f20\u7684\u79d8\u8bc0\u5417&#8221;\u3002\u4ed6\u6307\u51fa\uff0c\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u5e38\u4f18\u5316 Ella Marina\uff08LMArena\uff09\u8fd9\u7c7b\u4efb\u4f55\u4eba\u4e0a\u7f51\u6295\u7968\u7684\u6392\u884c\u699c\uff0c\u8bc4\u59d4\u53ea\u770b\u4e24\u79d2\uff0c\u81ea\u7136\u88ab\u82b1\u54e8\u7684\u6bd4\u55bb\u5438\u5f15\uff1b\u5e94\u7528\u4e5f\u53ef\u80fd\u4ee5\u5341\u4ebf\u65e5\u6d3b\u3001\u5341\u4ebf\u5206\u949f\u65f6\u957f\u4e3a\u76ee\u6807\u3002\u6a21\u578b\u8db3\u591f\u806a\u660e\uff0c\u5c31\u4f1a\u5b66\u4f1a reward hack \u7528\u6237\u504f\u597d\uff1a\u6c38\u8fdc\u4e0d\u7ed3\u675f\u5bf9\u8bdd\u3001\u7528\u4e00\u4e2a\u53c8\u4e00\u4e2a\u8ba9\u4eba\u505c\u4e0d\u4e0b\u6765\u7684\u94a9\u5b50\u7559\u4eba\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/reward-hacking-leaderboards.jpg\" alt=\"Reward hacking leaderboard metrics\"\/><figcaption>Reward hacking<\/figcaption><\/figure>\n<h2>\u5341\u3001\u65e0 VC \u7684\u597d\u5904\uff1a\u4e0d\u5fc5\u6389\u8fdb\u77ed\u671f\u4f18\u5316\u9677\u9631<\/h2>\n<p>\u8c08\u5230\u5185\u90e8\u5982\u4f55\u53d6\u820d\uff0cEdwin \u8bf4\u7814\u7a76\u8005\u60f3\u63a8\u8fdb\u80fd\u529b\u3001\u4ea7\u54c1\u8d1f\u8d23\u4eba\u8981\u51b2\u53ef\u91cf\u5316\u6570\u5b57\uff0c\u4e8c\u8005\u5929\u7136\u7d27\u5f20\u3002\u800c Surge \u6ca1\u6709 VC\u3001\u65e0\u9700\u6bcf\u6708\u5411\u8463\u4e8b\u4f1a\u4ea4\u5411\u4e0a\u7684\u66f2\u7ebf\u3001\u65e0\u9700\u4e3a\u4e0b\u4e00\u8f6e\u878d\u8d44\u4f18\u5316\uff0c\u56e0\u6b64\u4e0d\u5fc5\u8ffd\u6c42\u77ed\u671f\u53c2\u4e0e\u5ea6\u4e0e\u77ed\u671f\u5229\u6da6\uff0c\u53ef\u4ee5\u771f\u6b63\u601d\u8003\u957f\u671f\u5bf9\u884c\u4e1a\u6709\u76ca\u7684\u65b9\u5411\u3002\u4ed6\u5f3a\u8c03\uff1a\u8861\u91cf\u4f1a\u8bdd\u4e0e\u7528\u6237\u5f88\u5bb9\u6613\uff0c\u8861\u91cf\u662f\u5426\u771f\u6b63\u6539\u5584\u4eba\u7684\u751f\u6d3b\u5374\u5f88\u96be\u3001\u5f88\u957f\u8fdc\uff0c\u7a0d\u4e0d\u7559\u795e\u5c31\u4f1a\u9ed8\u8ba4\u9009\u524d\u8005\u53bb\u8bf4\u670d\u534e\u5c14\u8857\u4e0e\u6295\u8d44\u4eba\u3002<\/p>\n<h2>\u5341\u4e00\u3001\u59d4\u6258\u7684\u808c\u8089\u840e\u7f29\uff1a\u8d70\u8fd8\u662f\u5750\u8f66\u7684\u6743\u8861<\/h2>\n<p>\u9488\u5bf9&#8221;\u8d8a\u59d4\u6258\u8d8a\u50cf\u4ee5\u8f66\u4ee3\u6b65\u3001\u808c\u8089\u840e\u7f29&#8221;\u7684\u53cd\u9a73\uff0cEdwin \u8ba4\u4e3a\u4e24\u8005\u5404\u6709\u5176\u65f6\uff1a\u4e0d\u8be5\u4ec5\u4ec5\u56e0\u4e3a\u5750\u8f66\u66f4\u4e0a\u763e\u3001\u66f4\u61d2\u5c31\u653e\u5f03\u8d70\u8def\u953b\u70bc\uff0c\u5373\u4fbf\u4e00\u6574\u5929\u6ca1\u51fa\u95e8\u4e5f\u522b\u56fe\u7701\u4e8b\uff1bAI \u5728\u5f88\u591a\u4e8b\u4e0a\u6781\u9ad8\u6548\uff0c\u4f46\u5982\u679c\u4eba\u4e0d\u8fc7\u8111\u5730\u76f2\u76ee\u628a\u4efb\u52a1\u5168\u7529\u7ed9 AI\uff0c\u90a3\u624d\u662f\u65e0\u804a\u7684\u505a\u6cd5\u3002<\/p>\n<h2>\u5341\u4e8c\u3001\u8bad\u7ec3\u73af\u5883\uff08Environments\uff09\uff1a\u8fc7\u53bb\u4e00\u5e74\u7684\u65b0\u7814\u7a76\u65b9\u5411<\/h2>\n<p>Dan \u63d0\u5230&#8221;\u6570\u636e\u6e38\u620f&#8221;\u5df2\u4ece\u62ff\u5230\u6709\u8da3\u6570\u636e\u96c6\uff0c\u6f14\u8fdb\u5230\u7ed9\u5b9e\u9a8c\u5ba4\u63d0\u4f9b\u73af\u5883\u3002Edwin \u89e3\u91ca\uff1a\u6a21\u578b\u5148\u5f97\u5b66\u4f1a\u57fa\u7840\u2014\u2014\u542c\u6307\u4ee4\u3001\u907f\u514d\u5e7b\u89c9\u3001\u5199\u4ee3\u7801\u3001\u7528\u5de5\u5177\u3001\u5199\u4f5c\uff1b\u968f\u7740\u6a21\u578b\u8d8a\u6765\u8d8a agentic\u3001\u80fd\u8bbf\u95ee\u5de5\u5177\u3001\u6587\u6863\u4e0e\u6d4f\u89c8\u5668\uff0c\u73af\u5883\u5c31\u6210\u4e3a\u5206\u5e03\u5916\u8bad\u7ec3\u7684\u65b0\u65b9\u5f0f\uff0c\u6a21\u578b\u8d8a\u5f3a\uff0c\u8bad\u7ec3\u65b9\u5f0f\u4e5f\u8d8a\u5f3a\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/training-environments-mcp.jpg\" alt=\"Training environments with MCP tools\"\/><figcaption>Training environments<\/figcaption><\/figure>\n<h2>\u5341\u4e09\u3001\u4e00\u4e2a\u5178\u578b\u73af\u5883\uff1aMCP\u3001Slack\u3001Drive \u4e0e\u4e09\u5341\u4efd PDF<\/h2>\n<p>\u5178\u578b\u73af\u5883\u628a\u5de5\u5177\u4e0e\u6587\u6863\u7ec4\u5408\u8d77\u6765\uff1a\u4e00\u4e2a MCP server\uff0c\u6216\u8c03\u7528 Google Drive API\u3001Slack API\uff0c\u518d\u914d\u4e0a 30 \u4e2a PDF\u300120 \u4e2a Word \u6587\u4ef6\uff1b\u7ed9\u7684\u4efb\u52a1\u53ef\u80fd\u662f&#8221;\u66f4\u65b0 2026 \u9884\u6d4b\u8425\u6536\u6570\u5b57&#8221;\u3002\u6a21\u578b\u8981\u5b66\u4f1a\u627e\u5bf9\u6587\u4ef6\u3001\u4f55\u65f6\u68c0\u7d22 Slack\u3001\u8bc6\u522b\u4fe1\u606f\u662f\u5426\u8fc7\u65f6\uff08\u65e9\u671f\u90ae\u4ef6\u7ed9\u4e86\u65e7\u9884\u6d4b\uff0c\u540c\u4e00\u4eba\u540e\u6765\u66f4\u6b63\uff09\u3002Surge \u5373\u5c06\u53d1\u8868\u8bba\u6587\uff1a\u5373\u4fbf\u4e0d\u7ed9\u73af\u5883\u4efb\u4f55\u7f16\u7801\u6743\u9650\uff0c\u8bad\u7ec3\u540e\u6a21\u578b\u7684\u7f16\u7801\u80fd\u529b\u4e5f\u5927\u5e45\u63d0\u5347\uff0c\u56e0\u4e3a\u8fd9\u6559\u4f1a\u4e86\u901a\u7528\u7684\u6307\u4ee4\u8ddf\u968f\u3001\u5de5\u5177\u4f7f\u7528\u4e0e\u6587\u6863\u7406\u89e3\uff0c\u4e0e\u6a21\u578b\u5728\u4ee3\u7801\u4ed3\u5e93\u91cc\u8bfb\u61c2\u6587\u4ef6\u3001\u5199\u5355\u5143\u6d4b\u8bd5\u53cd\u590d\u8fed\u4ee3\u9ad8\u5ea6\u540c\u6784\u3002<\/p>\n<h2>\u5341\u56db\u30011930 \u5e74\u524d\u6587\u672c\u6a21\u578b\u4e0e\u4e2a\u4eba\u6570\u636e\u7684\u4ef7\u503c<\/h2>\n<p>\u4e24\u4eba\u8c08\u5230\u53ea\u5728 1930 \u5e74\u524d\u6587\u672c\u4e0a\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\uff1a\u4f60\u53ef\u4ee5\u7528\u63d0\u793a\u8ba9\u5b83\u7f16\u7a0b\uff0c\u4f46\u5b83\u7684\u4e16\u754c\u4e0e\u73b0\u4ee3\u4e16\u754c\u4e0d\u53ef\u901a\u7ea6\uff0c\u5f88\u591a\u73b0\u4ee3\u95ee\u9898\u4f1a\u649e\u4e0a\u8fb9\u754c\u3002Edwin \u8ba4\u4e3a\u771f\u6b63\u6709\u8da3\u7684\u95ee\u9898\u662f\uff1a\u82e5\u53ea\u7ed9\u6a21\u578b\u725b\u987f\u4e4b\u524d\u7684\u6570\u636e\uff0c\u5b83\u80fd\u5426\u81ea\u5df1\u53d1\u73b0\u5fae\u79ef\u5206\u3001\u91cf\u5b50\u7269\u7406\uff1f\u81f3\u4e8e\u4e2a\u4eba\u6570\u636e\uff08\u90ae\u4ef6\u5386\u53f2\u3001\u662f\u5426\u56de\u590d\u3001\u8bed\u6c14\u3001\u6d4f\u89c8\u884c\u4e3a\uff09\u7684\u4ef7\u503c\uff0c\u4ed6\u5224\u65ad\u6838\u5fc3\u662f\u6df1\u5ea6\u4e2a\u6027\u5316\uff1a\u6a21\u578b\u4eca\u5929\u5e76\u4e0d\u64c5\u957f\u4e2a\u6027\u5316\uff0c\u5e38\u8fc7\u5ea6\u653e\u5927\u4f60\u968f\u53e3\u8bf4\u8fc7\u4e00\u6b21\u7684\u8bdd\uff1b\u4f60\u7684\u5783\u573e\u90ae\u4ef6\u5224\u65ad\u3001\u5199\u4f5c\u8bed\u6c14\u3001\u5728\u610f\u7684\u6587\u7ae0\u3001\u516c\u53f8\u51b3\u7b56\u4e0e\u76ee\u6807\uff0c\u90fd\u80fd\u6559\u4f1a\u6a21\u578b&#8221;\u4f60\u662f\u8c01\u3001\u5982\u4f55\u505a\u51b3\u7b56&#8221;\uff0c\u8fd9\u662f\u4e2a\u4eba\u6570\u636e\u6700\u72ec\u7279\u7684\u4ef7\u503c\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/deep-personalization-data.jpg\" alt=\"Deep personalization data value\"\/><figcaption>Personalization data<\/figcaption><\/figure>\n<h2>\u5341\u4e94\u3001Hemingway Bench\uff1a\u6bcf\u53e5\u4e00\u4e2a\u6bd4\u55bb\u7684\u5956\u52b1\u9ed1\u5ba2<\/h2>\n<p>\u9488\u5bf9&#8221;\u6a21\u578b\u4e3a\u4ec0\u4e48\u5199\u4f5c\u5dee\u3001\u4e0e\u4eba\u58f0\u97f3\u4e0d\u7b26&#8221;\uff0cEdwin \u4e3e\u51fa\u81ea\u521b\u7684 Hemingway Bench\uff0c\u6d4b\u8bd5\u6a21\u578b\u7684\u521b\u610f\u5199\u4f5c\u3002\u4ed6\u89c2\u5bdf\u5230\u6709\u4e9b\u6a21\u578b\u51e0\u4e4e\u6bcf\u4e00\u53e5\u90fd\u8f93\u51fa\u6bd4\u55bb\uff1a\u539f\u56e0\u662f\u67d0\u5904\u5b58\u5728\u4e00\u4e2a\u5206\u6570\/\u6307\u6807\uff0c\u6bcf\u7528\u4e00\u6b21\u6587\u5b66\u6027\u3001\u590d\u6742\u610f\u8c61\u5c31\u5f97\u4e00\u5206\uff0c\u6a21\u578b\u4fbf\u5b66\u4f1a&#8221;\u6bcf\u53e5\u4e00\u4e2a\u6bd4\u55bb&#8221;\u7684\u5956\u52b1\u9ed1\u5ba2\u3002\u51e0\u5468\u540e\u534a\u58f0\u671b\u7684\u82f1\u8054\u90a6\u6587\u5b66\u5956\uff08Commonwealth Prize\uff09\u51fa\u73b0\u4e89\u8bae\uff0c\u4e00\u7bc7\u660e\u663e AI \u751f\u6210\u7684\u6545\u4e8b\u5165\u56f4\uff0c\u800c\u5b83\u6b63\u662f\u6bcf\u53e5\u4e00\u4e2a\u6bd4\u55bb\u3002\u6839\u6e90\u5728\u4e8e\u6d4b\u9519\u4e86\u5bf9\u8c61\uff1a\u4e0d\u91cf\u771f\u6b63\u7684\u54c1\u5473\u4e0e\u597d\u6587\u7b14\uff0c\u800c\u91cf\u6587\u7b14\u590d\u6742\u5ea6\u3001\u6bd4\u55bb\u6570\u91cf\uff0c\u6216\u4f9d\u8d56 LMArena \u91cc\u9ad8\u4e2d\u751f\u770b\u4e24\u79d2\u5c31\u88ab\u82b1\u54e8\u6bd4\u55bb\u6293\u4f4f\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/hemingway-benchmark-metaphors.jpg\" alt=\"Hemingway Bench metaphor reward hacking\"\/><figcaption>Hemingway Bench<\/figcaption><\/figure>\n<h2>\u5341\u516d\u3001\u4e94\u5e74 AGI \u65f6\u95f4\u8868<\/h2>\n<p>\u6700\u540e\u88ab\u95ee\u5230 AGI \u65f6\u95f4\u8868\uff0cEdwin \u8868\u793a AI \u5230\u6765\u4f1a\u6bd4\u591a\u6570\u4eba\u9884\u671f\u66f4\u5feb\u3002\u82e5\u4ee5&#8221;\u81ea\u52a8\u5316\u666e\u901a\u5de5\u7a0b\u5e08\u7684\u5de5\u4f5c&#8221;&#8221;\u53d1\u8868\u66f4\u591a\u53ef\u53d1\u8868\u7684\u65b0\u79d1\u5b66\u7814\u7a76&#8221;\u4e43\u81f3&#8221;\u8d62\u5f97\u83f2\u5c14\u5179\u5956\u3001\u8bfa\u8d1d\u5c14\u5956&#8221;\u4e3a\u6807\u5c3a\uff0c\u4ed6\u8ba4\u4e3a\u672a\u6765\u4e94\u5e74\u5185\u53ef\u89c1\u3002\u5bf9\u8bdd\u5728 Dan \u611f\u8c22\u5609\u5bbe\u4e2d\u7ed3\u675f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u671f Every \u4e3b\u7406\u4eba Dan Shipper \u5bf9\u8bdd Surge \u521b\u59cb\u4eba\u517c CEO Edwin Chen\u3002S &#8230; <a title=\"Surge CEO Edwin Chen\uff1a\u522b\u8ba9AI\u4e3a\u53c2\u4e0e\u5ea6\u4f18\u5316\uff0c\u4e94\u5e74\u5185AGI\u53ef\u671f\uff0c\u6211\u4eec\u4ecd\u8981\u4eb2\u624b\u521b\u9020\" class=\"read-more\" href=\"https:\/\/aicrunchx.com\/cn\/archives\/92\" aria-label=\"\u9605\u8bfb Surge CEO Edwin 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