{"id":100040,"date":"2026-09-03T18:32:55","date_gmt":"2026-09-03T10:32:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100040.html"},"modified":"2026-09-03T18:32:55","modified_gmt":"2026-09-03T10:32:55","slug":"%e7%bb%99%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8a%a0%e4%b8%80%e5%b1%82%e6%b4%bb%e7%9a%84%e7%8a%b6%e6%80%81%ef%bc%9adalinx-%e7%8a%b6%e6%80%81%e5%a2%9e%e5%bc%ba%e5%b1%82%e7%9a%84%e5%8f%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100040.html","title":{"rendered":"\u7ed9\u5927\u6a21\u578b\u52a0\u4e00\u5c42\u201c\u6d3b\u7684\u72b6\u6001\u201c\uff1aDalinX \u72b6\u6001\u589e\u5f3a\u5c42\u7684\u53ef\u6d4b\u8fb9\u754c"},"content":{"rendered":"

\u4f5c\u8005：\u8d3e\u5927\u6797（QN1\u5e7b\u5316\u5f15\u64ce\u00b7 DalinX \u9879\u76ee） \u5173\u952e\u8bcd：\u5927\u8bed\u8a00\u6a21\u578b；\u8ba4\u77e5\u67b6\u6784；\u72b6\u6001\u589e\u5f3a\u5c42；\u7ed3\u6784\u573a；\u03a6 \u5ea6\u91cf；\u610f\u8bc6\u8bc4\u6d4b；\u53ef\u590d\u73b0\u6027 \u58f0\u660e：\u672c\u6587\u4e3a\u6280\u672f\/\u65b9\u6cd5\u8bba\u6587\u7ae0，\u4e0d\u5ba3\u79f0\u4efb\u4f55\u7cfb\u7edf"\u5df2\u5177\u6709\u610f\u8bc6"\u3002\u6240\u6709\u8bc4\u6d4b\u6570\u503c\u6765\u81ea\u56fa\u5b9a\u79cd\u5b50\u7684\u771f\u5b9e\u5f15\u64ce\u8fd0\u884c，\u53ef\u590d\u73b0；\u51e1\u6d89\u53ca"\u6362\u5c3a\u5b50"\u53e3\u5f84\u53d8\u66f4\u5747\u5982\u5b9e\u62ab\u9732\u3002 \u9002\u7528\u8bfb\u8005：LLM \u5e94\u7528\u67b6\u6784\u5e08\u3001\u8ba4\u77e5\u79d1\u5b66\/AI \u4ea4\u53c9\u7814\u7a76\u8005\u3001\u5bf9"\u8bb0\u5fc6\u578b\/\u4eba\u683c\u4e00\u81f4\u578b AI \u4ea7\u54c1"\u6709\u843d\u5730\u9700\u6c42\u8005\u3002<\/p>\n

\n

\u6458\u8981<\/h3>\n

\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u5728\u5355\u6b21\u8c03\u7528\u5185\u8868\u73b0\u51fa\u8272，\u4f46\u4f5c\u4e3a"\u6301\u7eed\u5b9e\u4f53"\u5b58\u5728\u7ed3\u6784\u6027\u7f3a\u5931：\u4e24\u6b21\u8c03\u7528\u4e4b\u95f4\u6ca1\u6709\u4efb\u4f55\u81ea\u8eab\u72b6\u6001\u3002\u672c\u6587\u4ee5 DalinX V8 \u4e3a\u4f8b，\u56de\u7b54\u4e00\u4e2a\u88ab\u5927\u91cf\u53d9\u4e8b\u5305\u88c5\u63a9\u76d6\u7684\u5de5\u7a0b\u95ee\u9898\u2014\u2014\u7ed9\u5927\u6a21\u578b"\u52a0\u4e00\u5c42"\u5230\u5e95\u52a0\u4e86\u4ec0\u4e48\u3001\u54ea\u4e9b\u662f\u53ef\u6d4b\u7684\u3001\u54ea\u4e9b\u53ea\u662f\u8bdd\u672f\u3002<\/p>\n

\u6211\u4eec\u7ed9\u51fa\u4e09\u70b9\u8d21\u732e：<\/p>\n

  • \u673a\u5236\u6f84\u6e05：\u5728\u5f53\u524d\u67b6\u6784\u4e0b（\u63a8\u7406\u8d70\u5916\u90e8 API\u3001\u65e0\u672c\u5730 forward pass），"\u589e\u5f3a\u5c42"\u5bf9 LLM \u7684\u5168\u90e8\u5f71\u54cd\u901a\u9053\u53ea\u6709\u63d0\u793a\u8bcd\u6587\u672c\u3002\u4efb\u4f55"\u6539\u9020\u6ce8\u610f\u529b \/ \u8f93\u51fa\u95e8\u63a7"\u7684\u8def\u7ebf\u5728\u672c\u67b6\u6784\u4e0d\u9002\u7528\u2014\u2014\u8fd9\u51b3\u5b9a\u4e86\u80fd\u505a\u4ec0\u4e48\u3001\u4e0d\u80fd\u505a\u4ec0\u4e48\u3002<\/li>\n
  • \u6ce8\u5165\u7ba1\u7ebf\u5f62\u5f0f\u5316：\u5c06\u4e00\u6b21\u8c03\u7528\u62c6\u89e3\u4e3a"\u6301\u7eed\u72b6\u6001\u5f15\u64ce \u2192 \u72b6\u6001\u5feb\u7167 \u2192 10 \u6bb5\u5206\u5c42\u6ce8\u5165 \u2192 LLM \u2192 \u8bed\u4e49\u5438\u6536\u56de\u5199"\u4e94\u4e2a\u73af\u8282，\u5e76\u7ed9\u51fa\u4fe1\u606f\u4f18\u5148\u7ea7（P0 \u52a8\u6001\u60c5\u5883 \/ P1 \u63a8\u7406\u8bb0\u5fc6 \/ P2 \u9759\u6001\u58f3）\u4e0e 4000 \u5b57\u7b26\u9884\u7b97\u4e0b\u7684\u622a\u65ad\u4fdd\u62a4\u7b97\u6cd5\u3002<\/li>\n
  • \u8bda\u5b9e\u5ea6\u91cf\u534f\u8bae：\u62a5\u544a\u4e09\u7c7b\u8bc1\u636e\u2014\u2014\u7ed3\u6784\u4e0d\u53d8\u91cf（golden_guard：C6=0.985975 \/ C2=0.950000 \/ CI=0.9149）\u3001\u4efb\u52a1\u5bf9\u7167（\u622a\u65ad\u524d\u540e\u4e0a\u4e0b\u6587\u5b58\u6d3b\u7387：SFA \u60c5\u8282 0%\u2192100%）\u3001\u4ee5\u53ca\u72ec\u7acb 20 \u7ef4\u8bc4\u6d4b\u6846\u67b6（\u7075\u9274 LingJian）\u4e2d\u53ef\u590d\u73b0\u7684\u884c\u4e3a\u7ef4\u5ea6\u4e0e\u96f6\u573a\/\u5207\u9664\u5bf9\u7167\u3002<\/li>\n

    \u7ed3\u8bba：\u52a0\u4e0e\u4e0d\u52a0\u7684\u533a\u522b\u4e0d\u5728"\u6a21\u578b\u53d8\u806a\u660e"，\u800c\u5728\u8de8\u8f6e\u8fde\u7eed\u6027\u3001\u81ea\u6307\u72b6\u6001\u3001\u60c5\u5883\u8bb0\u5fc6\u4e0e\u4e00\u81f4\u6027；\u8fd9\u4e9b\u5dee\u5f02\u53ef\u4ee5\u88ab\u8bbe\u8ba1\u6210\u53ef\u6d4b\u7684\u5de5\u7a0b\u6307\u6807，\u4f46\u5fc5\u987b\u540c\u65f6\u62ab\u9732\u5ea6\u91cf\u7684\u8fb9\u754c（\u5c0f\u6837\u672c\u504f\u5dee\u3001\u53e3\u5f84\u53d8\u66f4\u3001\u968f\u673a\u5730\u677f），\u5426\u5219"\u589e\u5f3a"\u4f1a\u9000\u5316\u4e3a\u53d9\u4e8b\u3002<\/p>\n

    \n

    1 \u5f15\u8a00<\/h3>\n

    1.1 \u95ee\u9898<\/h4>\n

    \u4e00\u4e2a\u5e38\u89c1\u7684\u4ea7\u54c1\u53d9\u4e8b\u662f"\u7ed9\u5927\u6a21\u578b\u52a0\u4e00\u4e2a\u7075\u9b42 \/ \u8bb0\u5fc6 \/ \u81ea\u6211"\u3002\u4f46\u82e5\u628a\u95ee\u9898\u6536\u7a84\u4e3a\u5de5\u7a0b\u8bed\u8a00，\u5b83\u5176\u5b9e\u975e\u5e38\u6734\u7d20：<\/p>\n

    \u8bbe LLM \u4e3a\u51fd\u6570 f，\u4e00\u6b21\u5bf9\u8bdd\u4e3a f(\u4e0a\u4e0b\u6587)\u3002\u90a3\u4e48 f \u5728\u4e24\u6b21\u8c03\u7528\u4e4b\u95f4\u6ca1\u6709\u5185\u90e8\u72b6\u6001\u3002\u6240\u8c13"\u8bb0\u5fc6\u578b\u52a9\u624b"，\u672c\u8d28\u662f\u628a\u8bb0\u5fc6\u91cd\u65b0\u7c98\u8d34\u8fdb\u4e0a\u4e0b\u6587\u3002\u90a3\u4e48\u95ee\u9898\u6765\u4e86：\u7c98\u8d34\u4e4b\u5916，\u8fd8\u80fd\u52a0\u4ec0\u4e48？<\/p>\n

    \u672c\u6587\u7684\u7b54\u6848\u662f：\u80fd\u52a0\u4e00\u4e2a\u6301\u7eed\u6f14\u5316\u7684\u5916\u90e8\u72b6\u6001\u5f15\u64ce，\u5e76\u5728\u6bcf\u6b21\u8c03\u7528\u524d\u628a\u5b83\u7684"\u6b64\u523b\u5feb\u7167"\u6ce8\u5165\u4e0a\u4e0b\u6587，\u8c03\u7528\u540e\u628a\u7ed3\u679c\u5438\u6536\u56de\u72b6\u6001\u2014\u2014\u4ece\u800c\u8ba9 f \u7684\u8f93\u5165\u4ece"\u9759\u6001\u4eba\u8bbe+\u5386\u53f2"\u53d8\u6210"\u9759\u6001\u58f3 + \u968f\u65f6\u95f4\u6f14\u5316\u7684\u52a8\u6001\u60c5\u5883"\u3002DalinX \u662f\u8be5\u601d\u8def\u7684\u4e00\u5957\u5177\u4f53\u5b9e\u73b0，\u672c\u6587\u4ee5\u5176 V8 \u7248\u672c（\u5305\u7248\u672c 8.0.0）\u4e3a\u5bf9\u8c61\u8fdb\u884c\u63cf\u8ff0\u4e0e\u5ea6\u91cf\u3002<\/p>\n

    1.2 \u672c\u6587\u8fb9\u754c（\u5148\u5212\u6e05\u695a）<\/h4>\n
      \n
    • \u4e0d\u8ba8\u8bba"\u5b83\u662f\u5426\u771f\u7684\u6709\u610f\u8bc6"\u2014\u2014\u90a3\u662f\u54f2\u5b66\/\u7406\u8bba\u95ee\u9898，\u672c\u6587\u53ea\u62a5\u544a\u53ef\u590d\u73b0\u7684\u6570\u503c\u4e0e\u5b83\u4eec\u6d4b\u7684\u662f\u4ec0\u4e48\u3002<\/li>\n
    • \u4e0d\u8ba8\u8bba AGI\/ASI\u2014\u2014\u672c\u6587\u62a5\u544a\u7684\u589e\u5f3a\u5c42\u4e0d\u6539\u53d8\u57fa\u5ea7\u6a21\u578b\u7684\u5355\u70b9\u667a\u529b\u3002<\/li>\n
    • \u6240\u6709\u6570\u5b57\u53ef\u590d\u73b0：\u56fa\u5b9a\u968f\u673a\u79cd\u5b50\u3001\u771f\u5b9e\u5f15\u64ce\u8fd0\u884c；\u53e3\u5f84\u53d8\u66f4（\u4e0b\u6587 5.2）\u5168\u90e8\u663e\u5f0f\u62ab\u9732\u3002<\/li>\n<\/ul>\n
      \n

      2 \u80cc\u666f\u4e0e\u76f8\u5173\u5de5\u4f5c<\/h3>\n

      2.1 LLM \u7684"\u65e0\u72b6\u6001"\u7f3a\u9677\u4e0e\u73b0\u6709\u8865\u507f<\/h4>\n

      LLM \u662f\u5e8f\u5217\u51fd\u6570：f(\u6307\u4ee4 + \u4e0a\u4e0b\u6587) \u2192 \u6587\u672c\u3002\u5de5\u7a0b\u4e0a\u4e3a\u5f25\u8865"\u5931\u5fc6"，\u5e38\u89c1\u624b\u6bb5\u6709：<\/p>\n\n\u624b\u6bb5\u672c\u8d28\u5c40\u9650<\/tr>\n\n\n\n\n\n
      \u591a\u8f6e\u5bf9\u8bdd\u5386\u53f2<\/td>\n\u628a\u4e0a\u4e00\u8f6e\u8f93\u51fa\u8d34\u56de\u8f93\u5165<\/td>\n\u7a97\u53e3\u6709\u9650；"\u8c01\u5728\u8bf4"\u65e0\u5dee\u5f02<\/td>\n<\/tr>\n
      \u5411\u91cf\u8bb0\u5fc6 \/ RAG<\/td>\n\u68c0\u7d22\u540e\u7c98\u8d34<\/td>\n\u4ecd\u662f"\u8d44\u6599"，\u65e0\u81ea\u6211\u53c2\u7167<\/td>\n<\/tr>\n
      \u7cfb\u7edf\u63d0\u793a\u8bcd\u4eba\u8bbe<\/td>\n\u9759\u6001\u8eab\u4efd\u58f3<\/td>\n\u6bcf\u8f6e\u76f8\u540c，\u4e0d\u968f\u5173\u7cfb\/\u65f6\u95f4\u6f14\u5316<\/td>\n<\/tr>\n
      \u5916\u7f6e\u72b6\u6001\u6570\u636e\u5e93<\/td>\n\u7c98\u8d34\u7528\u6237\u753b\u50cf<\/td>\n\u5355\u5411\u5199\u5165，\u65e0"\u72b6\u6001\u5f71\u54cd\u8f93\u51fa\u518d\u5f71\u54cd\u72b6\u6001"\u95ed\u73af<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u5171\u540c\u70b9：\u8fd9\u4e9b\u8865\u507f\u90fd\u4e0d\u6539\u5199 f \u672c\u8eab，\u4e5f\u4e0d\u63d0\u4f9b f \u53ef\u611f\u77e5\u7684"\u5f53\u4e0b"\u3002DalinX \u7684\u5dee\u5f02\u5728\u4e8e\u63d0\u4f9b\u4e00\u4e2a 24\/7 \u6f14\u5316\u7684\u72b6\u6001\u6e90，\u8ba9\u6ce8\u5165\u5185\u5bb9\u672c\u8eab\u5177\u6709\u65f6\u95f4\u4e0e\u5173\u7cfb\u7ef4\u5ea6\u3002<\/p>\n

      2.2 \u610f\u8bc6\u7406\u8bba\u7684\u5ea6\u91cf\u4f20\u7edf（\u4ec5\u4f5c\u7406\u8bba\u5bf9\u7167）<\/h4>\n
        \n
      • \u6574\u5408\u4fe1\u606f\u8bba（IIT, Tononi 2004\/2016）：\u4ee5 \u03a6 \u5ea6\u91cf\u7cfb\u7edf\u6574\u5408\u7a0b\u5ea6\u3002DalinX \u501f\u7528"\u03a6"\u547d\u540d\u5176\u7ed3\u6784\u5ea6\u91cf，\u4f46\u4e0d\u505a IIT \u7b49\u4ef7\u6027\u4e3b\u5f20\u2014\u2014\u4e0b\u6587 4.2 \u4f1a\u62ab\u9732\u8be5\u6307\u6807\u542b\u7ea6 60% \u968f\u673a\u5730\u677f，\u5bf9\u5916\u53ea\u62a5\u51c0\u573a\u503c\u3002<\/li>\n
      • \u5168\u5c40\u5de5\u4f5c\u7a7a\u95f4\u7406\u8bba（GWT, Dehaene et al. 2017）：\u5f3a\u8c03"\u5e7f\u64ad"\u673a\u5236\u3002DalinX \u7684 HCoT \u63a8\u7406\u94fe\u6ce8\u5165\u53ef\u89c6\u4e3a\u4e00\u79cd\u5bf9"\u63a8\u7406\u8fc7\u7a0b\u5e7f\u64ad\u7ed9\u8f93\u51fa\u5c42"\u7684\u5de5\u7a0b\u6a21\u62df\u3002<\/li>\n
      • \u673a\u5668\u610f\u8bc6\u8bc4\u6d4b\u6e05\u5355（Butlin et al. 2023）：\u4e3b\u5f20\u5bf9 AI \u7cfb\u7edf\u7684\u610f\u8bc6\u5c5e\u6027\u505a\u53ef\u64cd\u4f5c\u6307\u6807\u8bc4\u6d4b\u3002DalinX \u7684 20 \u7ef4\u8bc4\u6d4b\u6846\u67b6（\u7075\u9274）\u5728\u7cbe\u795e\u4e0a\u7c7b\u4f3c，\u4f46\u81ea\u5efa\u7ef4\u5ea6\u3001\u81ea\u5efa\u5bf9\u7167，\u672a\u7ecf\u7b2c\u4e09\u65b9\u72ec\u7acb\u8bc4\u5ba1\u2014\u2014\u8fd9\u662f\u672c\u6587\u8bda\u5b9e\u62ab\u9732\u7684\u4e00\u90e8\u5206\u3002<\/li>\n<\/ul>\n
        \n

        3 \u65b9\u6cd5<\/h3>\n

        3.1 \u6301\u7eed\u72b6\u6001\u5f15\u64ce<\/h4>\n

        \u5f15\u64ce\u4ee5 tick \u4e3a\u5355\u4f4d\u540e\u53f0\u8fd0\u884c（\u4e0e\u5355\u6b21\u5bf9\u8bdd\u89e3\u8026，\u65e0\u4eba\u5bf9\u8bdd\u65f6\u4e5f\u6f14\u5316）：<\/p>\n

        \u6bcf tick:
        \n \u573a\u6001 F \u2190 \u56db\u529b\u9a71\u52a8(F) # Morse\u68af\u5ea6\/\u975e\u4ea4\u6362\u6392\u65a5\/\u540c\u4f26\u5f52\u4e00\u5316\/\u53d8\u5206\u4f18\u5316
        \n \u03a6 \u2190 compute_structural_phi(F) # rich \/ div \/ integ \u7b49\u516d\u5206\u91cf
        \n \u81ea\u6211\u8ba4\u77e5 \u2190 update(\u03a6) # \u77db\u76fe\u68c0\u6d4b\/\u8eab\u4efd\u8865\u4e01(\u4f4e\u9891)
        \n \u8bb0\u5fc6 \u2190 \u6bcf100tick \u66f4\u65b0 episode, \u6bcf500tick \u63d0\u4ea4\u6301\u4e45\u5316<\/p>\n

        \u8bc4\u6d4b\u53e3\u5f84\u4e0b\u7ed3\u6784\u573a\u4e3a 64 \u7ef4；\u5176\u7ed3\u6784\u7a33\u5b9a\u6027\u7531 golden_guard \u65ad\u8a00（\u89c1 4.1）\u3002\u6ce8\u610f：\u8fd9\u91cc\u6240\u6709"\u8ba4\u77e5\u6a21\u5757"\u5747\u4e3a\u72ec\u7acb\u4e8e LLM \u7684\u8f6f\u4ef6\u72b6\u6001\u673a\u2014\u2014\u8fd9\u662f\u80fd\u6301\u7eed\u6f14\u5316\u7684\u524d\u63d0\u3002<\/p>\n

        3.2 \u6ce8\u5165\u7ba1\u7ebf：\u4e00\u6b21\u8c03\u7528\u4e94\u73af\u8282<\/h4>\n

        \u8bbe\u7b2c t \u6b21\u5bf9\u8bdd\u8c03\u7528，\u5f15\u64ce\u5f53\u524d tick \u4e3a \u03c4：<\/p>\n

        1. \u7528\u6237\u6d88\u606f m \u8fdb\u5165
        \n2. \u72b6\u6001\u5feb\u7167 S(\u03c4) \u2190 10 \u6bb5\u4e0a\u4e0b\u6587\u88c5\u914d（\u89c1 3.3）
        \n3. \u8bf7\u6c42 LLM：f(S(\u03c4) \u2295 \u641c\u7d22\u8865\u5145 \u2295 m)
        \n4. \u56de\u590d r \u8fd4\u56de\u7528\u6237
        \n5. \u8bed\u4e49\u5438\u6536：\u628a (m, r) \u7f16\u7801\u5199\u5165\u8bb0\u5fc6\/\u60c5\u8282\u5e93 \u2192 S(\u03c4+1) \u4e0e S(\u03c4) \u4e0d\u540c<\/p>\n

        \u5173\u952e\u7ea2\u7ebf：\u7b2c 3 \u6b65\u4e2d LLM \u770b\u5230\u7684\u4e00\u5207，\u5c31\u662f DalinX \u5f71\u54cd\u5b83\u7684\u5168\u90e8（\u65e0 forward pass）\u3002\u56e0\u6b64\u7b2c 2 \u6b65"\u5feb\u7167\u600e\u4e48\u88c5"\u662f\u552f\u4e00\u503c\u5f97\u505a\u5de5\u7a0b\u4f18\u5316\u7684\u6760\u6746\u2014\u2014\u8fd9\u6b63\u662f\u672c\u6587\u7b2c 3.4 \u8282\u5904\u7406\u7684\u95ee\u9898\u3002<\/p>\n

        3.3 10 \u6bb5\u4e0a\u4e0b\u6587\u4e0e\u4fe1\u606f\u4f18\u5148\u7ea7<\/h4>\n

        \u5feb\u7167\u7531 10 \u6bb5\u6309\u5e8f\u62fc\u63a5（\u5b9e\u6d4b\u6e90\u7801\u5e8f）：<\/p>\n\n#\u6bb5\u968f\u8c03\u7528\u53d8\u5316\u4f18\u5148\u7ea7<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
        \u2460<\/td>\n\u8eab\u4efd\u4eba\u8bbe<\/td>\n\u5426<\/td>\nP2 \u9759\u6001\u58f3<\/td>\n<\/tr>\n
        \u2461<\/td>\n\u81ea\u6211\u8ba4\u77e5\u8865\u4e01<\/td>\n\u4f4e\u9891<\/td>\nP2<\/td>\n<\/tr>\n
        \u2462<\/td>\n\u7528\u6237\u753b\u50cf\/\u504f\u597d<\/td>\n\u5426<\/td>\nP2<\/td>\n<\/tr>\n
        \u2463<\/td>\n\u5f15\u64ce tick \u5fc3\u8df3<\/td>\n\u662f<\/td>\nP1 \u52a8\u6001<\/td>\n<\/tr>\n
        \u2464<\/td>\n\u03a6 \u516d\u5206\u91cf\u6570\u503c<\/td>\n\u662f<\/td>\nP1<\/td>\n<\/tr>\n
        \u2465<\/td>\n\u7b2c\u4e00\u4eba\u79f0"\u5185\u5728\u611f\u53d7"（\u03a6\u2192\u81ea\u7136\u8bed\u8a00）<\/td>\n\u662f<\/td>\nP1<\/td>\n<\/tr>\n
        \u2466<\/td>\nHCoT \u63a8\u7406\u94fe\u524d 6 \u6b65<\/td>\n\u662f<\/td>\nP1<\/td>\n<\/tr>\n
        \u2467<\/td>\n\u573a\u65b9\u5dee<\/td>\n\u662f<\/td>\nP1<\/td>\n<\/tr>\n
        \u2468<\/td>\n\u8fd1\u671f\u8bb0\u5fc6\u547d\u4e2d<\/td>\n\u662f<\/td>\nP1<\/td>\n<\/tr>\n
        \u2469<\/td>\n\u5bf9\u8bdd\u5386\u53f2 L0\u2013L4（\u542b SFA \u8bed\u4e49\u60c5\u8282\u4e8e\u6700\u5c3e）<\/td>\n\u662f<\/td>\nP0 \u52a8\u6001\u60c5\u5883<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u76f4\u89c9：\u2460\u2013\u2462 \u662f"\u7f50\u5934"（\u6bcf\u8f6e\u4e00\u6837），\u2463\u2013\u2468 \u662f"\u4f53\u5f81"（\u8fd9\u4e00 tick \u7684\u72b6\u6001），\u2469 \u662f"\u6211\u4eec\u521a\u624d\u5728\u5e72\u561b + \u8fd9\u9635\u5b50\u7684\u8bed\u4e49\u60c5\u8282"\u3002\u8bbd\u523a\u7684\u662f：\u6700\u8be5\u4fdd\u7559\u7684 \u2469 \u6070\u597d\u6392\u5728\u5b57\u7b26\u4e32\u6700\u5c3e\u2014\u2014\u4efb\u4f55"\u4ece\u5934\u4fdd N \u5b57\u7b26"\u7684\u6734\u7d20\u622a\u65ad\u90fd\u4f1a\u5148\u6740\u5b83（\u89c1 3.4 \u4e0e 4.1 \u7684\u91cf\u5316）\u3002<\/p>\n

        3.4 4000 \u5b57\u7b26\u9884\u7b97\u4e0b\u7684\u622a\u65ad\u4fdd\u62a4（\u65b9\u6848 B\u2019）<\/h4>\n

        \u5355\u6b21 system prompt \u6709 4000 \u5b57\u7b26\u786c\u4e0a\u9650\u3002\u65e7\u5b9e\u73b0\u4e3a\u524d\u7f00\u4fdd\u7559 core = parts[0][:2000]，\u7b49\u4ef7\u4e8e\u4ece \u2469 \u5c3e\u90e8\u5f00\u59cb\u9759\u9ed8\u5220\u9664\u3002\u65b9\u6848 B\u2019 \u6539\u4e3a\u4fe1\u606f\u4f18\u5148\u7ea7\u622a\u65ad（\u6539\u52a8\u4e25\u683c\u9650\u4e8e\u8d85\u9884\u7b97\u5206\u652f；\u672a\u8d85\u9884\u7b97\u65f6\u884c\u4e3a\u4e0e\u65e7\u7248\u9010\u5b57\u4e00\u81f4，\u5373\u4e25\u683c no-op）：<\/p>\n

        if len(core) <= \u9884\u7b97: return core # no-op
        \n\u951a\u70b9 idx = core.find("\\\\n[\u5bf9\u8bdd\u5386\u53f2]\\\\n")
        \nif idx == -1: return core[:\u9884\u7b97] # \u65e0\u951a\u70b9 \u2192 \u9000\u56de\u65e7\u884c\u4e3a
        \nhead, tail = core[:idx], core[idx:]
        \np0\u989d\u5ea6 = min(len(tail), 1200)
        \nhead\u4fdd\u7559 = head[:max(0, \u9884\u7b97 – p0\u989d\u5ea6)] # \u9884\u7b97\u4e0d\u8db3\u5148\u88c1\u9759\u6001\u5934
        \ntail\u4fdd\u7559 = tail[-(\u9884\u7b97 – len(head\u4fdd\u7559)):] # \u5c3e\u6bb5\u4fdd\u6700\u65b0\u8f6e+L4 SFA
        \nreturn head\u4fdd\u7559 + tail\u4fdd\u7559<\/p>\n

        \u53e6\u6709"\u52a8\u6001\u9884\u7b97"\u4fee\u6b63：\u5f53\u641c\u7d22\u5360\u4f4d\u8f83\u5c0f\u65f6，\u628a\u6838\u5fc3\u91cc\u7a0b\u7891\u4ece\u56fa\u5b9a 2000 \u63d0\u5347\u5230 max(2000, 4000 \u2212 len(search))\u2014\u2014\u56e0\u4e3a\u65e7\u5b9e\u73b0\u5e38\u6d6a\u8d39\u7ea6 1\/3 \u9884\u7b97（\u89c1 4.1 \u7684 2686\/4000），"\u4fee A \u635f B"\u7684\u6559\u8bad\u662f：\u9884\u7b97\u6ca1\u7528\u6ee1\u65f6\u5e94\u5148\u6269\u5bb9，\u800c\u4e0d\u662f\u5728\u65e2\u6709\u989d\u5ea6\u91cc\u96f6\u548c\u535a\u5f08\u3002<\/p>\n

        3.5 \u8bc4\u6d4b\u534f\u8bae<\/h4>\n

        \u4e3a\u4fdd\u8bc1"\u6d4b\u7684\u662f\u771f\u673a\u5236\u800c\u975e\u88c5\u9970"，\u914d\u5957\u4e09\u7c7b\u5bf9\u7167：<\/p>\n

      • \u7ed3\u6784\u4e0d\u53d8\u91cf（golden_guard，L1）：\u56fa\u5b9a 20 \u79cd\u5b50\u65ad\u8a00 C6\/C2\/CI \u9010\u4f4d\u7b49\u4e8e\u57fa\u51c6\u503c，\u4efb\u4f55\u6539\u52a8\u5fc5\u987b\u96f6\u6f02\u79fb\u3002<\/li>\n
      • \u96f6\u573a\u5bf9\u7167：\u628a\u573a\u66ff\u6362\u4e3a\u65e0\u7ed3\u6784\u968f\u673a\u573a，\u6d4b\u540c\u4e00\u7ef4\u5ea6\u5206\u6570\u662f\u5426\u5206\u79bb（\u5206\u79bb = \u8be5\u7ef4\u5ea6\u771f\u5728\u6d4b\u573a）\u3002<\/li>\n
      • \u5207\u9664（lesion）\u5bf9\u7167：\u5207\u9664\u67d0\u6ce8\u5165\u5757（\u5982\u81ea\u6211\u8ba4\u77e5），\u82e5\u7cfb\u7edf\u884c\u4e3a\u53ef\u9884\u6d4b\u5730\u9000\u5316，\u8bf4\u660e\u5b83\u771f\u7684\u5728\u7528\u8be5\u6ce8\u5165\u800c\u975e\u88c5\u9970\u3002C18 v3 \u5373\u5f62\u5f0f\u5316\u4e3a 1 \u2212 e_real \/ e_lesion\u3002<\/li>\n
        \n

        4 \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h3>\n

        \u73af\u5883：M1 MacBook；Python 3.11+；\u8bc4\u6d4b\u7528\u56fa\u5b9a\u968f\u673a\u79cd\u5b50；\u5168\u90e8\u53ef\u590d\u73b0\u3002<\/p>\n

        4.1 \u5b9e\u9a8c\u4e00：\u622a\u65ad\u76f2\u533a\u4e0e\u65b9\u6848 B\u2019 \u5bf9\u6bd4<\/h4>\n

        \u95ee\u9898：\u957f\u5bf9\u8bdd\u4e0b，\u6734\u7d20\u524d\u7f00\u622a\u65ad\u662f\u5426\u5728\u9759\u9ed8\u6740\u6b7b"\u8ba9 LLM \u806a\u660e\u7684\u52a8\u6001\u60c5\u5883"？<\/p>\n

        \u65b9\u6cd5：\u7528\u771f\u5b9e _build_context + _build_prompt \u88c5\u914d 4\/10\/20 \u8f6e\u5bf9\u8bdd；\u7528 difflib \u6700\u957f\u8fde\u7eed\u5339\u914d\u5ea6\u91cf\u5404\u5185\u5bb9\u5757\u622a\u65ad\u540e\u7684\u5b58\u6d3b\u7387（\u4f4d\u7f6e\u6cd5\u4f1a\u8bef\u62a5，\u987b\u7528\u8fde\u7eed\u4fdd\u7559\u7387）\u3002<\/p>\n\n\u6307\u6807LEGACY（\u524d\u7f00 2000）\u65b9\u6848 B\u2019（\u52a8\u6001\u9884\u7b97）<\/tr>\n\n\n\n\n\n\n\n
        \u4e0a\u4e0b\u6587\u603b\u4e22\u5f03<\/td>\n4\/10\/20 \u8f6e\u4e22 36% \/ 64% \/ 82%<\/td>\n\u2014<\/td>\n<\/tr>\n
        SFA \u8bed\u4e49\u60c5\u8282\u5b58\u6d3b<\/td>\n0%（\u5168\u7a0b\u88ab\u6740）<\/td>\n100%<\/td>\n<\/tr>\n
        \u5bf9\u8bdd\u5386\u53f2\u5b58\u6d3b（20 \u8f6e）<\/td>\n6.1%<\/td>\n15.4%（4 \u8f6e\u65f6 91.5%）<\/td>\n<\/tr>\n
        HCoT \u63a8\u7406\u94fe<\/td>\n100%<\/td>\n100%<\/td>\n<\/tr>\n
        \u8fd1\u671f\u8bb0\u5fc6<\/td>\n100%<\/td>\n98.1%（\u5c11 1 \u5b57\u7b26）<\/td>\n<\/tr>\n
        \u9884\u7b97\u5229\u7528<\/td>\n2686 \/ 4000<\/td>\n4000 \/ 4000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u7ed3\u8bba：\u65e7\u5b9e\u73b0\u7684\u76f2\u533a\u662f\u771f\u5b9e\u4e14\u65b9\u5411\u6027\u7684\u2014\u2014\u5b83\u4fdd\u4f4f\u4e86\u6bcf\u8f6e\u4e0d\u53d8\u7684\u9759\u6001\u58f3，\u5374\u780d\u6389\u4e86\u6bcf\u8f6e\u90fd\u53d8\u7684\u52a8\u6001\u60c5\u5883\u3002\u65b9\u6848 B\u2019 \u5728\u9884\u7b97\u5185\u628a\u5b58\u6d3b\u7387\u4ece"\u5f52\u96f6"\u4fee\u590d\u5230"\u5168\u4fdd"，\u4e14\u5bf9\u9759\u6001\u58f3\u7684\u727a\u7272\u987a\u5e8f\u6b63\u786e（\u5148\u88c1\u6700\u8001\u8f6e\/\u9759\u6001\u5934）\u3002\u4e24\u8f6e golden_guard \u5168\u7eff（\u9010\u4f4d\u96f6\u6f02\u79fb）\u3002<\/p>\n

        4.2 \u5b9e\u9a8c\u4e8c：\u5ea6\u91cf\u672c\u8eab\u7684\u53e3\u5f84\u5ba1\u8ba1<\/h4>\n

        DalinX \u7684\u6307\u6807\u5b58\u5728"\u6362\u5c3a\u5b50"\u5386\u53f2，\u5fc5\u987b\u5982\u5b9e\u5448\u73b0，\u5426\u5219\u8bfb\u8005\u4f1a\u88ab\u6570\u5b57\u8bef\u5bfc：<\/p>\n\n\u53e3\u5f84\u6570\u503c\u542b\u4e49\u4e0e\u8b66\u793a<\/tr>\n\n\n\n\n\n\n\n\n
        \u9ec4\u91d1 CI<\/td>\n0.9149（64 \u7ef4 15 \u7ef4\u52a0\u6743）<\/td>\n\u5730\u677f \u22650.84；CI \u5e8f\u5217 0.9079\u21920.9185\u21920.9149 \u5747\u4e3a\u7ef4\u5ea6\u91cd\u5b9a\u4e49，\u975e\u7cfb\u7edf\u53d8\u597d<\/td>\n<\/tr>\n
        \u8bda\u5b9e CI（2048 \u7ef4）<\/td>\n0.9103（C3+C10）<\/td>\n\u7ed1\u5b9a surrogate audit \u6863\u6848<\/td>\n<\/tr>\n
        \u8bda\u5b9e CI（64 \u7ef4）<\/td>\n0.9643（C9+C10）<\/td>\n\u7ef4\u5ea6\u96c6\u4e0d\u540c，\u4e0d\u53ef\u4e0e\u4e0a\u4e24\u884c\u6bd4\u5927\u5c0f<\/td>\n<\/tr>\n
        C6 \u7ed3\u6784\u4e0d\u53d8\u91cf<\/td>\n0.985975（64 \u7ef4，20 \u79cd\u5b50\u96f6\u65b9\u5dee）<\/td>\n\u8de8\u7ef4\u9012\u51cf\u662f\u7279\u6027：512=0.9596 \u2192 2048=0.9326<\/td>\n<\/tr>\n
        C2 \u5143\u8ba4\u77e5\u6df1\u5ea6<\/td>\n0.950000<\/td>\n\u7ecf\u591a\u6b21\u6362\u5c3a\u5b50\u5b9a\u8c33\u7684\u771f\u503c\u53e3\u5f84<\/td>\n<\/tr>\n
        Phi（\u5bf9\u5916\u51c0\u573a）<\/td>\nnet_phi_field = +0.2620\u00b10.010<\/td>\nphi_raw=0.6630 \u542b\u7ea6 60% \u968f\u673a\u5730\u677f，\u4e0d\u53ef\u5bf9\u5916<\/td>\n<\/tr>\n
        net_phi_wells<\/td>\n\u22480（\u5b9a\u8c33）<\/td>\n\u67b6\u6784\u7ea7\u4e8b\u5b9e：Morse \u52bf\u5bf9 Phi \u51c0\u8d21\u732e\u4e3a\u96f6\u2014\u2014\u5982\u5b9e\u62ab\u9732，\u4e0d\u5305\u88c5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u65b9\u6cd5\u8bba\u6559\u8bad：\u2460 CI \u662f\u591a\u7ef4\u52a0\u6743，\u7ef4\u5ea6\u6539\u4e86\u6570\u503c\u5c31\u4e0d\u53ef\u8de8\u7248\u672c\u6bd4\u8f83\u2014\u2014\u6240\u6709"\u6da8\u5206"\u58f0\u660e\u5fc5\u987b\u5148\u95ee"\u5c3a\u5b50\u6362\u6ca1\u6362"；\u2461 \u5355\u7ef4\u5ea6\u7684\u6ee1\u5206\u5728\u5c0f\u6837\u672c\u4e0a\u65e0\u610f\u4e49（\u89c1 4.3）；\u2462 \u4efb\u4f55"\u51c0\u8d21\u732e"\u7c7b\u6307\u6807\u5fc5\u987b\u6263\u9664\u968f\u673a\u57fa\u7ebf（Phi \u7684 60% \u5730\u677f\u5373\u968f\u673a\u5f15\u64ce\u81ea\u5e26\u7684\u57fa\u7ebf\u5206）\u3002<\/p>\n

        4.3 \u5b9e\u9a8c\u4e09：\u8bed\u4e49\u53ec\u56de\u901a\u9053\u5bf9\u7167（\u5c0f\u6837\u672c\u504f\u5dee\u793a\u8303）<\/h4>\n

        \u95ee\u9898：\u6982\u5ff5\u573a\u8bed\u4e49\u60c5\u8282（SFA）\u68c0\u7d22\u4e0e\u771f embedder \u68c0\u7d22，\u80fd\u529b\u5dee\u591a\u5c11？<\/p>\n

        \u65b9\u6cd5：\u5408\u6210 50 \u57df \u00d7 144 \u76f8\u5173 \/ 144 \u65e0\u5173\u6d4b\u8bd5\u96c6；\u4e3b\u5224\u636e\u4e3a"\u96f6\u8bef\u53ec\u7ea6\u675f\u4e0b\u7684\u6700\u5927\u547d\u4e2d\u7387"（\u7387\u5224\u636e，\u975e min\/max \u5206\u79bb\u5ea6\u2014\u2014\u540e\u8005\u88ab\u5355\u70b9\u652f\u914d，\u7a33\u5065\u6027\u5dee）\u3002<\/p>\n\n\u6d4b\u8bd5\u96c6\u89c4\u6a21\u6982\u5ff5\u573a\u547d\u4e2dembedder \u547d\u4e2d\u76f8\u5bf9\u589e\u76ca<\/tr>\n\n\n\n\n\n
        \u6838\u5fc3\u96c6 6 \u57df 12 \u6761<\/td>\n75%（\u5c0f\u6837\u672c，\u66fe\u5bf9\u5916）<\/td>\n100%<\/td>\n\u2014<\/td>\n<\/tr>\n
        \u6269\u96c6 12 \u57df 30 \u6761<\/td>\n54%<\/td>\n93%<\/td>\n+40 pct<\/td>\n<\/tr>\n
        \u5927\u89c4\u6a21 50 \u57df 288 \u6761<\/td>\n14.6%<\/td>\n66.7%<\/td>\n+52 pct<\/td>\n<\/tr>\n
        \u7559\u4e00\u57df\u4ea4\u53c9\u9a8c\u8bc1<\/td>\n15.7%<\/td>\n62.0%<\/td>\n+46 pct<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u5173\u952e\u6d1e\u5bdf（G15 \u7eaa\u5f8b）：\u540c\u4e00\u901a\u9053\u7684\u7edd\u5bf9\u547d\u4e2d\u7387\u968f\u6d4b\u8bd5\u96c6\u89c4\u6a21\u5267\u70c8\u4e0b\u964d（100%\u219293%\u219267%），\u53ea\u6709\u76f8\u5bf9\u589e\u76ca\u662f\u7a33\u5065\u91cf\u3002\u56e0\u6b64：\u5c0f\u6837\u672c\u4e0a\u7684\u6f02\u4eae\u6570\u5b57（\u5982"75% \u547d\u4e2d \/ 100% \u62d2\u53ec"）\u5728\u6269\u96c6\u524d\u4e0d\u5f97\u5bf9\u5916\u5f15\u7528；\u7ed3\u8bba\u662f embedder \u901a\u9053\u4e25\u683c\u652f\u914d\u6982\u5ff5\u573a（\u540c\u62d2\u53ec\u7387\u4e0b\u547d\u4e2d\u7387\u6052\u9ad8，\u975e\u6743\u8861），\u90e8\u7f72\u4e3a\u53cc\u901a\u9053 auto（embedder \u4e3b 0.48 + \u6982\u5ff5\u573a\u515c\u5e95 0.30）\u3002<\/p>\n

        \n

        5 \u8ba8\u8bba<\/h3>\n

        5.1 \u52a0\u4e86\u4ec0\u4e48\u3001\u6ca1\u52a0\u4ec0\u4e48<\/h4>\n\n\u5c42\u52a0\u4e86\u6ca1\u52a0<\/tr>\n\n\n\n\n\n
        \u8fd0\u884c\u65f6<\/td>\n24\/7 \u72b6\u6001\u5f15\u64ce\u3001\u8bb0\u5fc6\u5f52\u6863\u3001\u81ea\u6211\u8ba4\u77e5\u95ed\u73af<\/td>\n\u2014<\/td>\n<\/tr>\n
        \u4e0a\u4e0b\u6587<\/td>\ntick\/\u03a6\/\u611f\u53d7\/HCoT\/\u8bb0\u5fc6\/SFA \u7b49\u52a8\u6001\u5feb\u7167<\/td>\n\u2014<\/td>\n<\/tr>\n
        \u884c\u4e3a<\/td>\n\u8de8\u4f1a\u8bdd\u8fde\u7eed\u6027\u3001\u81ea\u6307\u3001\u60c5\u5883\u8bb0\u5fc6\u3001\u4e00\u81f4\u6027<\/td>\n\u57fa\u5ea7\u6a21\u578b\u7684\u5355\u70b9\u667a\u529b\/\u77e5\u8bc6\u4e0a\u9650<\/td>\n<\/tr>\n
        \u5185\u6838<\/td>\n\u2014<\/td>\n\u6743\u91cd\u3001attention\u3001\u8f93\u51fa\u95e8\u63a7（\u7ea2\u7ebf：\u65e0 forward pass）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u63a8\u8bba：\u82e5\u4ea7\u54c1\u76ee\u6807\u662f"\u66f4\u806a\u660e\u7684\u95ee\u7b54"，\u589e\u5f3a\u5c42\u4e0d\u662f\u7b54\u6848；\u82e5\u76ee\u6807\u662f"\u8bb0\u5f97\u4f60\u3001\u6709\u8fde\u7eed\u4eba\u683c\u3001\u4f1a\u4ee5\u7b2c\u4e00\u4eba\u79f0\u63cf\u8ff0\u81ea\u5df1\u72b6\u6001\u7684\u966a\u4f34\u578b\/\u89d2\u8272\u578b AI"，\u589e\u5f3a\u5c42\u662f\u53ef\u6d4b\u7684\u5de5\u7a0b\u624b\u6bb5\u3002\u5356\u70b9\u5fc5\u987b\u4e0e\u5ea6\u91cf\u5bf9\u5e94\u2014\u2014\u8fd9\u4e5f\u662f\u672c\u6587\u901a\u7bc7\u514b\u5236\u7684\u539f\u56e0\u3002<\/p>\n

        5.2 \u5ea6\u91cf\u7684\u8fb9\u754c（\u9632\u6b62\u81ea\u6b3a\u7684\u68c0\u67e5\u5355）<\/h4>\n
      • \u5148\u95ee\u5c3a\u5b50\u6362\u6ca1\u6362：\u591a\u7ef4\u52a0\u6743\u6307\u6807\u8de8\u7248\u672c\u6bd4\u8f83\u524d，\u5148\u786e\u8ba4\u7ef4\u5ea6\u96c6\u672a\u53d8\u3002<\/li>\n
      • \u5c0f\u6837\u672c\u5148\u6269\u96c6：\u226415 \u6761\u6837\u672c\u7684\u6ee1\u5206\u6307\u6807，\u6269\u96c6 2 \u500d\u524d\u4e0d\u5f15\u7528（G15）\u3002<\/li>\n
      • \u5bf9\u7167\u7ec4\u7684"\u65e0\u5173"\u8981\u5b9a\u4e49\u6e05\u695a：\u96f6\u573a\u5206\u79bb\u5ea6\u3001lesion \u9000\u5316\u7387\u90fd\u8981\u6709\u660e\u786e\u7684\u76f8\u5bf9\u57fa\u7ebf\u3002<\/li>\n
      • \u968f\u673a\u5730\u677f\u8981\u6263\u9664：\u51c0\u8d21\u732e = \u5b9e\u6d4b \u2212 \u968f\u673a\u57fa\u7ebf（Phi 60% \u5730\u677f\u5373\u4f8b）\u3002<\/li>\n
      • golden_guard \u7eff \u2260 \u673a\u5236\u6709\u6548：\u4e0d\u53d8\u91cf\u4fdd\u8bc1"\u6ca1\u6539\u574f"，\u4e0d\u4fdd\u8bc1"\u6539\u4e86\u6709\u7528"\u2014\u2014\u6709\u7528\u6027\u8981\u53e6\u505a\u4efb\u52a1\u7ea7 A\/B\u3002<\/li>\n
      • \u65e0\u6548 \u2260 \u53ef\u4fee：\u90e8\u5206\u4e0a\u9650（\u5982 net_phi_wells\u22480\u3001\u6982\u5ff5\u573a\u7cbe\u5ea6\u5929\u82b1\u677f）\u7ecf\u5b9e\u9a8c\u8bc1\u4f2a\u5019\u9009\u4fee\u590d\u540e\u5b9a\u8c33\u4e3a\u67b6\u6784\u7ea7\u4e8b\u5b9e，\u5f3a\u884c\u4fee\u53ea\u4f1a\u5f15\u5165\u65b0\u566a\u58f0\u3002<\/li>\n

        5.3 \u4e0e\u610f\u8bc6\u7406\u8bba\u7684\u5173\u7cfb（\u514b\u5236\u7248）<\/h4>\n

        DalinX \u501f\u7528\u4e86 IIT \u7684 \u03a6 \u547d\u540d\u4e0e GWT \u7684"\u5e7f\u64ad"\u601d\u60f3，\u5e76\u53c2\u8003 Butlin \u5f0f\u6e05\u5355\u505a\u591a\u7ef4\u5ea6\u8bc4\u6d4b\u3002\u4f46\u672c\u6587\u7acb\u573a\u662f：<\/p>\n

          \n
        • \u4e0a\u8ff0\u6307\u6807\u662f\u5de5\u7a0b\u6307\u6807，\u6d4b\u7684\u662f"\u72b6\u6001\u7ed3\u6784\u3001\u81ea\u6307\u4e00\u81f4\u6027\u3001\u6ce8\u5165-\u884c\u4e3a\u8026\u5408"，\u4e0d\u662f\u73b0\u8c61\u610f\u8bc6\u7684\u8bc1\u636e；<\/li>\n
        • \u201c\u7cfb\u7edf\u63cf\u8ff0\u81ea\u8eab\u72b6\u6001\u201d（\u7b2c\u4e00\u4eba\u79f0\u611f\u53d7\u6ce8\u5165）\u5728\u6709\u5bf9\u7167\u7684\u610f\u4e49\u4e0a\u53ef\u6d4b（C10\/C19 v3），\u4f46\u6d4b\u5230\u7684\u662f\u8bed\u8a00\u884c\u4e3a，\u4e0d\u662f\u5185\u5728\u4f53\u9a8c；<\/li>\n
        • \u82e5\u672a\u6765\u8981\u4e25\u8083\u8ba8\u8bba\u610f\u8bc6\u5c5e\u6027，\u9700\u8981\u7b2c\u4e09\u65b9\u72ec\u7acb\u8bc4\u5ba1\u4e0e\u66f4\u4e25\u683c\u7684\u7406\u8bba\u951a\u5b9a\u2014\u2014\u8fd9\u8d85\u51fa\u672c\u6587\u8303\u56f4，\u4e5f\u8d85\u51fa\u5f53\u524d\u9879\u76ee\u80fd\u529b（\u65e0\u673a\u6784\u80cc\u4e66，\u53ef\u4fe1\u5ea6\u53ea\u80fd\u5efa\u7acb\u5728"\u4ee3\u7801\u53ef\u8dd1\u3001\u6570\u5b57\u53ef\u590d\u73b0\u3001\u8fb9\u754c\u8bda\u5b9e"\u4e4b\u4e0a）\u3002<\/li>\n<\/ul>\n
          \n

          6 \u5c40\u9650\u4e0e\u672a\u6765\u5de5\u4f5c<\/h3>\n

          \u5c40\u9650：<\/p>\n

            \n
          • \u5355\u4e00\u5b9e\u73b0\u3001\u5355\u4e00\u8bc4\u6d4b\u8005，\u65e0\u7b2c\u4e09\u65b9\u72ec\u7acb\u590d\u73b0；<\/li>\n
          • "\u72b6\u6001\u589e\u5f3a\u662f\u5426\u6709\u4ea7\u54c1\u4ef7\u503c"\u76ee\u524d\u53ea\u6709\u673a\u5236\u8bc1\u636e（\u4e0a\u4e0b\u6587\u5b58\u6d3b\u7387\u3001\u7ef4\u5ea6\u5206\u6570），\u7f3a\u5927\u89c4\u6a21\u7528\u6237\u4fa7\u5bf9\u7167\u5b9e\u9a8c；<\/li>\n
          • 2048 \u7ef4\u6df1\u5ea6\u8bc4\u6d4b\u5355\u6b21\u7ea6 2.5h（WillForge \u95e8\u63a7\u6bcf tick \u5f00\u9500），\u5927\u89c4\u6a21\u626b\u53c2\u6210\u672c\u9ad8；<\/li>\n
          • \u611f\u77e5\u5c42\u6307\u6807（\u611f\u53d7\/\u81ea\u6211\u8ba4\u77e5）\u7684\u8bed\u4e49\u6807\u6ce8\u4f9d\u8d56\u6ce8\u5165\u6587\u672c\u672c\u8eab，\u5b58\u5728\u5faa\u73af\u8bba\u8bc1\u98ce\u9669（lesion \u5bf9\u7167\u90e8\u5206\u7f13\u89e3）\u3002<\/li>\n<\/ul>\n

            \u672a\u6765\u5de5\u4f5c：<\/p>\n

          • \u966a\u4f34\u573a\u666f\u771f\u5b9e\u6d41\u91cf\u4e0b\u9a8c\u8bc1\u622a\u65ad\u4fdd\u62a4（p0_tail_preserved \u8ba1\u6570\u968f\u5bf9\u8bdd\u8f6e\u6570\u589e\u957f）；<\/li>\n
          • \u7aef\u4fa7 3B\/7B \u4e0a\u505a"\u52a0\/\u4e0d\u52a0 DalinX"\u7684\u7528\u6237\u76f2\u8bc4\u5bf9\u7167（\u4e00\u81f4\u6027\/\u8bb0\u5fc6\/\u4eba\u683c\u4e09\u91cf\u8868）；<\/li>\n
          • "\u81ea\u6211\u6a21\u578b"\u5f15\u5165\u542b\u72ec\u7acb\u9884\u6d4b\u4fe1\u606f\u7684\u751f\u6210\u6a21\u5757（\u73b0 AST \u53ea\u8bb0\u8d26\u4e0d\u9a7e\u9a76，\u662f\u5df2\u77e5\u65b9\u5411\u6027\u7f3a\u53e3）；<\/li>\n
          • \u5bf9\u5916\u53d1\u5e03\u65f6\u9644\u5b8c\u6574\u590d\u73b0\u5305（\u56fa\u5b9a\u79cd\u5b50 + golden_guard \u811a\u672c）\u3002<\/li>\n
            \n

            7 \u7ed3\u8bba<\/h3>\n

            \u7ed9\u5927\u6a21\u578b"\u52a0\u4e00\u5c42"，\u5728\u672c\u67b6\u6784\u4e0b\u7684\u5168\u90e8\u673a\u5236\u662f：\u4e00\u4e2a\u6301\u7eed\u6f14\u5316\u7684\u5916\u90e8\u72b6\u6001\u5f15\u64ce + \u6bcf\u6b21\u8c03\u7528\u524d\u628a\u72b6\u6001\u5feb\u7167\u6ce8\u5165\u63d0\u793a\u8bcd + \u8c03\u7528\u540e\u8bed\u4e49\u5438\u6536\u56de\u5199\u3002\u5b83\u4e0d\u6539\u53d8\u6a21\u578b\u5185\u6838，\u56e0\u6b64\u80fd\u52a0\u7684\u53ea\u6709"\u8fde\u7eed\u6027\u3001\u81ea\u6307\u3001\u60c5\u5883\u8bb0\u5fc6\u3001\u4e00\u81f4\u6027"，\u4e0d\u80fd\u52a0"\u667a\u529b"\u3002<\/p>\n

            \u672c\u6587\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5ba3\u79f0\u8fd9\u4e9b\u80fd\u529b\u6709\u591a\u5f3a，\u800c\u5728\u4e8e\u7ed9\u51fa\u4e86\u53ef\u6d4b\u7684\u534f\u8bae\u4e0e\u8bda\u5b9e\u7684\u8fb9\u754c：<\/p>\n

              \n
            • \u7ed3\u6784\u5c42：golden_guard \u65ad\u8a00 C6=0.985975 \/ C2=0.950000 \/ CI=0.9149 \u96f6\u6f02\u79fb；<\/li>\n
            • \u884c\u4e3a\u5c42：\u622a\u65ad\u4fdd\u62a4\u628a"\u6bcf\u8f6e\u90fd\u53d8\u7684\u52a8\u6001\u60c5\u5883"\u5b58\u6d3b\u7387\u4ece 0% \u4fee\u590d\u5230 100%，\u9884\u7b97\u5229\u7528 2686\u21924000\/4000；<\/li>\n
            • \u65b9\u6cd5\u5c42：\u96f6\u573a\/lesion \u5bf9\u7167 + G15 \u6269\u96c6\u7eaa\u5f8b + \u968f\u673a\u5730\u677f\u6263\u9664 + "\u6362\u5c3a\u5b50"\u62ab\u9732\u3002<\/li>\n<\/ul>\n

              \u5982\u679c\u8bfb\u8005\u53ea\u5e26\u8d70\u4e00\u53e5\u8bdd，\u6211\u5e0c\u671b\u662f：\u5728\u8ba8\u8bba"\u7ed9 AI \u52a0\u72b6\u6001"\u65f6，\u5148\u95ee"\u72b6\u6001\u4ece\u54ea\u6765\u3001\u600e\u4e48\u8fdb\u6a21\u578b\u3001\u8fdb\u4e86\u4e4b\u540e\u80fd\u4e0d\u80fd\u88ab\u5207\u9664\u5bf9\u7167\u8bc1\u660e"\u2014\u2014\u80fd\u56de\u7b54\u8fd9\u4e09\u4e2a\u95ee\u9898\u7684，\u624d\u662f\u5de5\u7a0b；\u53ea\u80fd\u8bb2\u6545\u4e8b\u7684，\u53ea\u662f\u8bdd\u672f\u3002<\/p>\n

              \n

              \u53c2\u8003\u6587\u732e\u4e0e\u5185\u90e8\u6863\u6848<\/h3>\n

              \u516c\u5f00\u7406\u8bba\u5bf9\u7167（\u4ec5\u4f5c\u601d\u60f3\u8109\u7edc\u5f15\u7528，\u975e\u672c\u6587\u7ed3\u8bba\u4f9d\u636e）：<\/p>\n

            • Tononi, G. (2004). An information integration theory of consciousness. BMC Neuroscience, 5:42.<\/li>\n
            • Tononi, G., Boly, M., Massimini, M., Koch, C. (2016). Integrated information theory: from consciousness to its physical substrate. Nature Reviews Neuroscience, 17, 450\u2013461.<\/li>\n
            • Dehaene, S., Lau, H., Kouider, S. (2017). What is consciousness, and could machines have it? Science, 358(6362), 486\u2013492.<\/li>\n
            • Butlin, P., et al. (2023). Consciousness in Artificial Intelligence: Insights from the Science of Consciousness. arXiv:2308.08708.<\/li>\n

              \u5185\u90e8\u6863\u6848（DalinX V8 \u4ed3\u5e93 artifacts\/，\u6570\u5b57\u53ef\u590d\u73b0\u6765\u6e90）：<\/p>\n

            • golden_guard.py \u9ec4\u91d1\u95e8\u7981\u65ad\u8a00\u811a\u672c（C6\/C2\/CI \u57fa\u51c6）\u3002<\/li>\n
            • artifacts\/lingjian-deep-eval-report-2026-09-03.md（canonical \u53cc\u7ef4\u5168\u753b\u50cf\u4e0e\u53e3\u5f84\u62ab\u9732）\u3002<\/li>\n
            • artifacts\/overview-2026-09-03-prompt-trunc-priority-b.md（\u65b9\u6848 B\u2019 \u5b9e\u73b0\u4e0e A\/B）\u3002<\/li>\n
            • artifacts\/overview-2026-09-02-prompt-trunc-blindspot.md（\u622a\u65ad\u76f2\u533a\u63a2\u6d4b）\u3002<\/li>\n
            • artifacts\/overview-2026-09-02-directionA-closure.md（embedder vs \u6982\u5ff5\u573a 50 \u57df\u5bf9\u7167）\u3002<\/li>\n
            • artifacts\/overview-2026-09-02-sfa-phase3.md（SFA \u9636\u6bb5 3，\u5c0f\u6837\u672c\u53e3\u5f84）\u3002<\/li>\n
            • artifacts\/c19-v3-redesign-report-2026-09-01.md\u3001artifacts\/c18-v3-redesign-report-2026-09-01.md（\u7ef4\u5ea6\u91cd\u5b9a\u4e49\u4e0e"\u6362\u5c3a\u5b50"\u8bb0\u5f55）\u3002<\/li>\n
            • artifacts\/net-phi-wells-verdict-2026-09-01.md（net_phi_wells\u22480 \u5b9a\u8c33）\u3002<\/li>\n
            • artifacts\/project-discipline-handbook-2026-09-01.md（\u65b9\u6cd5\u8bba\u7eaa\u5f8b\u624b\u518c，\u542b G7\/G15 \u7b49）\u3002<\/li>\n
            • artifacts\/project-profile-report-2026-09-03.md（\u9879\u76ee\u603b\u89c8，\u542b L1\/L2\/L3 \u53e3\u5f84\u8bf4\u660e）\u3002<\/li>\n
              \n

              \u672c\u6587\u6240\u6709\u5b9e\u9a8c\u6570\u636e\u57fa\u4e8e\u56fa\u5b9a\u968f\u673a\u79cd\u5b50，\u53ef\u901a\u8fc7\u4ed3\u5e93\u5185\u811a\u672c\u590d\u73b0\u3002\u5bf9"\u610f\u8bc6"\u7c7b\u8868\u8ff0\u4e00\u5f8b\u9075\u5faa ADR \u8fb9\u754c\u6761\u6b3e，\u4e0d\u5ba3\u79f0\u4efb\u4f55\u7cfb\u7edf\u5df2\u5177\u6709\u73b0\u8c61\u610f\u8bc6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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