{"id":12372,"date":"2026-05-13T07:08:26","date_gmt":"2026-05-13T07:08:26","guid":{"rendered":"https:\/\/nxhdyxdsj.com\/?p=12372"},"modified":"2026-05-13T07:08:26","modified_gmt":"2026-05-13T07:08:26","slug":"auto-research-%e6%9d%a5%e4%ba%86%ef%bc%9a%e5%bd%93-ai-%e5%bc%80%e5%a7%8b%e6%8e%a5%e7%ae%a1%e7%a7%91%e7%a0%94%e9%87%8c%e6%9c%80%e8%8b%a6%e7%9a%84%e6%b4%bb%ef%bc%8c%e6%84%8f%e5%91%b3%e7%9d%80%e4%bb%80","status":"publish","type":"post","link":"https:\/\/nxhdyxdsj.com\/?p=12372","title":{"rendered":"Auto Research \u6765\u4e86\uff1a\u5f53 AI \u5f00\u59cb\u63a5\u7ba1\u79d1\u7814\u91cc\u6700\u82e6\u7684\u6d3b\uff0c\u610f\u5473\u7740\u4ec0\u4e48"},"content":{"rendered":"<p><\/p>\n<p style=\"text-align: left\">\u5982\u679c\u51e0\u5e74\u524d\u6709\u4eba\u544a\u8bc9\u6211\uff0cAI \u4e0d\u4ec5\u80fd\u5199\u4ee3\u7801\u3001\u751f\u6210\u8bba\u6587\u6458\u8981\uff0c\u8fd8\u80fd\u50cf\u4e00\u4e2a\u771f\u6b63\u7684\u5de5\u7a0b\u5e08\u90a3\u6837\uff0c\u5728\u5b9e\u9a8c\u5ba4\u91cc\u53cd\u590d\u5bfb\u627e\u53ef\u884c\u7684\u7b56\u7565\u3001\u6301\u7eed\u4f18\u5316\u4e00\u4e2a\u65b9\u6848&mdash;&mdash;\u6211\u5927\u6982\u4f1a\u89c9\u5f97\u8fd9\u4e2a\u4eba\u79d1\u5e7b\u7247\u770b\u591a\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u4f46\u6700\u8fd1\u8bfb\u5230\u4e00\u7bc7\u8bba\u6587\u7684\u65f6\u5019\uff0c\u6211\u7684\u60f3\u6cd5\u53d8\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u8fc7\u53bb\u4e24\u5e74\uff0c\u5927\u6a21\u578b\u7684\u80fd\u529b\u7a81\u98de\u731b\u8fdb\uff0c\u4ece\u5199\u8bd7\u5230\u5199\u4ee3\u7801\uff0c\u4ece\u505a\u6570\u5b66\u9898\u5230\u8dd1\u5b9e\u9a8c\u6d41\u7a0b\uff0cAI \u64c5\u957f\u7684\u4e8b\u60c5\u8d8a\u6765\u8d8a\u591a\u3002\u4f46\u771f\u6b63\u505a\u8fc7\u79d1\u7814\u548c\u5de5\u7a0b\u7684\u4eba\u90fd\u6e05\u695a\uff0c\u6700\u8017\u4eba\u7684\u90e8\u5206\uff0c\u5f80\u5f80\u4e0d\u662f\u63d0\u51fa\u7b2c\u4e00\u4e2a\u53ef\u884c\u65b9\u6848\uff0c\u800c\u662f\u540e\u9762\u90a3\u6bb5\u6f2b\u957f\u7684\u300c\u957f\u671f\u4f18\u5316\u300d&mdash;&mdash;\u4e00\u4e2a\u5b9e\u9a8c\u8dd1\u901a\u4e86\uff0c\u4f46\u6307\u6807\u8fd8\u5dee\u4e00\u70b9\uff1b\u4e00\u4e2a\u7b97\u6cd5\u80fd\u7528\u4e86\uff0c\u4f46\u901f\u5ea6\u8fd8\u4e0d\u591f\u5feb\uff1b\u4e00\u4e2a\u7535\u6c60\u5feb\u5145\u7b56\u7565\u6210\u7acb\u4e86\uff0c\u4f46\u6e29\u5ea6\u3001\u5bff\u547d\u548c\u6790\u9502\u4e4b\u95f4\u8fd8\u9700\u8981\u53cd\u590d\u5e73\u8861\u3002<\/p>\n<p style=\"text-align: left\">\u73b0\u5b9e\u4e2d\u7684\u9ad8\u4ef7\u503c\u6210\u679c\uff0c\u5f88\u591a\u90fd\u4e0d\u662f\u300c\u505a\u51fa\u6765\u300d\u7684\uff0c\u800c\u662f\u88ab\u6301\u7eed\u4f18\u5316\u51fa\u6765\u7684\u3002\u800c\u8fd9\uff0c\u6070\u6070\u662f\u8fc7\u53bb\u5927\u591a\u6570 AI Agent \u7cfb\u7edf\u6700\u7f3a\u5931\u7684\u4e00\u73af\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u8fd1\uff0cEinsia AI \u65d7\u4e0b Navers Lab \u53d1\u5e03\u4e86\u4e00\u4e2a\u53eb Frontier-Eng Bench \u7684\u65b0\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6b63\u8bd5\u56fe\u8861\u91cf\u8fd9\u79cd\u80fd\u529b\u3002\u5b83\u6ca1\u6709\u518d\u628a AI \u653e\u8fdb\u300c\u4e00\u95ee\u4e00\u7b54\u300d\u7684\u9009\u62e9\u9898\u91cc\uff0c\u800c\u662f\u76f4\u63a5\u628a Agent \u6254\u8fdb\u771f\u5b9e\u5de5\u7a0b\u4f18\u5316\u73af\u5883&mdash;&mdash;Agent \u5fc5\u987b\u4e0d\u65ad\u63d0\u51fa\u65b9\u6848\u3001\u8fd0\u884c\u4eff\u771f\u5668\u3001\u8bfb\u53d6\u53cd\u9988\u3001\u4fee\u6539\u7b56\u7565\uff0c\u5728\u957f\u671f\u8fed\u4ee3\u4e2d\u6301\u7eed\u903c\u8fd1\u66f4\u4f18\u89e3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/9a\/5c\/9a5ccf92cbd198b347e422a829b0f97a.png\" height=\"328\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u8bba\u6587\u9898\u76ee\uff1aFrontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">Arxiv: https:\/\/arxiv.org\/abs\/2604.12290<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">Github: https:\/\/github.com\/EinsiaLab\/Frontier-Engineering<\/span><\/p>\n<p style=\"text-align: left\">\u8fd9\u8ba9\u6211\u60f3\u5230\u4e00\u4e2a\u5386\u53f2\u53c2\u7167\uff1aAlphaGo \u4e4b\u6240\u4ee5\u5f3a\u5927\uff0c\u5e76\u4e0d\u5728\u4e8e\u5b83\u6bcf\u4e00\u6b65\u68cb\u90fd\u80fd\u7b97\u5bf9\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5728\u6570\u767e\u4e07\u6b21\u81ea\u6211\u5bf9\u5f08\u4e2d\u6301\u7eed\u8fdb\u5316\u3002\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0cFrontier-Eng \u8bd5\u56fe\u56de\u7b54\u7684\uff0c\u4e5f\u662f\u540c\u4e00\u4e2a\u95ee\u9898&mdash;&mdash;\u5f53 AI \u5f00\u59cb\u8fdb\u5165\u771f\u5b9e\u4e16\u754c\u7684\u957f\u671f\u53cd\u9988\u5faa\u73af\u540e\uff0c\u667a\u80fd\u7684\u672c\u8d28\uff0c\u7a76\u7adf\u8be5\u600e\u4e48\u8861\u91cf\uff1f<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #000000\">01 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u4ece\u300c\u4e00\u6b21\u6027\u7b54\u5bf9\u300d\u5230\u300c\u6301\u7eed\u4f18\u5316\u300d\uff0c<\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u8303\u5f0f\u6b63\u5728\u5207\u6362 <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u8981\u7406\u89e3 Frontier-Eng Bench \u7684\u610f\u4e49\uff0c\u5f97\u5148\u770b\u6e05\u695a\u5b83\u5728\u53cd\u5bf9\u4ec0\u4e48\u3002<\/p>\n<p style=\"text-align: left\">\u8fc7\u53bb\u51e0\u5e74\uff0c\u5927\u6a21\u578b\u9886\u57df\u7684 benchmark \u8d8a\u6765\u8d8a\u591a\uff0c\u4f46\u672c\u8d28\u4e0a\u90fd\u5728\u8bc4\u4f30\u540c\u4e00\u4ef6\u4e8b\uff1a\u6a21\u578b\u80fd\u4e0d\u80fd\u300c\u4e00\u6b21\u6027\u751f\u6210\u6b63\u786e\u7b54\u6848\u300d\u3002\u65e0\u8bba\u662f\u4ee3\u7801\u751f\u6210\u3001\u6570\u5b66\u63a8\u7406\uff0c\u8fd8\u662f\u4efb\u52a1\u6267\u884c\uff0c\u5927\u591a\u6570\u6d4b\u8bd5\u7684\u903b\u8f91\u4ecd\u7136\u662f&mdash;&mdash;\u7b54\u6848\u5bf9\uff0c\u6216\u8005\u9519\uff1b\u4efb\u52a1\u5b8c\u6210\uff0c\u6216\u8005\u5931\u8d25\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/d6\/e5\/d6e56ed6823ac6150a4834bd1f6c2c00.png\" height=\"714\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">Frontier-Eng Bench \u603b\u89c8<\/span><\/p>\n<p style=\"text-align: left\">\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\uff1a\u771f\u5b9e\u7684\u79d1\u7814\u4e0e\u5de5\u7a0b\uff0c\u4ece\u6765\u4e0d\u662f\u4e00\u4e2a\u300c\u5bf9\u6216\u9519\u300d\u7684\u8fc7\u7a0b\u3002<\/p>\n<p style=\"text-align: left\">\u4e00\u4e2a\u91cf\u5b50\u7ebf\u8def\u5df2\u7ecf\u6b63\u786e\u4e86\uff0c\u4f46\u4fdd\u771f\u5ea6\u8fd8\u80fd\u4e0d\u80fd\u518d\u5f80\u4e0a\u62a0\u4e00\u70b9\uff1f\u4e00\u4e2a GPU kernel \u5df2\u7ecf\u53ef\u7528\u4e86\uff0c\u4f46\u901f\u5ea6\u8fd8\u4e0d\u591f\u5feb\uff1f\u8fd9\u4e9b\u95ee\u9898\u6ca1\u6709\u300c\u6807\u51c6\u7b54\u6848\u300d\uff0c\u53ea\u6709\u300c\u66f4\u4f18\u89e3\u300d\u3002\u800c\u627e\u5230\u66f4\u4f18\u89e3\u7684\u8fc7\u7a0b\uff0c\u5f80\u5f80\u9700\u8981\u6210\u767e\u4e0a\u5343\u6b21\u7684\u8fed\u4ee3\u3001\u8bd5\u9519\u548c\u5fae\u8c03\u3002<\/p>\n<p style=\"text-align: left\">\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u6b63\u662f Frontier-Eng Bench \u63d0\u51fa\u7684\u6838\u5fc3\u547d\u9898&mdash;&mdash;\u8bba\u6587\u5c06\u5176\u5b9a\u4e49\u4e3a\u300cGenerative Optimization\u300d\uff08\u751f\u6210\u5f0f\u4f18\u5316\uff09\u3002\u5b83\u8ba4\u4e3a\uff0c\u4e0b\u4e00\u4ee3 Agent \u7684\u6838\u5fc3\u80fd\u529b\uff0c\u4e0d\u5e94\u8be5\u53ea\u662f\u300c\u4e00\u6b21\u6027\u7ed9\u51fa\u770b\u8d77\u6765\u5408\u7406\u7684\u7b54\u6848\u300d\uff0c\u800c\u662f\u80fd\u5426\u5728\u73af\u5883\u53cd\u9988\u91cc\u6301\u7eed\u4fee\u6b63\u81ea\u5df1\u7684\u8f68\u8ff9\uff0c\u5e76\u5728\u6709\u9650\u9884\u7b97\u4e0b\u4e0d\u65ad\u4f18\u5316\u7ed3\u679c\u3002<\/p>\n<p style=\"text-align: left\">\u6362\u53e5\u8bdd\u8bf4\uff0c\u771f\u6b63\u7684 intelligence\uff0c\u53ef\u80fd\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u957f\u671f\u53cd\u9988\u95ed\u73af\u4e2d\u7684\u6301\u7eed\u4f18\u5316\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4e2a\u5224\u65ad\u5e76\u4e0d\u53ea\u662f\u7406\u8bba\u63a8\u6f14\u3002Frontier-Eng \u8bbe\u8ba1\u4e86 47 \u4e2a\u6a2a\u8de8\u4e94\u5927\u9886\u57df\u7684\u5b9e\u9a8c\u4efb\u52a1&mdash;&mdash;\u91cf\u5b50\u8ba1\u7b97\u4e0e\u4fe1\u606f\u3001\u8fd0\u7b79\u4e0e\u51b3\u7b56\u79d1\u5b66\u3001\u673a\u5668\u4eba\u4e0e\u63a7\u5236\u7cfb\u7edf\u3001\u5149\u5b66\u4e0e\u901a\u4fe1\u3001\u7269\u7406\u79d1\u5b66\u4e0e\u5de5\u7a0b\u8bbe\u8ba1\u3002\u5728\u6bcf\u4e00\u4e2a\u4efb\u52a1\u4e2d\uff0cAgent \u90fd\u4e0d\u662f\u7b80\u5355\u5730\u300c\u56de\u7b54\u95ee\u9898\u300d\uff0c\u800c\u662f\u9700\u8981\u63d0\u51fa\u4f18\u5316\u65b9\u6848\u3001\u8fd0\u884c\u4eff\u771f\u5668\u3001\u83b7\u53d6\u771f\u5b9e\u53cd\u9988\u3001\u4fee\u6539\u4ee3\u7801\u4e0e\u7b56\u7565\uff0c\u5e76\u5728\u56fa\u5b9a\u7684\u8ba1\u7b97\u9884\u7b97\u91cc\u6301\u7eed\u8fed\u4ee3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/a2\/60\/a260a94ada1217338f91c4ee54fb7a50.png\" height=\"509\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">Frontier-Eng Bench \u4f53\u7cfb\u6982\u89c8<\/span><\/p>\n<p style=\"text-align: left\">\u4e0d\u53ea\u6709\u300c\u7b54\u5bf9\u9898\u300d\u7684\u806a\u660e\uff0c\u66f4\u6709\u300c\u4e0d\u65ad\u53d8\u597d\u300d\u7684\u97e7\u6027\u3002\u8fd9\u53ef\u80fd\u624d\u662f\u771f\u6b63\u957f\u7a0b\u667a\u80fd\u7684\u8d77\u70b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #000000\">02 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u6df1\u5ea6 vs \u5bbd\u5ea6\uff1aAgent \u67b6\u6784\u7684\u5173\u952e\u6289\u62e9 <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u5728 Frontier-Eng \u63ed\u793a\u7684\u6240\u6709\u53d1\u73b0\u4e2d\uff0c\u6709\u4e00\u4e2a\u7ed3\u8bba\u8ba9\u6211\u5370\u8c61\u6700\u6df1\uff1a\u5173\u4e8e\u300c\u63a8\u7406\u7b97\u529b\u5206\u914d\u300d\u7684\u8ba8\u8bba\u3002<\/p>\n<p style=\"text-align: left\">\u8bba\u6587\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u53d1\u73b0\uff0cAgent \u7684\u6027\u80fd\u63d0\u5347\u9075\u5faa\u4e00\u5957\u53cc\u91cd\u5e42\u5f8b\u8870\u51cf\u89c4\u5f8b&mdash;&mdash;\u968f\u7740\u4efb\u52a1\u8fdb\u5165\u300c\u6df1\u6c34\u533a\u300d\uff0c\u83b7\u5f97\u663e\u8457\u6027\u80fd\u63d0\u5347\u7684\u96be\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u8fd9\u662f\u4e00\u4e2a\u6b8b\u9177\u4f46\u771f\u5b9e\u7684\u89c4\u5f8b\uff1a\u8d8a\u5f80\u540e\u4f18\u5316\uff0c\u6bcf\u4e00\u4e2a\u767e\u5206\u70b9\u7684\u8fdb\u6b65\u90fd\u8d8a\u6765\u8d8a\u8d35\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/41\/a2\/41a2dd0e984a89abd1268b801496e62d.png\" height=\"478\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u5de5\u7a0b\u4f18\u5316\u7684\u53cc\u91cd\u5e42\u5f8b\u8870\u51cf<\/span><\/p>\n<p style=\"text-align: left\">\u4f46\u66f4\u6709\u610f\u601d\u7684\u53d1\u73b0\u5728\u4e8e\u4e00\u4e2a\u67b6\u6784\u5c42\u9762\u7684\u6838\u5fc3\u4e89\u8bae\uff1a\u5230\u5e95\u662f\u8ba9 Agent \u5e76\u884c\u5c1d\u8bd5 100 \u79cd\u53ef\u80fd\u6027\uff08\u5bbd\u5ea6\uff09\uff0c\u8fd8\u662f\u8ba9\u5b83\u5728 1 \u4e2a\u8def\u5f84\u4e0a\u901a\u8fc7\u300c\u53cd\u601d&mdash;\u4fee\u6b63\u300d\u9012\u5f52 100 \u6b21\uff08\u6df1\u5ea6\uff09\uff1f<\/p>\n<p style=\"text-align: left\">Frontier-Eng \u7ed9\u51fa\u4e86\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u7684\u4fe1\u53f7\uff1a\u6df1\u5ea6\u624d\u662f\u90a3\u4e2a\u80fd\u64ac\u52a8\u771f\u6b63\u7a81\u7834\u7684\u6760\u6746\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/8e\/fb\/8efb44c6fcd9c0e7d23f9041a4b9004e.png\" height=\"499\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u6df1\u5ea6 vs \u5bbd\u5ea6<\/span><\/p>\n<p style=\"text-align: left\">\u8fd9\u8ba9\u6211\u60f3\u5230\u4e00\u4e2a\u65e5\u5e38\u7684\u7c7b\u6bd4\u3002\u9762\u5bf9\u4e00\u9053\u96be\u9898\uff0c\u662f\u540c\u65f6\u7ffb\u5f00\u5341\u672c\u53c2\u8003\u4e66\u78b0\u8fd0\u6c14\u66f4\u6709\u6548\uff0c\u8fd8\u662f\u6cbf\u7740\u4e00\u6761\u601d\u8def\u53cd\u590d\u63a8\u6572\u3001\u4e0d\u65ad\u4fee\u6b63\u66f4\u5bb9\u6613\u627e\u5230\u7b54\u6848\uff1f\u5927\u591a\u6570\u6709\u7ecf\u9a8c\u7684\u5de5\u7a0b\u5e08\u548c\u79d1\u5b66\u5bb6\u90fd\u4f1a\u9009\u540e\u8005\u3002Frontier-Eng \u7684\u6570\u636e\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7528\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u79cd\u76f4\u89c9\u3002<\/p>\n<p style=\"text-align: left\">\u8bba\u6587\u5c06\u8fd9\u79cd\u80fd\u529b\u79f0\u4e3a\u300cDeep Iterative Reasoning\u300d\uff08\u6df1\u5ea6\u8fed\u4ee3\u63a8\u7406\uff09\u3002\u5728\u8fd9\u80cc\u540e\uff0c\u5176\u5b9e\u6307\u5411\u4e86\u4e00\u4e2a\u66f4\u5927\u7684\u8d8b\u52bf\uff1a\u4e0b\u4e00\u4ee3 Agent \u7684\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u53ef\u80fd\u6b63\u5728\u4ece\u300c\u77e5\u9053\u591a\u5c11\u77e5\u8bc6\u300d\u8f6c\u5411\u300c\u80fd\u4e0d\u80fd\u5728\u957f\u671f\u53cd\u9988\u4e2d\u6301\u7eed\u81ea\u6211\u4fee\u6b63\u300d\u3002<\/p>\n<p style=\"text-align: left\">\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\u662f\uff0c\u8fd9\u4e2a\u7ed3\u8bba\u548c\u4eba\u7c7b\u4e13\u5bb6\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u65b9\u5f0f\u9ad8\u5ea6\u4e00\u81f4\u3002\u9876\u7ea7\u7684\u5de5\u7a0b\u5e08\u548c\u79d1\u5b66\u5bb6\uff0c\u51e0\u4e4e\u4ece\u6765\u4e0d\u9760\u300c\u7075\u5149\u4e00\u95ea\u300d\u89e3\u51b3\u6838\u5fc3\u96be\u9898\uff0c\u800c\u662f\u5728\u6f2b\u957f\u7684\u8bd5\u9519\u5faa\u73af\u4e2d\u4e00\u6b65\u6b65\u903c\u8fd1\u6700\u4f18\u89e3\u3002\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0cFrontier-Eng \u8bc1\u660e\u4e86\uff1aAI \u8981\u53d8\u5f97\u771f\u6b63\u806a\u660e\uff0c\u4e5f\u5f97\u5b66\u4f1a\u8fd9\u79cd\u300c\u6162\u529f\u592b\u300d\u3002<\/p>\n<p style=\"text-align: left\">\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u53d1\u73b0\u6b63\u5728\u76f4\u63a5\u6539\u53d8 Agent \u67b6\u6784\u8bbe\u8ba1\u7684\u65b9\u5411\u3002\u8fc7\u53bb\uff0c\u5f00\u53d1\u8005\u4eec\u7684\u6ce8\u610f\u529b\u5927\u591a\u653e\u5728 prompt engineering \u4e0a&mdash;&mdash;\u600e\u4e48\u5199\u51fa\u66f4\u597d\u7684\u63d0\u793a\u8bcd\uff0c\u8ba9\u6a21\u578b\u4e00\u6b21\u5c31\u7ed9\u51fa\u597d\u7b54\u6848\u3002\u4f46\u5982\u679c\u6df1\u5ea6\u8fed\u4ee3\u63a8\u7406\u624d\u662f\u5173\u952e\uff0c\u90a3\u4e48\u672a\u6765\u771f\u6b63\u91cd\u8981\u7684\u53ef\u80fd\u662f reasoning architecture&mdash;&mdash;\u5982\u4f55\u6784\u5efa\u66f4\u5f3a\u7684\u63a8\u7406\u4fa7\u67b6\u6784\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u50cf\u4eba\u7c7b\u4e13\u5bb6\u4e00\u6837\u8fdb\u884c\u300c\u6162\u601d\u8003\u300d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #000000\">03 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u63a8\u7406\u4fa7\u7684\u7b97\u529b\u7ea2\u5229\uff0c\u624d\u521a\u521a\u5f00\u59cb <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u4ece\u4ea7\u4e1a\u89d2\u5ea6\u770b\uff0cFrontier-Eng \u91ca\u653e\u51fa\u7684\u4fe1\u53f7\u5176\u5b9e\u975e\u5e38\u5f3a\u70c8\u3002<\/p>\n<p style=\"text-align: left\">\u8fc7\u53bb\u51e0\u5e74\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3\u4e3b\u8981\u6765\u81ea\u4e09\u4ef6\u4e8b\uff1a\u53c2\u6570\u89c4\u6a21\u3001\u8bad\u7ec3\u7b97\u529b\u3001\u9ad8\u8d28\u91cf\u6570\u636e\u3002\u8c01\u7684\u6a21\u578b\u66f4\u5927\u3001\u8bad\u7ec3\u6570\u636e\u66f4\u591a\u3001GPU \u96c6\u7fa4\u66f4\u5f3a\uff0c\u8c01\u5c31\u5360\u636e\u4f18\u52bf\u3002<\/p>\n<p style=\"text-align: left\">\u4f46 Frontier-Eng \u7684\u5b9e\u9a8c\u7ed3\u679c\u6697\u793a\uff0c\u62a4\u57ce\u6cb3\u53ef\u80fd\u6b63\u5728\u53d1\u751f\u8f6c\u79fb&mdash;&mdash;\u4ece\u8bad\u7ec3\u4fa7\u8f6c\u5411\u63a8\u7406\u4fa7\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/b2\/43\/b2431f0c46b4a6b8e2f0389a0cfd8a15.png\" height=\"1254\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u4e0d\u540c\u6a21\u578b\u7684\u8be6\u7ec6\u8bc4\u6d4b\u7ed3\u679c<\/span><\/p>\n<p style=\"text-align: left\">\u6362\u53e5\u8bdd\u8bf4\uff0c\u672a\u6765\u771f\u6b63\u91cd\u8981\u7684\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u6a21\u578b\u300c\u77e5\u9053\u4ec0\u4e48\u300d\uff0c\u800c\u662f\u5b83\u80fd\u5426\u5728\u957f\u671f\u73af\u5883\u53cd\u9988\u4e2d\u6301\u7eed\u4f18\u5316\u3001\u5728\u590d\u6742\u641c\u7d22\u7a7a\u95f4\u91cc\u7a33\u5b9a\u6536\u655b\u3001\u5728\u6709\u9650\u7b97\u529b\u4e0b\u5b8c\u6210\u9012\u5f52\u63a8\u7406\u3001\u5728\u771f\u5b9e\u4eff\u771f\u5668\u4e2d\u4e0d\u65ad\u81ea\u6211\u4fee\u6b63\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4f1a\u76f4\u63a5\u6539\u53d8\u6574\u4e2a Agent \u57fa\u7840\u8bbe\u65bd\u7684\u7ade\u4e89\u65b9\u5411\u3002\u56e0\u4e3a\u4e00\u65e6\u667a\u80fd\u5f00\u59cb\u66f4\u591a\u5730\u6765\u81ea inference-time optimization\uff08\u63a8\u7406\u65f6\u4f18\u5316\uff09\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u7684\u9884\u8bad\u7ec3\uff0c\u90a3\u4e48\u51e0\u4ef6\u4e8b\u5c06\u540c\u65f6\u53d1\u751f\uff1a<\/p>\n<p style=\"text-align: left\">\u9996\u5148\uff0cAI for Science \u53ef\u80fd\u5c06\u8fce\u6765\u771f\u6b63\u7684\u7206\u53d1\u3002\u79d1\u5b66\u7814\u7a76\u672c\u8eab\u5c31\u662f\u6700\u5b8c\u7f8e\u7684\u300c\u751f\u6210\u5f0f\u4f18\u5316\u300d\u573a\u666f&mdash;&mdash;\u63d0\u51fa\u5047\u8bbe\u3001\u5b9e\u9a8c\u9a8c\u8bc1\u3001\u4fee\u6b63\u5047\u8bbe\u3001\u518d\u9a8c\u8bc1\uff0c\u8fd9\u4e2a\u5faa\u73af\u548c Frontier-Eng \u6d4b\u8bd5\u7684\u8fc7\u7a0b\u51e0\u4e4e\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n<p style=\"text-align: left\">\u5176\u6b21\uff0cAgent \u7684\u5f00\u53d1\u8303\u5f0f\u4f1a\u4ece prompt engineering \u8f6c\u5411 reasoning architecture\u3002\u5f00\u53d1\u8005\u5c06\u4e0d\u518d\u4ec5\u4ec5\u76ef\u7740\u63d0\u793a\u8bcd\u7684\u63aa\u8f9e\uff0c\u800c\u662f\u53bb\u601d\u8003\u5982\u4f55\u6784\u5efa\u66f4\u5f3a\u7684\u63a8\u7406\u94fe\u3001\u66f4\u9ad8\u6548\u7684\u641c\u7d22\u7b56\u7565\u3001\u66f4\u667a\u80fd\u7684\u53cd\u601d\u673a\u5236\u3002<\/p>\n<p style=\"text-align: left\">\u6b64\u5916\uff0c\u957f\u7a0b\u8bb0\u5fc6\u3001\u5de5\u5177\u8c03\u7528\u3001\u641c\u7d22\u548c\u53cd\u601d\u80fd\u529b\u5c06\u53d8\u5f97\u8d8a\u6765\u8d8a\u5173\u952e\uff0c\u800c\u7b97\u529b\u5206\u914d\u672c\u8eab\u4e5f\u4f1a\u6210\u4e3a\u4e00\u79cd\u65b0\u7684\u57fa\u7840\u8bbe\u65bd\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cFrontier-Eng \u4e0d\u53ea\u662f\u4e00\u4e2a\u5b66\u672f benchmark\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u5f20\u8def\u7ebf\u56fe&mdash;&mdash;\u544a\u8bc9\u6574\u4e2a\u884c\u4e1a\uff0c\u4e0b\u4e00\u9636\u6bb5\u7684\u7ade\u4e89\u7126\u70b9\u5728\u54ea\u91cc\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #000000\">04 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u5c3e\u58f0 <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u56de\u5230\u5f00\u5934\u90a3\u4e2a\u95ee\u9898\uff1aAI \u505a\u79d1\u7814\uff0c\u6700\u96be\u66ff\u4ee3\u4eba\u7c7b\u7684\u662f\u54ea\u4e2a\u73af\u8282\uff1f<\/p>\n<p style=\"text-align: left\">\u5728\u8bfb Frontier-Eng \u8fd9\u7bc7\u8bba\u6587\u4e4b\u524d\uff0c\u6211\u7684\u56de\u7b54\u53ef\u80fd\u662f\u300c\u76f4\u89c9\u300d\u548c\u300c\u521b\u9020\u529b\u300d\u3002\u4f46\u73b0\u5728\u6211\u89c9\u5f97\uff0c\u7b54\u6848\u53ef\u80fd\u6b63\u5728\u88ab\u6539\u5199\u3002<\/p>\n<p style=\"text-align: left\">Frontier-Eng \u544a\u8bc9\u6211\u4eec\uff0cAgent \u6b63\u5728\u8d70\u51fa\u6587\u5b57\u6e38\u620f\u7684\u300c\u6e29\u5ba4\u300d\uff0c\u8fdb\u5165\u7269\u7406\u89c4\u5f8b\u7684\u300c\u7ade\u6280\u573a\u300d\u3002\u5b83\u4eec\u5f00\u59cb\u5b66\u4e60\u7684\uff0c\u4e0d\u518d\u53ea\u662f\u5982\u4f55\u7ed9\u51fa\u4e00\u4e2a\u6f02\u4eae\u7684\u7b54\u6848\uff0c\u800c\u662f\u5982\u4f55\u5728\u6210\u5343\u4e0a\u4e07\u6b21\u5931\u8d25\u4e2d\uff0c\u4e00\u70b9\u4e00\u70b9\u5730\u62a0\u51fa\u90a3 1% \u7684\u6027\u80fd\u7a81\u7834\u3002<\/p>\n<p style=\"text-align: left\">\u800c\u8eab\u5904\u5176\u4e2d\uff0c\u6211\u4eec\u5f80\u5f80\u540e\u77e5\u540e\u89c9\u3002\u4f46\u628a\u65f6\u95f4\u7ef4\u5ea6\u62c9\u957f\uff0c\u4e5f\u8bb8\u591a\u5e74\u540e\u56de\u770b\uff0c2025 \u5e74\u524d\u540e\u8fd9\u6bb5\u65f6\u95f4\uff0c\u6b63\u662f AI \u4ece\u300c\u806a\u660e\u7684\u56de\u7b54\u8005\u300d\u53d8\u6210\u300c\u6267\u7740\u7684\u4f18\u5316\u8005\u300d\u7684\u8f6c\u6298\u70b9\u3002<\/p>\n<p style=\"text-align: left\">\u4e0d\u53ea\u6709\u805a\u5149\u706f\u4e0b\u7684 OpenAI\u3001Google DeepMind \u4eec\u5728\u63a8\u52a8\u8fd9\u4e2a\u8fdb\u7a0b\uff0c\u66f4\u6709\u50cf Einsia AI \u8fd9\u6837\u7684\u56e2\u961f\uff0c\u5728\u7528\u4e25\u8c28\u7684\u5b9e\u9a8c\u6846\u67b6\u4e08\u91cf\u667a\u80fd\u7684\u771f\u5b9e\u8fb9\u754c\u3002<\/p>\n<p style=\"text-align: left\">\u800c\u4e0b\u4e00\u4ee3 Agent 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