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\"Skills\u521a\u706b\uff0c\u5c31\u6709\u96f6Skill\u7684Agent\u6765\u4e86\u2026\"\/<\/div><\/figure>\n
\"Skills\u521a\u706b\uff0c\u5c31\u6709\u96f6Skill\u7684Agent\u6765\u4e86\u2026\"\/<\/div><\/figure>\n
\"Skills\u521a\u706b\uff0c\u5c31\u6709\u96f6Skill\u7684Agent\u6765\u4e86\u2026\"\/<\/div><\/figure>\n
\"Skills\u521a\u706b\uff0c\u5c31\u6709\u96f6Skill\u7684Agent\u6765\u4e86\u2026\"\/<\/div><\/figure>\n

Jay \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

Skills\u521a\u7206\u706b\uff0c\u53c8\u6709\u65b0\u7684Agent\u8303\u5f0f\u6765\u6405\u5c40\u4e86\u2026\u2026<\/p>\n

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\u4ee5Gemini 3 Pro\u4e3a\u540e\u7aef\uff0c\u5728\u5730\u72f1\u7ea7\u8bc4\u6d4bHLE\uff08Humanity\u2019s Last Exam\uff09\u4e0a\u4e00\u9a91\u7edd\u5c18\uff0c\u4ec5\u6b21\u4e8eGPT5.2-Pro\u667a\u80fd\u4f53\u3002<\/p>\n

\u5728\u51e0\u4e2a\u9ad8\u96be\u8bc4\u6d4b\u96c6\u91cc\uff0c\u6bd4\u5b98\u65b9\u672a\u62ab\u9732\u65b9\u6cd5\u7684\u542b\u5de5\u5177\u4f7f\u7528\u7684\u7ed3\u679c\uff0c\u9ad8\u4e86\u5c06\u8fd120\u5206\u3002<\/p>\n

\u751a\u81f3\u8fd8\u662fOne take\uff0c\u4e00\u53e3\u6c14\u8dd1\u51fa\u6765\u7684\u3002<\/p>\n

\u8fd9\u662f\u521a\u521a\u65b0\u53d1\u7684\u4e00\u7bc7\u8bba\u6587\u3002<\/p>\n

\u53d1\u73b0\u8fd9\u7bc7\u8bba\u6587\uff0c\u8fd8\u662f\u56e0\u4e3a\u524d\u51e0\u5929\u5237\u5230\u4e86\u4e2ademo\u3002<\/p>\n

\u7b2c\u4e00\u773c\u770b\u4e0a\u53bb\uff0c\u53ea\u662f\u4e2a\u5f88\u666e\u901a\u7684\u4ea4\u4e92\u573a\u666f\uff1a\u7528\u6237\u6709\u4e2a\u4efb\u52a1\u9700\u6c42\uff0c\u4e22\u7ed9\u4e86Agent\u4e00\u4e32Prompt\u3002<\/p>\n

\u627e\u627e2023\u5c4a\u6bd5\u4e1a\u751f\u4e2d\uff0c\u54ea\u4e9b\u5dde\u7684ACT\u8003\u8bd5\u53c2\u4e0e\u7387\u8fbe\u5230\u6216\u8d85\u8fc750%\uff0c\u4e14\u5e73\u5747\u7efc\u5408\u5206\u6570\u572820\u5206\u53ca\u4ee5\u4e0a\u3002\u5e76\u7ed9\u51fa\u8fd9\u4e9b\u5dde\u4e2d\uff0c\u5404\u5dde\u5b66\u751f\u8fbe\u5230\u79d1\u5b66\u57fa\u51c6\u7684\u6bd4\u4f8b\u3002<\/p>\n

\u7136\u540eAgent\u5f00\u59cb\u505a\u5206\u6790\u3001\u89c4\u5212\u4efb\u52a1\uff0c\u6311\u9009\u53ef\u80fd\u4f1a\u7528\u5230\u7684\u5de5\u5177\u3002<\/p>\n

\u76ee\u524d\u4e3a\u6b62\uff0c\u4e00\u5207\u90fd\u8fd8\u5f88\u6b63\u5e38\u3002<\/p>\n

\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u611f\u89c9\u8fd9\u4e2ademo\u9009\u7684\u4efb\u52a1\u4e0d\u662f\u5f88\u597d\uff0c\u592a\u5f00\u653e\uff0c\u4e0d\u50cf\u662f\u73b0\u6709\u5de5\u5177\u80fd\u4e00\u6b21\u89e3\u51b3\u7684\uff0c\u4f30\u8ba1\u5f97\u8fed\u4ee3\u5bf9\u8bdd\u4e0d\u5c11\u6b21\u3002<\/p>\n

\u56af\uff01\u679c\u7136\u51fa\u95ee\u9898\u4e86\uff0c\u5de5\u5177\u4e0d\u591f\u7528\uff0c\u5e72\u4e0d\u4e0b\u53bb\u3002<\/p>\n

\u8bf6\uff0c\u7b49\u4e00\u4e0b\u2026\u2026<\/p>\n

\u5b83\u600e\u4e48\u5f00\u59cb\u81ea\u5df1\u9020\u5de5\u5177\u4e86\uff1f\uff1f\u7528\u9519\u4e86\u8fd8\u80fd\u4fee\u590d\uff1f<\/p>\n

\u6709\u70b9\u8fc7\u4e8e\u9b54\u5e7b\u4e86\u554a\u3002\u611f\u89c9\u5c31\u50cf\u52a8\u7269\u56ed\u91cc\uff0c\u524d\u4e00\u79d2\u8fd8\u8eba\u7740\u5265\u9999\u8549\u7684\u7329\u7329\uff0c\u8f6c\u5934\u4e00\u770b\uff0c\u4e00\u4e2a\u8ddf\u5934\u7ffb\u8d77\u6765\uff0c\u5f00\u59cb\u94bb\u6728\u53d6\u706b\u4e86\u3002<\/p>\n

\u6211\u8d76\u7d27\u628a\u8bba\u6587\u7ffb\u51fa\u6765\uff0c\u4ece\u5934\u5230\u5c3e\u6252\u4e86\u4e00\u904d\uff0c<\/p>\n

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\u8fd9\u5bb6\u4f19\uff0c\u5c45\u7136\u9760\u8fd9\u79cd\u65b9\u5f0f\uff0c\u5728\u53ea\u6709\u4e00\u6b21\u7b54\u9898\u673a\u4f1a\u76845\u4e2a\u8bc4\u6d4b\u96c6\u4e2d\uff0c\u9020\u4e86128\u4e2a\u5de5\u5177\uff01\uff01<\/p>\n

\u662f\u7684\uff0c\u767d\u624b\u8d77\u5bb6\uff0c\u4ece0\u5f00\u59cb\uff0c\u4e00\u4e2a\u4e00\u4e2a\u634f\u5230\u4e86128\u3002<\/p>\n

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\u66f4\u60e8\u7684\u662f\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u4e00\u4e0a\u6765\u5c31\u628a\u5b83\u6254\u8fdb\u4e86\u5730\u72f1\u7ea7\u7684Benchmark\u2014HLE\uff08Humanity\u2019s Last Exam\uff09\u4e0a\uff0c\u548c\u57fa\u4e8eGPT\u3001Claude\u3001Gemini\u7684\u8fd9\u4e9bAgent\u602a\u7269\u540c\u53f0\u7ade\u4e89\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u610f\u6599\u4e4b\u5916\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\u3002<\/p>\n

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\u8fd8\u662f\u6545\u6280\u91cd\u65bd\uff0c\u7ee7\u7eed\u9020\u5de5\u5177\uff0c\u7ee7\u7eed\u6253\u602a\u5347\u7ea7\u3002<\/p>\n

\u4e00\u76f4\u5237\u5230\u5c06\u8fd14000\u9053\u9898\u65f6\uff0c\u5b83\u7a81\u7136\u505c\u4e86\uff0c\u4e0d\u9020\u88c5\u5907\u4e86\u3002<\/p>\n

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\u6700\u7ec8\uff0c\u5de5\u5177\u6570\u91cf\u7a33\u5b9a\u6536\u655b\u5728128\u4e2a\u3002<\/p>\n

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\u8fd9\u70b9\u975e\u5e38\u5173\u952e\u3002\u8bf4\u660e\u524d\u9762\u7684\u5de5\u5177\u4e0d\u662f\u4e71\u9020\u7684\uff0c\u800c\u662f\u771f\u7684\u5177\u5907\u53ef\u590d\u7528\u6027\u3002<\/p>\n

\u6240\u4ee5\u5728\u79ef\u7d2f\u5230128\u4e2a\u5de5\u5177\u65f6\uff0cAgent\u624d\u4f1a\u7a81\u7136\u53d1\u73b0\uff1a\u65e7\u5de5\u5177\u5df2\u7ecf\u53ef\u4ee5\u8986\u76d6\u7edd\u5927\u591a\u6570\u65b0\u4efb\u52a1\uff0c\u6ca1\u5fc5\u8981\u7ee7\u7eed\u6269\u5f20\u3002<\/p>\n

\u518d\u770b\u8fd9\u5f20\u56fe\u66f4\u76f4\u89c2\u2014\u2014\u4e24\u79cd\u7b56\u7565\u4e0b\u7684Agent\u6027\u80fd\u7edf\u8ba1\u5bf9\u6bd4\uff0cZS\u4ee3\u8868\u4ece\u96f6\u5de5\u5177\u8d77\u624b\uff0cWS\u4ee3\u8868\u524d\u9762\u8bf4\u7684\u6309\u6570\u636e\u96c6\u987a\u5e8f\u7684\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565\u3002<\/p>\n

\u5728WS\u7b56\u7565\u4e0b\u53ef\u4ee5\u660e\u663e\u770b\u5230\uff1a\u65e7\u5de5\u5177\u8d8a\u591a\uff0c\u65b0\u5de5\u5177\u8d8a\u5c11\u3002\u751a\u81f3\u5728\u6700\u540e\u4e24\u4e2aXBench\u9636\u6bb5\u76f4\u63a5\u5f52\u96f6\u3002<\/p>\n

\u4e0b\u9762\u8fd9\u5f20\u56fe\u66f4\u6709\u610f\u601d\uff0c\u8fd9\u662f\u8fd9\u4e2aAgent\u6700\u7231\u7528\u768450\u4e2a\u5de5\u5177\u3002<\/p>\n

\u6392\u540d\u7b2c\u4e00\u7684\u662f\u300c\u7f51\u9875\u641c\u7d22\u300d\uff0c\u65ad\u5d16\u5f0f\u7b2c\u4e00\u3002<\/p>\n

\u540e\u9762\u8ddf\u7740\u7684\u4e5f\u90fd\u5f88\u773c\u719f\uff1a\u5185\u5bb9\u83b7\u53d6\u3001\u8ba1\u7b97\u5668\u3001\u6587\u4ef6\u4e0b\u8f7d\u3001\u5b66\u672f\u8bba\u6587\u641c\u7d22\u3001PDF\u5904\u7406\u2026\u2026<\/p>\n

\u7b80\u76f4\u548c\u4eba\u7c7b\u7684\u5de5\u4f5c\u4e60\u60ef\u4e00\u6a21\u4e00\u6837\u554a\uff0c\u90fd\u662f\u4e9b\u901a\u7528\u7684\u57fa\u7840\u5de5\u5177\u3002\u800c\u4e14\u590d\u7528\u7387\u975e\u5e38\u9ad8\uff0c\u9a6c\u592a\u6548\u5e94\u6781\u5176\u660e\u663e\u3002<\/p>\n

\u8fd9\u4e48\u770b\u6765\uff0c\u5b83\u53ef\u80fd\u771f\u4e0d\u662f\u4e3a\u4e86\u9020\u5de5\u5177\u800c\u9020\u5de5\u5177\uff0c\u800c\u662f\u771f\u7684\u50cf\u4eba\u4e00\u6837\uff0c\u5728\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\u6c89\u6dc0\u51fa\u4e86\u4e00\u5957\u65b9\u6cd5\u8bba\uff0c\u5e76\u4e14\u80fd\u5728\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u8fc1\u79fb\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n

\u8fd9\u53ea\u4f1a\u81ea\u5df1\u9020\u5de5\u5177\u7684Agent\uff0c\u5728\u521a\u521a\u8bf4\u7684\u90a3\u4e94\u9879Benchmark\u4e0a\uff0c\u51e0\u4e4e\u5168\u90e8\u4e00\u9a91\u7edd\u5c18\u3002<\/p>\n

\u5168\u65b9\u4f4d\u78be\u538b\u57fa\u4e8eGemini 3 Pro\u7684Agent\uff0c\u5728\u9700\u8981\u590d\u6742\u68c0\u7d22\u4e0e\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0c\u751a\u81f3\u80fd\u9ad8\u51fa\u5341\u4f59\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u600e\u4e48\u505a\u5230\u7684\uff1f<\/p>\n

\u7814\u7a76\u56e2\u961f\u7528\u4e86\u4e00\u79cd\u5168\u65b0\u6846\u67b6\uff0c\u53eb\u539f\u4f4d\u81ea\u8fdb\u5316\uff08In-situ Self-evolving Agent\uff09\u3002<\/p>\n

\u7b2c\u4e00\u773c\u6ca1\u592a\u770b\u61c2\uff0c\u4f46\u9690\u7ea6\u611f\u89c9\u662f\u4e2a\u5f88\u6027\u611f\u7684\u6982\u5ff5\u3002<\/p>\n

\u4ed4\u7ec6\u7814\u7a76\u4e86\u4e00\u4e0b\uff0c\u53d1\u73b0\u884c\u4e1a\u5176\u5b9e\u4e00\u76f4\u5728\u505a\u81ea\u8fdb\u5316\uff08Self-evolving Agent\uff09\uff0c\u4f46\u548c\u539f\u4f4d\u81ea\u8fdb\u5316\u662f\u4e24\u4ef6\u4e8b\u3002<\/p>\n

\u666e\u901a\u81ea\u8fdb\u5316\uff0c\u5927\u90fd\u53d1\u751f\u5728\u8bad\u7ec3\u9636\u6bb5\u3002\u9ad8\u5ea6\u4f9d\u8d56\u9ad8\u8d28\u91cf\u5916\u90e8\u76d1\u7763\u4fe1\u53f7\uff0c\u5fc5\u987b\u6709\u4e13\u5bb6\u63d0\u524d\u9009\u5b9a\u8fdb\u5316\u9886\u57df\uff0c\u4e00\u4e2a\u6a21\u578b\u51fa\u9898\u6216\u6807\u6ce8\u597d\u7b54\u6848\uff0c\u518d\u8ba9\u65b0\u6a21\u578b\u57fa\u4e8e\u8fd9\u4e9b\u6807\u6ce8\u9898\u76ee\uff0c\u5f00\u59cb\u6700\u5927\u5316\u76ee\u6807\u51fd\u6570\u7684\u8fdb\u5316\u3002<\/p>\n

\u8fd9\u79cd\u6a21\u5f0f\u5462\uff0c\u5f80\u5f80\u662f\u57fa\u4e8e\u4e00\u4e2a\u957f\u671f\u76ee\u6807\u505a\u4f18\u5316\uff0c\u53ef\u4ee5\u4ece\u6839\u672c\u4e0a\u91cd\u5851\u6a21\u578b\u7684\u5927\u8111\u3002<\/p>\n

\u6700\u5e38\u89c1\u7684\u4ea4\u4ed8\u7ed3\u679c\uff0c\u5c31\u662f\u73b0\u5728\u5404\u79cd\u6a21\u578b\u5382\u5546\u5728\u505a\u7684\uff1a\u70bc\u4e39\uff0c\u53d1\u4e00\u6b3e\u65b0\u6a21\u578b\u4e0a\u6765\u70b8\u573a\u3002<\/p>\n

\u4f46\u7f3a\u70b9\u4e5f\u5f88\u660e\u663e\u3002<\/p>\n

\u5de5\u7a0b\u91cf\u5de8\u5927\uff0c\u53cd\u9988\u94fe\u8def\u6781\u957f\uff0c\u56e0\u6b64\u53ea\u80fd\u5728\u8bad\u7ec3\u9636\u6bb5\u5b8c\u6210\u3002\u4e00\u65e6\u4e0a\u7ebf\uff0c\u5c31\u6ca1\u6709\u300c\u8fdb\u5316\u300d\u8fd9\u4e00\u8bf4\u4e86\u3002<\/p>\n

\u800c\u539f\u4f4d\u81ea\u8fdb\u5316\uff0c\u662f\u4e00\u79cd\u53d1\u751f\u5728\u63a8\u7406\u9636\u6bb5\u7684\u81ea\u8fdb\u5316\u3002<\/p>\n

\u4e0d\u9700\u8981\u5916\u90e8\u76d1\u7763\uff0c\u4e5f\u6ca1\u6709\u771f\u503c\uff0c\u5149\u9760\u6a21\u578b\u63a8\u7406\u65f6\u7684\u5185\u90e8\u53cd\u9988\uff0c\u4ee5\u53ca\u4e0a\u4e00\u6b21\u4ea4\u4e92\u4e2d\u79ef\u7d2f\u7684\u7ecf\u9a8c\uff0c\u5c31\u80fd\u84b8\u998f\u51fa\u53ef\u590d\u7528\u7684\u901a\u7528\u6280\u80fd\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u53ea\u8981\u4e0a\u7ebf\uff0c\u6a21\u578b\u5c31\u80fd\u505a\u5230\u300c\u8fb9\u505a\u8fb9\u5b66\u300d\u3002<\/p>\n

\u8bfb\u5230\u8fd9\u91cc\uff0c\u80af\u5b9a\u6709\u8bfb\u8005\u8981\u95ee\u4e86\uff1a<\/p>\n

\u8fd9\u96be\u9053\u5c31\u662fAI\u884c\u4e1a\u4e00\u76f4\u82e6\u82e6\u8ffd\u5bfb\u7684\u660e\u73e0\uff0c\u81ea\u4e3b\u5b66\u4e60\u5417\uff1f<\/p>\n

\u53ea\u8981\u8bad\u4e00\u6b21\uff0c\u540e\u9762\u5c31\u80fd\u5728\u7ebf\u4e0a\u4e0d\u65ad\u4e60\u5f97\u65b0\u80fd\u529b\uff0c\u751a\u81f3\u62b5\u8fbe\u667a\u80fd\u7206\u70b8\u7684\u5947\u70b9\uff0c\u5b9e\u73b0ASI\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u57282025\u5e74\u7684\u4e91\u6816\u5927\u4f1a\u4e0a\uff0c\u963f\u91ccCEO\u5434\u6cf3\u94ed\u5c31\u66fe\u6307\u51fa\uff1a<\/p>\n

ASI\u4e00\u5b9a\u4f1a\u5230\u8fbe\uff0c\u5e76\u4e14\u6b64\u524d\u7684\u4e00\u4e2a\u5173\u952e\u8282\u70b9\uff0c\u5c31\u662fAI\u80fd\u591f\u81ea\u8fdb\u5316\u3002<\/p>\n

\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u884c\u4e1a\u5728\u8c08ASI\u7684\u8fd9\u79cd\u81ea\u8fdb\u5316\u65f6\uff0c\u66f4\u591a\u8fd8\u662f\u6307\u53c2\u6570\u5c42\u9762\u3002<\/p>\n

\u800c\u539f\u4f4d\u81ea\u8fdb\u5316\u5173\u6ce8\u7684\u662f\u53e6\u5916\u4e09\u4ef6\u4e8b\uff1a\u5de5\u4f5c\u6d41\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u3002<\/p>\n

\u80af\u5b9a\u4e0d\u662f\u90a3\u4e48\u300c\u7ec8\u6781\u300d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u4e5f\u66f4\u73b0\u5b9e\u53ef\u884c\uff0c\u9a6c\u4e0a\u5c31\u80fd\u5f00\u59cb\u5e72\u3002<\/p>\n

\u8bb0\u5f97\u51e0\u5468\u524d\u53c2\u52a0\u5927\u6a21\u578b\u6e05\u534e\u8bba\u5251\u65f6\uff0c\u4e5f\u542c\u5230\u59da\u987a\u96e8\u63d0\u8fc7\u7c7b\u4f3c\u89c2\u70b9\uff1a<\/p>\n

\u81ea\u4e3b\u5b66\u4e60\u5176\u5b9e\u5df2\u7ecf\u53d1\u751f\u4e86\uff0cChatGPT\u4f1a\u6839\u636e\u5bf9\u8bdd\u8fc7\u7a0b\u4e0d\u65ad\u62df\u5408\u804a\u5929\u98ce\u683c\uff0cClaude\u7684Agent\u4ee3\u7801\u5e9395%\u90fd\u662f\u6a21\u578b\u81ea\u5df1\u5199\u7684\u3002<\/p>\n

\u4e91\u73a6\u79d1\u6280\u7684Agent\uff0c\u6b63\u662f\u91c7\u7528\u7684\u8fd9\u79cd\u73b0\u5728\u5c31\u80fd\u843d\u5730\u7684\u300c\u539f\u4f4d\u81ea\u8fdb\u5316\u300d\uff0c\u4f46\u4ed6\u4eec\u8d70\u7684\u8def\u7ebf\u6bd4\u8f83\u7279\u6b8a\u2014\u2014\u5de5\u5177\u4f18\u5148\u3002<\/p>\n

\u56e2\u961f\u8ba4\u4e3a\uff0c\u5de5\u4f5c\u6d41\u8def\u7ebf\uff0c\u5bb9\u6613\u5bf9\u5c11\u6570\u4efb\u52a1\u8fc7\u62df\u5408\uff0c\u601d\u8def\u4e00\u65e6\u56fa\u5316\uff0c\u5f88\u96be\u6cdb\u5316\uff1b<\/p>\n

\u800c\u8bb0\u5fc6\u8def\u7ebf\uff0c\u53c8\u7ed5\u4e0d\u5f00LLM\u5929\u7136\u5b58\u5728\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u4e00\u65e6Token\u4e0a\u6765\uff0c\u504f\u5dee\u4f1a\u50cf\u96ea\u7403\u4e00\u6837\u8d8a\u6eda\u8d8a\u5927\u3002<\/p>\n

\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\uff0c\u5de5\u5177\u624d\u662f\u6700\u7b26\u5408\u76f4\u89c9\u7684\u8fdb\u5316\u8f7d\u4f53\u3002<\/p>\n

\u9996\u5148\uff0c\u5de5\u5177\u76f4\u63a5\u51b3\u5b9a\u4e86Agent\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/p>\n

\u4eba\u7c7b\u57fa\u4e8e\u5730\u7403\u8d44\u6e90\u5236\u9020\u7684\u4e00\u5207\u5947\u89c2\uff0c\u90fd\u662f\u4ee5\u65b0\u7684\u751f\u4ea7\u5de5\u5177\u4e3a\u57fa\u7840\u3002AI\u4e5f\u4e00\u6837\uff0c\u79ef\u7d2f\u518d\u591a\u4e0a\u4e0b\u6587\uff0c\u6ca1\u6709\u94f2\u5b50\uff0c\u4e5f\u53ea\u80fd\u5750\u5728\u91d1\u77ff\u4e0a\u53d1\u5446\u3002<\/p>\n

\u5176\u6b21\uff0c\u5de5\u5177\u6267\u884c\u5929\u7136\u81ea\u5e26\u9ad8\u8d28\u91cf\u76d1\u7763\u4fe1\u53f7\uff0c\u4e0d\u9700\u8981\u4eba\u7c7b\u6807\u6ce8\u3002<\/p>\n

\u5de5\u4f5c\u6d41\u597d\u4e0d\u597d\u3001\u8bb0\u5fc6\u9760\u4e0d\u9760\u8c31\uff0c\u5f88\u4e3b\u89c2\uff1b\u4f46\u5de5\u5177\u80fd\u4e0d\u80fd\u7528\uff0c\u76f4\u63a5\u770b\u4ee3\u7801\u62a5\u6ca1\u62a5\u9519\u5c31\u884c\u3002\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u4e8c\u5143\u5224\u522b\u4fe1\u53f7\uff08Binary Feedback\uff09\u3002<\/p>\n

\u5e76\u4e14\uff0c\u901a\u8fc7\u5f62\u5f0f\u5316\u9a8c\u8bc1\u7684\u4ee3\u7801\uff0c\u53ef\u4ee5\u6700\u5927\u7a0b\u5ea6\u4fdd\u8bc1\u5b89\u5168\u6027\uff0c\u653e\u5fc3\u8ba9Agent\u53bb\u6267\u884cAPI\u8c03\u7528\u3001\u6570\u636e\u5e93\u8bfb\u5199\u8fd9\u4e9b\u5e95\u5c42\u64cd\u4f5c\u3002<\/p>\n

\u4e5f\u4e0d\u7528\u62c5\u5fc3\u4f1a\u4e0d\u4f1a\u6361\u4e86\u829d\u9ebb\u4e22\u897f\u74dc\u3002\u5f85\u5de5\u5177\u57fa\u672c\u6536\u655b\u540e\uff0c\u518d\u53bb\u8865\u9f50\u5de5\u4f5c\u6d41\u548c\u8bb0\u5fc6\uff0c\u4f9d\u7136\u6765\u5f97\u53ca\u3002<\/p>\n

\u57fa\u4e8e\u4e0a\u8ff0\u601d\u8003\uff0c\u56e2\u961f\u4ee5\u300c\u5de5\u5177\u4f18\u5148\u300d\u4e3a\u7406\u5ff5\uff0c\u6253\u9020\u4e86\u4e00\u652f\u53ef\u5b9e\u73b0\u539f\u4f4d\u81ea\u8fdb\u5316\u7684Agent\u519b\u56e2\u3002<\/p>\n

\u7531\u56db\u4e2a\u89d2\u8272\u7ec4\u6210\u2014\u2014<\/p>\n

\u9996\u5148\u662f\u7ba1\u7406\u8005\uff08Manager\uff09\uff0c\u8d1f\u8d23\u7edf\u7b79\u5927\u5c40\u3002<\/p>\n

\u5728\u6536\u5230\u7528\u6237\u9700\u6c42\u540e\uff0c\u5b83\u4f1a\u5206\u6790\u4efb\u52a1\u3001\u62c6\u89e3\u76ee\u6807\uff0c\u5e76\u4e0e\u73b0\u6709\u5de5\u5177\u5e93\u5bf9\u9f50\uff0c\u770b\u770b\u6709\u6ca1\u6709\u73b0\u6210\u5de5\u5177\u53ef\u7528\u3002<\/p>\n

\u5982\u679c\u53d1\u73b0\u80fd\u529b\u4e0d\u8db3\uff0c\u7ba1\u7406\u8005\u5c31\u4f1a\u6307\u6325\u5de5\u5320\uff08Tool Developer\uff09\uff0c\u73b0\u573a\u634f\u4e00\u4e2a\u5de5\u5177\uff0c\u5e76\u7acb\u523b\u5728\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u5b8c\u6210\u914d\u7f6e\u3002<\/p>\n

\u51c6\u5907\u5c31\u7eea\u540e\uff0c\u6267\u884c\u8005\uff08Executor\uff09\u4f1a\u62ff\u8fd9\u4e9b\u5de5\u5177\u5f00\u59cb\u5904\u7406\u4efb\u52a1\u3002<\/p>\n

\u5982\u679c\u53d1\u73b0\u8fd8\u662f\u641e\u4e0d\u5b9a\uff0c\u5b83\u4f1a\u6682\u505c\u6267\u884c\uff0c\u5411\u7ba1\u7406\u8005\u6c47\u62a5\u3002<\/p>\n

\u7ba1\u7406\u8005\u6536\u5230\u4fe1\u606f\u540e\uff0c\u91cd\u590d\u524d\u9762\u7684\u6d41\u7a0b\uff0c\u7ee7\u7eed\u8865\u5de5\u5177\u3001\u8865\u80fd\u529b\uff0c\u76f4\u5230\u4efb\u52a1\u80fd\u5b8c\u6574\u8dd1\u901a\u4e3a\u6b62\u3002<\/p>\n

\u4efb\u52a1\u5b8c\u6210\u540e\uff0c\u4ea4\u7ed9\u6574\u5408\u8005\uff08Integrator\uff09\uff0c\u5bf9\u6267\u884c\u5386\u53f2\u548c\u4e2d\u95f4\u7ed3\u679c\u8fdb\u884c\u6574\u5408\uff0c\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n

\u8fd8\u6709\u6700\u540e\u4e00\u6b65\u3002<\/p>\n

\u5bf9\u8bdd\u7ed3\u675f\u540e\uff0c\u7cfb\u7edf\u4f1a\u5bf9\u6574\u4e2a\u8fc7\u7a0b\u8fdb\u884c\u590d\u76d8\uff0c\u66f4\u65b0\u81ea\u5df1\u7684\u5de5\u5177\u5e93\uff0c\u5e76\u5c06\u8fed\u4ee3\u8fc7\u7a0b\u84b8\u998f\u3001\u6c89\u6dc0\u4e3a\u53ef\u590d\u7528\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n

\u4e3a\u4e86\u80fd\u66f4\u597d\u5730\u76d1\u6d4bAgent\u7684\u8fdb\u5316\u60c5\u51b5\uff0c\u56e2\u961f\u8fd8\u5f15\u5165\u4e86\u4e2a\u53eb\u300c\u6d4b\u8bd5\u65f6\u6536\u655b\u300d\uff08Test-Time Convergence\uff09\u7684\u5b9a\u91cf\u6307\u6807\uff0c\u4f5c\u7528\u548c\u4f20\u7edf\u4f18\u5316\u4e2d\u7684Training Loss\u7c7b\u4f3c\uff0c\u65b9\u4fbf\u76f4\u89c2\u611f\u53d7AI\u7684\u5b66\u4e60\u60c5\u51b5\u3002<\/p>\n

\u542c\u4e0a\u53bb\u7b80\u76f4\u662f\u4e2a\u5b8c\u7f8e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u9047\u5230\u4e86\u95ee\u9898\u3002<\/p>\n

\u5982\u679c\u4e25\u683c\u6309\u8fd9\u6761\u8def\u7ebf\u6765\uff0c\u8fdb\u5316\u6d41\u7a0b\u975e\u5e38\u957f\uff0c\u800c\u4e14Agent\u5fc5\u987b\u4e00\u4e2a\u4efb\u52a1\u8dd1\u5b8c\uff0c\u624d\u80fd\u8fdb\u5316\u4e00\u6b21\uff0c\u6548\u7387\u5b9e\u5728\u592a\u4f4e\u3002<\/p>\n

\u4e8e\u662f\uff0c\u56e2\u961f\u5f15\u5165\u4e86Parallel batch\u3002<\/p>\n

\u522b\u4e00\u4e2a\u4e00\u4e2a\u8dd1\u4e86\uff0c\u76f4\u63a5\u628a\u4e00\u6279\u76f8\u4f3c\u4efb\u52a1\u6253\u5305\u5728\u4e00\u5757\uff0c\u4e00\u8d77\u4e22\u7ed9Agent\u3002<\/p>\n

\u7b49\u7740\u4e00\u6574\u4e2aBatch\u8dd1\u5b8c\u540e\uff0cAgent\u5c31\u80fd\u5f97\u5230\u4e00\u4e2a\u5de8\u5927\u7684\u7ecf\u9a8c\u5305\uff0c\u4e00\u6b21\u6027\u5582\u9971\u77e5\u8bc6\u5e93\u3002<\/p>\n

\u81f3\u6b64\uff0c\u4e00\u53ea\u80fd\u4ece\u96f6\u5f00\u59cb\u81ea\u6211\u8fdb\u5316\u7684Agent\uff0c\u8bde\u751f\u4e86\u3002<\/p>\n

\u65e0\u9700\u4efb\u4f55\u4e8b\u5148\u8bad\u7ec3\uff0c\u5b8c\u5168\u4f9d\u9760\u5de5\u5177\u7684\u81ea\u8fdb\u5316\u6765\u62d3\u5c55\u80fd\u529b\uff0c\u8fd8\u5728\u5404\u79cdBenchmark\u4e0a\u53d6\u5f97\u5ab2\u7f8eSOTA\u7684\u6210\u7ee9\u3002<\/p>\n

\u6700\u540e\u518d\u5212\u4e2a\u91cd\u70b9\u2014\u2014<\/p>\n

\u8fd9\u5957\u80fd\u5ab2\u7f8eSOTA\u7684\u81ea\u8fdb\u5316\u6846\u67b6\uff0c\u8fd8\u662f\u5f00\u6e90\u7684\u3002\u5305\u62ec\u4e0a\u8ff0\u5b9e\u9a8c\u7684\u6240\u6709\u65e5\u5fd7\u6570\u636e\uff0c\u8bc4\u6d4b\u811a\u672c\u548c\u7ed3\u679c\uff0c\u4e5f\u90fd\u5411\u793e\u533a\u5f00\u653e\u3002<\/p>\n

\u53c8\u662f\u4e00\u5957\u53ef\u4ee5\u76f4\u63a5\u843d\u5730\u90e8\u7f72\u7684\u5f00\u6e90\u65b9\u6848\u3002<\/p>\n

\u53c8\u662f\u4e00\u9879\u6765\u81ea\u4e2d\u56fd\u56e2\u961f\u7684\u7814\u7a76\u3002<\/p>\n

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\u800c\u8fd9\u7bc7\u8bba\u6587\u7684\u901a\u8baf\u4f5c\u8005\uff0c\u6b63\u662f\u4e91\u73a6\u79d1\u6280\u7684\u8054\u5408\u521b\u59cb\u4eba\u517cCTO\u2014\u2014\u9f50\u709c\u796f\u3002<\/p>\n

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\u5728\u63a8\u7406\u4f18\u5316\u65b9\u9762\uff0c\u4ed6\u662f\u4e1a\u754c\u9996\u6279\u63d0\u51faKV Cache\u4f18\u5316\uff08EL-Attention\uff09\u7684\u5b66\u8005\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u4e0e\u540e\u6765DeepSeek\u63d0\u51fa\u7684MLA\u7b49\u9ad8\u6548\u63a8\u7406\u90e8\u7f72\u7b97\u6cd5\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n

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\u8fd8\u542c\u8bf4\u4e2a\u6709\u610f\u601d\u7684\u4e8b\u3002<\/p>\n

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LLM\u867d\u80fd\u5904\u7406\u5f00\u653e\u6027\u95ee\u9898\uff0c\u4f46\u5e7b\u89c9\u59cb\u7ec8\u662f\u786c\u4f24\uff0c\u8fd9\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u573a\u666f\u4e0b\u662f\u4e0d\u53ef\u5bb9\u5fcd\u7684\u3002\u66f4\u522b\u8bf4\uff0c\u8fd8\u8981\u65f6\u523b\u9762\u5bf9\u9632\u4e0d\u80dc\u9632\u7684\u63d0\u793a\u8bcd\u6ce8\u5165\u653b\u51fb\u3002<\/p>\n

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AI\u5f88\u96be\u8fd9\u4e48\u505a\uff0c\u53cd\u9988\u8def\u5f84\u592a\u4e25\u683c\uff0c\u5bf9\u6570\u636e\u8d28\u91cf\u7684\u8981\u6c42\u6781\u9ad8\u3002<\/p>\n

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\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48MiniMax CEO\u4ee5\u53ca\u4e0d\u5c11AI\u521b\u4e1a\u8005\u90fd\u8ba4\u4e3a\uff1aAI\u4ea7\u54c1\u7684\u7528\u6237\u592a\u591a\uff0c\u672a\u5fc5\u662f\u597d\u4e8b\u3002<\/p>\n

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Skills\u7684\u7206\u706b\u5df2\u7ecf\u8bc1\u660e\u2014\u2014<\/p>\n

\u5f00\u6e90\u59cb\u7ec8\u662f\u4e00\u5ea7\u91d1\u77ff\uff0c\u53ea\u662f\u9700\u8981\u5408\u9002\u7684\u5de5\u5177\u53bb\u5f00\u91c7\u3002<\/p>\n

Skills\u662f\u5f00\u59cb\uff0c\u539f\u4f4d\u81ea\u8fdb\u5316\uff0c\u8d70\u5411Zero Skill\uff0c\u6216\u8bb8\u662f\u4e0b\u4e00\u6b65\u3002<\/p>\n

\u4ee5DeepSeek\u4e3a\u4ee3\u8868\u7684\u4e00\u4f17\u5f00\u6e90\u6a21\u578b\uff0c\u5df2\u7ecf\u5728\u5168\u7403\u8303\u56f4\u5185\u94fa\u5f00\u4e86\u8db3\u591f\u5927\u7684\u5e02\u573a\u3002<\/p>\n

\u5982\u679c\u80fd\u7528\u539f\u4f4d\u81ea\u8fdb\u5316\uff0c\u8d4b\u4e88\u5176\u300c\u8d8a\u7528\u8d8a\u597d\u7528\u300d\u7684\u52a8\u6001\u4f18\u52bf\uff0c\u518d\u53bb\u548c\u95ed\u6e90\u6a21\u578b\u6b63\u9762\u63b0\u624b\u8155\uff0c\u751a\u81f3\u5f2f\u9053\u8d85\u8f66\u2014\u2014<\/p>\n

\u4e0d\u662f\u4e0d\u53ef\u80fd\u3002<\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/github.com\/YunjueTech\/Yunjue-Agent\/blob\/main\/tech_report\/YunjueAgentTechReport.pdfGitHub\u94fe\u63a5\uff1ahttps:\/\/github.com\/YunjueTech\/Yunjue-Agent\/<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

Jay \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

Skills\u521a\u7206\u706b\uff0c\u53c8\u6709\u65b0\u7684Agent\u8303\u5f0f\u6765\u6405\u5c40\u4e86\u2026\u2026<\/p>\n

\u6839\u672c\u4e0d\u7528Skills\uff0c\u4e5f\u4e0d\u9700\u8981\u4e0aGitHub\u7ffb\u9879\u76ee\u3001\u627e\u5de5\u5177\u3002\u76f4\u63a5\u628a\u9700\u6c42\u4e22\u7ed9Agent\uff0c\u5b83\u80fd\u4e00\u8fb9\u5e72\u6d3b\uff0c\u4e00\u8fb9\u7ed9\u81ea\u5df1\u9020\u88c5\u5907\u3002<\/p>\n

\u662f\u7684\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u4eba\u7c7b\u4f3a\u5019\uff0c\u4e5f\u4e0d\u7528\u7ed9AI\u5e08\u5085\u9012\u677f\u624b\u3001\u642c\u68af\u5b50\u3002<\/p>\n

\u5de5\u4f5c\u4e2d\u9047\u5230\u5565\u9700\u8981\u7528\u7684\u88c5\u5907\uff0cAgent\u80fd\u81ea\u5df1\u76f4\u63a5\u300c\u8fdb\u5316\u300d\u51fa\u6765\u3002<\/p>\n

\u4ee5Gemini 3 Pro\u4e3a\u540e\u7aef\uff0c\u5728\u5730\u72f1\u7ea7\u8bc4\u6d4bHLE\uff08Humanity<\/p>\n","protected":false},"author":1,"featured_media":1266,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1270","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1270","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=1270"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1270\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/1266"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=1270"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=1270"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=1270"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}