[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$f1a2owui85qaoy":3,"$f2qrk5n7zycnwa":16,"$f2793z2r6nktmc":50,"$f2cqk3dcnh0w77":2152,"$f21zt1njl8ksp5":2644,"$fo7yd34nr231i":2739},[4,8,12],{"name":5,"universities":6,"programs":7},"香港",18,842,{"name":9,"universities":10,"programs":11},"澳门",8,189,{"name":13,"universities":14,"programs":15},"港校内地校区",4,82,{"id":17,"uni":18,"url":19,"body":20,"date":21,"year":22,"chips":23,"title":34,"topic":35,"source":18,"status":36,"content":37,"summary":38,"keywords":39,"readTime":40,"dateLabel":41,"sourceType":42,"related_program_ids":43,"relatedProgramIds":49},"editorial-3dc41e9052ccd295","香港大学","https:\u002F\u002Fmp.weixin.qq.com\u002Fs\u002FAw_OqNfKdPJcsXH3NVdRSw",[],"2026-10-24","2026",[24,26,29,32],{"cls":25,"text":18},"pu",{"cls":27,"text":28},"info","AI蒸馏",{"cls":30,"text":31},"","人力资本",{"cls":30,"text":33},"职场价值","香港大学学者：被AI蒸馏后，你的经验还值钱吗","院校动态","published","\u003Cp>2026年10月，香港大学经管学院经济学副教授于萍与经济学高级讲师章逸飞在FT中文网撰文指出：当你的工作方式可以被提取、复制、永久存在于企业服务器里，一个劳动经济学隐含六十年的前提正在被动摇——人力资本到底属于谁？两位作者判断\"短期内没有好出路\"，并给每位职场人留了一道自我检查题。\u003C\u002Fp>\n\n\u003Ch2>一、\"同事.skill\"与赛博永生\u003C\u002Fh2>\n\u003Cp>文章的起点是一个真实事件：2026年4月，一个名为\"同事.skill\"的开源项目在GitHub上火了。功能很直白——把离职同事的聊天记录、工作文档、邮件喂给AI，几分钟后生成一个数字分身，能用这位同事的口吻回答业务问题，连写代码的风格都能模仿。项目宣传语带着黑色幽默：\"将冰冷的离别化为温暖的Skill（技能），欢迎加入赛博永生。\"\u003C\u002Fp>\n\u003Cp>\"蒸馏\"原本是机器学习术语，指把大模型的能力压缩到小模型里。现在它有了职场版的新含义：把一个人多年积攒的职业经验压缩打包成AI可以调用的技能文件。人走了，数字分身留下。\u003C\u002Fp>\n\n\u003Ch2>二、被动摇的前提：人力资本属于谁\u003C\u002Fh2>\n\u003Cp>作为经济学教员，两位作者对这件事的兴趣在于它撕开了一个一直被忽视的问题：人力资本到底属于谁？\u003C\u002Fp>\n\u003Cp>过去六十年，劳动经济学有一个隐含前提：人力资本跟人是绑定的。你的手艺、经验、判断力，企业留不住，跳槽就全带走了。企业不愿花大钱做通用培训，怕的就是你学完就跑。蒸馏技术动摇的恰恰是这个前提——当你的工作方式可以被提取、复制、永久存在企业服务器里，人力资本就变成了企业的固定资产。用作者的话说：\u003Cstrong>你辞职了，你的数字分身还在加班。\u003C\u002Fstrong>\u003C\u002Fp>\n\n\u003Ch2>三、你的工资在为谁买单\u003C\u002Fh2>\n\u003Cp>顺着这个逻辑，有一个更切身的问题：你的工资到底在为什么买单？粗略地说，工资对应两样东西：\u003C\u002Fp>\n\u003Cul>\n\u003Cli>\u003Cstrong>显性知识\u003C\u002Fstrong>：可以写在操作手册里的能力——整理数据、写审计报告、配服务器。容易编码，容易标准化。\u003C\u002Fli>\n\u003Cli>\u003Cstrong>隐性知识\u003C\u002Fstrong>：面对模糊局面时的判断——这个客户值不值得深谈，这份数据的异常到底是噪音还是信号。藏在直觉里，学徒跟师傅干三年才能慢慢领悟。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>过去劳动力市场给这两样东西混在一起定了价。蒸馏做的事情，就是把第一样东西近乎零成本地抽走。一旦显性知识被AI吸收，企业就不需要再为这部分付工资，你剩余的薪酬将只反映那些蒸馏不走的部分。\u003C\u002Fp>\n\u003Cp>麻烦在于，我们大多数人习惯高估自己工作中隐性知识的比重。一个资深客户经理觉得自己对客户心理的把握是独门绝技，但这种把握的大部分内容其实已经沉淀在过去三年的邮件往来里。\"同事.skill\"四个小时就能做出来还好使，正是因为大量所谓的经验本质上就是可编码的模式，以前只是没有趁手的工具去提取。\u003C\u002Fp>\n\n\u003Ch2>四、非竞争性商品与议价权塌方\u003C\u002Fh2>\n\u003Cp>更让人不安的是，替代过程会自我加速。经济学里有个概念叫\u003Cstrong>非竞争性商品\u003C\u002Fstrong>：一首歌录完之后，一百万人听和一个人听的成本几乎相同。数字音乐摧毁了唱片业的定价权，因为复制的边际成本趋近于零。\u003C\u002Fp>\n\u003Cp>skill文件正在把人力资本推向同样的命运：一个工程师的经验被蒸馏后，skill可以同时给十个项目组调用，24小时不休息，零成本复制到任何服务器里。当你的能力变成非竞争性商品，议价权就塌方了。\u003C\u002Fp>\n\n\u003Ch2>五、一个集体行动困境\u003C\u002Fh2>\n\u003Cp>宏观地看，这场技术革命可能无意识地在导致一个由外部性驱动的集体行动困境：\u003C\u002Fp>\n\u003Cul>\n\u003Cli>单个企业有动机把员工技能流程化、自动化、低成本化，以降低成本、提升竞争力；\u003C\u002Fli>\n\u003Cli>但如果多数企业都这么做，劳动收入可能被压低，社会消费能力下降，进而通过总需求萎缩反噬企业营收，形成负向反馈循环。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>作者还指出第二重循环：由于AI的替代，雇佣员工的数量也会下降，从而造成系统中新的skill增长缓慢——如果雇佣新员工不会对系统的skill有明显提升，企业就没有动力雇佣新的员工，进一步加剧负向反馈。\u003C\u002Fp>\n\n\u003Ch2>六、出路：一次痛苦的价值重估\u003C\u002Fh2>\n\u003Cp>笔者的看法\"不讨巧\"：短期内没有好出路。蒸馏的门槛已经低到一个下午就能搞定，立法禁止大概率像禁止音乐盗版一样徒劳。真正会发生的是劳动力市场的全面重新定价——那些以为自己在卖经验、实际上在卖可编码流程的人，将经历一次痛苦的价值重估。\u003C\u002Fp>\n\u003Cp>唯一值得认真对待的策略是：想清楚你每个月工资里面，多大比例是在为显性知识买单，多大比例是在为隐性知识买单，然后拼命增加后者的比重。用作者的话收尾：你最好在被别人蒸馏之前就想明白这件事。\u003C\u002Fp>\n\n\u003Ch2>七、对读研选题与能力建设的三点启示\u003C\u002Fh2>\n\u003Cp>这篇文章虽非招生内容，但对正在规划硕士阶段的学生有直接的参考价值：\u003C\u002Fp>\n\u003Cul>\n\u003Cli>\u003Cstrong>显性知识需要系统训练，但不应止步于此\u003C\u002Fstrong>：数据分析、编程、工具链这类\"可编码\"能力是就业的基本盘，对应 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按学科浏览。\u003C\u002Fp>\n\u003Cblockquote>\u003Cp>说明：本文为两位作者发表于FT中文网的评论文章，观点为个人学术分析，不构成职业或投资建议；文中引用的项目信息以院校官网最新公布为准。\u003C\u002Fp>\u003C\u002Fblockquote>\n\n\u003Ch2>常见问题\u003C\u002Fh2>\n\u003Cp>\u003Cstrong>问：\"蒸馏\"在文章里是什么意思？\u003C\u002Fstrong>原指把大模型能力压缩到小模型；职场版指把个人多年职业经验压缩打包成AI可调用的技能文件。\u003C\u002Fp>\n\u003Cp>\u003Cstrong>问：显性知识和隐性知识怎么区分？\u003C\u002Fstrong>显性知识是能写进操作手册的能力（整理数据、写报告），隐性知识是面对模糊局面时的判断（客户值不值得深谈）。前者易被AI编码，后者难。\u003C\u002Fp>\n\u003Cp>\u003Cstrong>问：作者认为普通职场人该怎么办？\u003C\u002Fstrong>算清自己工资里显性与隐性知识的占比，拼命增加后者比重；因为\"被蒸馏\"之后，市场只为蒸馏不走的能力付钱。\u003C\u002Fp>\n\u003Cp>\u003Cstrong>问：这篇文章是谁写的？\u003C\u002Fstrong>香港大学经管学院经济学副教授于萍与经济学高级讲师章逸飞，2026年10月刊于FT中文网。\u003C\u002Fp>","香港大学经管学院经济学副教授于萍与高级讲师章逸飞撰文指出，当职业经验可被“蒸馏”为AI技能文件，人力资本归属、工资定价与议价权都将被重新定价。文章拆解显性知识与隐性知识的分野、非竞争性商品困境与集体行动陷阱，并给出对读研选题与能力建设的启示。","香港大学,AI蒸馏,人力资本,显性知识,隐性知识,同事.skill,劳动经济学,于萍,章逸飞","8","10-24","rewritten",[44,45,46,47,48],"香港大学-mscbusinessanalytics-279","香港大学-mdatascience-287","香港大学-meconomics-275","香港大学-mstatistics-291","香港大学-mscartificialintelli-313",[44,45,46,47,48],[51,72,93,112,133,142,164,185,211,233,250,268,290,311,334,351,376,398,422,444,463,481,504,524,547,570,591,612,634,655,678,697,717,734,757,773,794,816,840,860,881,903,927,947,969,987,1012,1030,1049,1068,1091,1112,1130,1149,1167,1184,1206,1228,1246,1263,1283,1306,1324,1349,1379,1396,1423,1452,1475,1503,1523,1550,1572,1594,1619,1653,1672,1702,1723,1740,1761,1780,1801,1819,1835,1851,1870,1890,1908,1927,1947,1969,1985,2007,2023,2047,2066,2093,2112,2134],{"id":52,"uni":18,"url":53,"body":54,"date":21,"year":22,"chips":55,"title":63,"topic":35,"source":18,"status":36,"summary":64,"keywords":65,"readTime":66,"dateLabel":41,"sourceType":42,"related_program_ids":67,"relatedProgramIds":71},"editorial-ca2252f80f07cd74","https:\u002F\u002Fmp.weixin.qq.com\u002Fs\u002FEynkdN-iLw81-va-fk7Bmg",[],[56,57,59,61],{"cls":25,"text":18},{"cls":27,"text":58},"MBA导师计划",{"cls":30,"text":60},"开放日",{"cls":30,"text":62},"2027届","香港大学MBA导师计划启动2027届首场交流晚宴，开放日与三城行紧随其后","香港大学（港大）MBA于2026年10月举办2027届全日制MBA首场导师交流晚宴，并公布10月24日开放日及10月30日至11月3日上海、北京、广州行的安排。导师计划作为职业服务的核心支柱，为全日制MBA学生对接行业领袖、拓展职业网络提供了制度化通道。","香港大学,港大MBA,MBA导师计划,MBA开放日,港澳商科硕士","约 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