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AI时代的技能:为何培养“能动性”比职位头衔更重要 | Max Schoening (Notion)

来源: Lenny's Podcast | Max Schoening | May 02, 2026 播客: Lenny's Podcast 分类: 其他 原文发表: May 02, 2026 纪要生成: 2026-06-29


全集重点


嘉宾/话题简介

Max Schoening 是一个难以用单一头衔定义的人。他曾是 Google 的产品经理,在 Heroku 负责设计团队,在 GitHub 担任设计领导者和工程师,也是一位两次创业者,目前是 Notion 的产品负责人。他被认为是AI原生时代的深度思考者,本集播客中,他深入探讨了AI如何重塑软件构建与产品团队的角色,以及在这个时代为何“能动性”比具体技能更重要。


分节详述

00:00 开场与嘉宾背景

本节重点

详细精要

💬 精华片段(中文)

"在以前,你总是可以轻松地说,'我永远也做不到这件事,因为……'(然后插入某个技能短板)。但我们正在意识到,即使你触手可及地拥有这些技能,真正重要的依然是能动性。我认为能动性在世界上的分布并不均匀。"

"Before it was very easy to always say, well, I will never be able to do this because insert skill issue. We're realizing that even if you have the skills at your fingertips, the thing that matters is agency. I don't think agency is very evenly distributed in the world."

03:38 AI时代的产品团队与角色演变

本节重点

详细精要

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"这关乎在设计媒介里去思考,而这个媒介最终将在工程接手后成为实际的东西。……当你说,‘哦,模型在非编码领域也取得了巨大进步’,我会想:‘你不过是把编码原则应用到了那个领域而已,这很棒,但这就是它进步的方式。’"

"...it's about them thinking and designing in the medium that will actually end up being the real thing once engineering takes it over. ... When the model companies say, 'Oh, we've made great progress in this other non-coding domain.' I was like, 'You just applied coding principles to this domain, which is wonderful, but that's what it's getting better at, right?'”

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16:00 如何培养“能动性”与“可塑软件”的理念

本节重点

详细精要

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"可塑软件的理念是,软件的运作应更贴近其使用者的利益,而非制作者的公司的利益。……想象一下,你住在一个你不能重新布置起居室的房子里,厨房必须完全按照别人决定的样子来设置。我们是不会接受这种事的,对吧?但这就是我们目前在软件世界里所处的状态。"

"Malleable software is the idea that software works closer to the interest of the people that use it than the interest of the corporation that makes it. ... imagine you lived in an environment where you do not get to rearrange your living room and the kitchen has to be exactly set up the way that someone else decided. We would not take that, right? But that is kind of the world that we have in software right now."

23:58 SaaS的“天启”与“软件即服务”的持久价值

本节重点

详细精要

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"随着软件维护成本的去中心化或降低,人们首先会喜欢上构建一些有趣但最终需要自己维护的东西。我不认为人们真的想要那样。……你付钱购买‘作为服务’的,是维护和一群深入思考某个问题的专家。我认为这不会消失。"

"I don't think people want that. I think for the most part it's nice if you can just... People don't want to go hunting either. They just want to go to Costco and have the the steak in a styrofoam packaging... you pay for in the as a service is the maintenance and a bunch of specialists thinking really hard about a problem and so I don't think that's going away."

28:06 AI如何改变产品构建的具体流程

本节重点

详细精要

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"我想说,每个项目的前10%现在是免费的。……以前我们说,‘给我一些能让我做出反应的东西’,意思是你写个PRD也行,但最好是写个更新日志或博客草稿。现在,让别人能做出反应变得容易多了,比如,‘嘿,这是这个版本的产品。’"

"I think the first 10% of every project are now free. ... We used to say this at at GitHub in in our product reviews a lot which is demos not memos and then we would say give me something to react to ... Now it's much easier to give people something to react to as in yeah here's the version of the product."

34:18 AI工具使用的成本、ROI与推广策略

本节重点

详细精要

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"我认为在6到12个月后,很多公司会开始就AI投资回报率提问,这对很多人来说会是个不太舒服的对话。……把Token花费当作一个值得吹嘘的指标,这很危险,就像人们吹嘘自己一天写了几千行代码一样。"

"I do suspect in six to 12 months from now a lot of companies are going to actually start asking questions around ROI and I think that will be an uncomfortable conversation for for a lot of folks ... there's a real danger in sort of making the token spend the the metric to like boast about, which is the same as when people boast about how many lines of code they've written in a day."

41:38 AI变革的下一个领域与Agent的本质

本节重点

详细精要

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"我认为在那时,与其说是其他领域有某种专门的模型进化,不如说是软件工程的能力进入到了所有其他领域。……所有的AI代理,如果你去看它们的脚手架,无论是开源的还是模型公司出的,都长得像一个编程代理。"

"I think then in that case it's more that software engineering will go into all the other domains not necessarily that there is sort of some sort of yeah like ... all agents are also like if you look at all the harnesses ... they all resemble a coding agent."

48:27 Notion AI Agent的成功之道与产品哲学

本节重点

详细精要

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"我们所有的伟大产品,都有一个极小的核心,它优秀得无以伦比。而最大的一个陷阱就是,你陷入这样一个循环:只要我再给产品加一个功能,它最终就会变得伟大。但这从来都不会成功。"

"All the great products have something tiny that is a superpower. one tiny core that is so exceptionally good. One of the biggest pitfalls is if you get into the loop of if I just add one more thing to the product, it will be finally great. That never works."

56:17 品味、成功产品的要素与“从用户出发”

本节重点

详细精要

💬 精华片段(中文)

"如果我必须描述品味到底是什么,那就是:你能够在自己头脑中运行一个虚拟机,给定一个想法,你可以预测某个特定的内部群体会不会喜欢它。……而要做到这一点,你只需要不断重复练习。这几乎就像是训练一个模型。"

"If I had to describe what taste actually means, it's you're able to run ... a virtual machine in your head where given an idea, you can predict for a certain inroup whether they're going to like it or not. ... And to do that you just have to do reps. It's almost like training a model..."

01:07:41 对UBI的看法与人生思考

本节重点

详细精要

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"我的观点是,我们已经有了全民基本收入,它就叫知识工作。我这么说半是玩笑,但也半是真的。……你看看我们真正需要的东西才能生活、满足,其实很少。我们创造了这个等级制度,所有这些看似绝对必要的工作……人类非常善于发明,我们总能找到新的理由证明为什么我们绝对必须留在这个闭环里。"

"My take is that we already have universal basic income. It's called knowledge work. ... if you really look about at what do we actually need to live and like to be content, it is a lot less. and we've built this hierarchy and this sort of all these jobs ... we are so inventive and we come up with new reasons of why we absolutely must be in that loop."

01:16:30 快速问答(Lightning Round)

本节重点

详细精要

💬 精华片段(中文)

"出门散个步……无论你想去哪里。仔细看看你周围的一切,是如何被并不比你更聪明的人制造出来的。并且意识到,可能在6到9个月的时间里,对于你周围的大多数事物,你都能学会如何从零开始制造它。"

"Go for a walk ... And just carefully look at how everything around you is made up by people that are no smarter than you and realize that probably in the span of 6 to 9 months, you can for most things around you figure out how to make it from scratch. And therefore, uh, you have much more agency than than you think. And so, just exercise that."


专业术语注释

术语 解释
Agency (能动性) 指个人不依赖外部指令,主动“改变事物”的意愿和能力。在本集语境下,它被视为超越具体技术技能的、AI时代最核心的个人素质。
Vibe Coding 一种新兴的编程范式,通过自然语言与AI交互来生成代码,而不是手动逐行编写。Max认为它能提高产出的数量,但并未显著提升软件的质量。
Agent Loop (代理循环) AI代理执行任务时的“思考-行动-观察”循环。深刻理解其运作原理,成为Max评估产品设计师能否设计AI产品的新标准。
PRD (产品需求文档) Product Requirements Document。一种传统的、以文档为中心的产品规划方法,Max观点是它在AI时代已逐渐被可交互的原型所取代。
Malleable Software (可塑软件) 一种软件设计哲学,指软件应能被其用户(而非仅仅开发者)根据自身需求轻松修改和调整,从而更贴合用户的利益。
SaaS Apocalypse (SaaS天启/灭亡论) 一种观点,认为AI强大的代码生成能力将使未来企业可以自建所有内部工具,从而导致现有SaaS商业模式的消亡。Max对此持批判态度。
Taste (品味) Max将其定义为一种可训练的、在头脑中模拟特定用户群体对某事物反应的“预测模型”,其核心训练方式是迭代与获取反馈。
Jobs to Be Done (JTBD) 源于Clayton Christensen的创新理论框架,核心是关注用户“雇佣”一个产品去完成的“任务”,而非用户本身属性。Max将其作为预防团队自我陶醉的思维工具。
Universial Basic Income (UBI) 全民基本收入。Max幽默地提出,当下的“知识工作”本身就是一种形式的UBI。
Shots on Goal (射门得分) Notion内部术语,指鼓励团队通过增加实验和尝试(射门)的频次来获取成功,尤其在AI时代实验成本大幅降低的背景下。
Incremental Correctness (增量正确) Max的核心产品价值观之一,指不断快速迭代,但在迭代后必须做艰难的工作,将多条演进分支收敛、整合成一个最简洁的核心。
(R) Open Weight Models (开放权重模型) 与只提供API的闭源模型相对,指其模型权重文件被公开,允许用户自行部署和微调的AI模型。Max认为这种模型的扩散有助于避免权力集中。

延伸思考

  1. “能动性”的量化与培养:既然“能动性”被反复强调为AI时代的第一素质,它应如何被识别、评估和培养?在K-12教育和企业培训体系中,我们是否需要(以及如何)设计专门针对“能动性”的课程?
  2. “品味”的A/B面:Max认为“品味”是像训练模型一样,通过特定群体的反馈来校准的。这是否意味着“大众品味”和“精英品味”都只是一种训练数据的差异?当AI掌握足够多的“品味”模式后,人类创作者的价值是否会进一步受到挑战?
  3. 软件质量的代价:Max深刻指出了软件行业整体质量的下滑——从功能频繁回退到TUI渲染问题。在AI将开发“前10%”成本降至零的时代,企业是否有足够的定力砸下重注,去打磨成本和耗时都“仍是90%”的最后10%工艺?消费者的忍耐阈值在哪里?
  4. 专业化的护城河:通过Costco牛排和Slack的决策流程图,Max论证了“专业化即服务”的永恒价值。面对越来越强的通用AI Agent,像Slack这类高度专业化的垂直SaaS,其不可替代性的边界会在哪里被击穿?是AI对长尾场景的理解,还是对企业定制化流程的渗透?
  5. “直接操控”会回归吗?:Max提出了一个关键观察:如果AI推理从“缓慢排队”变成“即时响应”,人机交互范式会不会从“委托-检查”的对话式,回归到“直接操控”的图形界面式?这将是决定下一代操作系统形态的根本性问题。

原文发表:May 02, 2026  ·  纪要生成:2026-06-29