npx skills add https://github.com/wondelai/skills --skill drive-motivation基于人类真实动机科学,为产品、团队和组织设计动机系统的框架。用内在动机取代过时的胡萝卜加大棒思维。
高绩效的秘诀不是奖励和惩罚——而是人类内心深处对主导自己生活、学习创造新事物、为自己和世界做得更好的需求。
基础: 对于任何需要哪怕是最基本认知努力的任务,外部奖励(奖金、奖品、惩罚)要么无效,要么会积极导致绩效变差。内在动机——自主、精通、目标——驱动持久的参与度。
目标:10/10。 在评估动机系统(产品功能、团队激励、游戏化、参与循环)时,根据 AMP 原则进行 0-10 分评分。10/10 意味着该系统支持自主性、促进精通度并连接到目标;较低的分数表明依赖外部奖励或控制行为。始终提供当前分数以及达到 10/10 的改进建议。
| 版本 | 核心假设 | 方法 | 时代 |
|---|---|---|---|
| 1.0 | 人类是生物性存在 | 生存驱动(食物、住所、安全) | 前工业时代 |
| 2.0 | 人类对奖励/惩罚做出反应 | 胡萝卜加大棒(奖金、惩罚) | 工业时代 |
| 3.0 | 人类寻求自主、精通、目标 | 内在动机 | 知识经济 |
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大多数组织仍然运行在动机 2.0 上,但它从根本上已不适合现代工作。
外部奖励("如果-那么"奖励:"如果你做 X,那么你得到 Y"):
| 缺陷 | 机制 | 示例 |
|---|---|---|
| 1. 扼杀内在动机 | 将玩耍变成工作 | 因画画而获得报酬的孩子在停止支付报酬后停止了画画 |
| 2. 降低绩效 | 视野变窄,创造力下降 | 蜡烛问题:奖励组表现更差 |
| 3. 压制创造力 | 关注奖励,而非探索 | 创作委托作品的艺术家创造力较低 |
| 4. 排挤良好行为 | 财务框架取代道德框架 | 日托中心迟到接娃罚款:迟到率增加(变成了一项"服务") |
| 5. 鼓励作弊 | 目标固化导致走捷径 | 富国银行虚假账户丑闻 |
| 6. 变得成瘾 | 需要越来越大的奖励 | 奖金升级:去年的奖金 = 今年的期望 |
| 7. 助长短期思维 | 为奖励周期优化 | 季度奖金 → 季度思维 |
外部奖励有效的情况:
外部奖励无效(且有害)的情况:
参见:references/extrinsic-rewards.md 了解奖励失效背后的科学依据。
定义: 主导自己生活的愿望——对我们做什么、何时做、如何做以及与谁一起做有选择权。
自主 ≠ 独立。 自主意味着有选择地行动。你可以在与团队相互依赖的同时保持自主。
自主的四个 T:
| 维度 | 问题 | 示例 |
|---|---|---|
| 任务 | 我做什么工作? | Google 的 20% 时间,Atlassian ShipIt 日 |
| 时间 | 我什么时候工作? | 弹性工作时间,无强制会议 |
| 技术 | 我怎么做? | 选择自己的工具、方法、途径 |
| 团队 | 我和谁一起工作? | 自组织团队,选择协作者 |
产品应用:
| 场景 | 自主性杀手 | 自主性赋能者 |
|---|---|---|
| 新手引导 | 强制线性教程 | 选择自己的路径,跳过步骤 |
| 自定义 | 一刀切 | 主题、布局、偏好设置 |
| 内容 | 仅算法推荐信息流 | 用户控制的信息流、过滤器 |
| 沟通 | 强制通知 | 通知偏好设置、勿扰模式 |
| 工作流 | 僵化的流程 | 灵活的工作流,自定义自动化 |
| 功能 | 功能臃肿(全部可见) | 显示/隐藏功能,渐进式呈现 |
自主性审计问题:
侵犯自主性的警示信号:
参见:references/autonomy.md 了解自主性设计模式。
定义: 在重要的事情上变得更好的愿望——持续改进和成长。
精通是一种心态,而非终点。 它是渐近的——你可以接近它,但永远无法完全达到。乐趣在于追求的过程。
精通的三大法则:
法则 1:精通是一种心态
法则 2:精通是一种痛苦
法则 3:精通是渐近的
心流通道:
焦虑
/
/
心流 ←──────────── 最佳挑战区
\
\
无聊
低技能 ──────────────── 高技能
心流条件:
产品应用:
| 场景 | 精通设计 | 示例 |
|---|---|---|
| 进度 | 可见的技能发展 | GitHub 贡献图,Duolingo 等级 |
| 难度 | 适应性挑战 | 根据玩家技能调整的游戏 |
| 反馈 | 即时、清晰的信号 | 实时写作分析(Grammarly) |
| 目标 | 清晰、可实现的里程碑 | LinkedIn 个人资料强度计 |
| 学习 | 技能树、结构化路径 | Codecademy 学习路径 |
| 连续记录 | 一致性追踪 | Duolingo 连续记录(注意:可能变成外部奖励) |
精通审计问题:
侵犯精通性的警示信号:
参见:references/mastery.md 了解精通设计模式和心流状态原则。
定义: 渴望为我们所做的事情服务,使其超越我们自身。
目标是自主和精通的背景。 没有目标,自主是漫无目的的,精通是空洞的。
目标的三种表现形式:
| 表现形式 | 如何体现 | 示例 |
|---|---|---|
| 目标 | 目标驱动的目的 | TOMS:"每购买一件产品,TOMS 将帮助一位有需要的人" |
| 措辞 | 目标的语言,而非利润的语言 | "伙伴"而非"员工","社区"而非"用户" |
| 政策 | 体现目标的行动 | Patagonia:"不要买这件夹克"活动 |
产品应用:
| 场景 | 目标设计 | 示例 |
|---|---|---|
| 使命 | 清晰、鼓舞人心的"为什么" | "整合全球信息,使人人皆可访问并从中受益"(Google) |
| 影响 | 展示用户的贡献 | Wikipedia 编辑计数器,Kiva 贷款影响 |
| 社区 | 连接到更大的事物 | 开源贡献,社区目标 |
| 透明度 | 展示产品如何提供帮助 | Charity: Water 显示确切的水井位置 |
| 价值观 | 使产品与信念保持一致 | Ecosia:"搜索网络,种植树木" |
目标审计问题:
产品设计中的目标:
参见:references/purpose.md 了解目标驱动设计模式。
错误的游戏化(外部奖励,动机 2.0):
正确的游戏化(内在动机,动机 3.0):
| 原则 | 错误(外部奖励) | 正确(内在动机) |
|---|---|---|
| 自主 | 强制挑战,强制参与 | 选择挑战,自愿参与 |
| 精通 | 事事计分 | 基于技能的进阶,有意义的里程碑 |
| 目标 | 无意义的竞争 | 为社区做贡献,个人成长 |
示例:Duolingo
如何将 AMP 应用于团队管理:
| 原则 | 管理者行动 | 示例 |
|---|---|---|
| 自主 | 给予任务、时间、技术、团队的控制权 | "这是目标。如何实现由你决定。" |
| 精通 | 提供挑战、反馈、成长机会 | 延伸性任务、导师指导、技能发展预算 |
| 目标 | 将工作与使命联系起来 | "这是为什么这对我们的客户很重要" |
"如果-那么"奖励 vs. "既然-那么"奖励:
Pink 的建议:
基线:
参见:references/applications.md 了解产品和团队应用。
| X 型(外部奖励驱动) | I 型(内在动机驱动) |
|---|---|
| 由外部奖励驱动 | 由自主、精通、目标驱动 |
| 关注外部认可 | 关注内在满足感 |
| 短期导向 | 长期导向 |
| 视努力为负担 | 视努力为精通之路 |
| 倾向于固定型思维模式 | 倾向于成长型思维模式 |
目标: 设计培养 I 型行为的产品和团队。
I 型行为:
| 错误 | 失败原因 | 修正方法 |
|---|---|---|
| 事事计分 | 排挤内在动机 | 为有意义的里程碑保留奖励 |
| 强制参与 | 扼杀自主性 | 让参与成为自愿选择 |
| 对所有人同样的挑战 | 无心流状态(无聊或焦虑) | 匹配技能水平的适应性难度 |
| 没有可见的进步 | 无法看到精通度 | 进度指示器,技能追踪 |
| 缺少"为什么" | 行动感觉毫无意义 | 将每个功能连接到目标 |
| 如果-那么奖金 | 产生短期思维 | 支付公平薪酬,专注于 AMP |
审计任何动机系统:
| 问题 | 如果否 | 行动 |
|---|---|---|
| 用户能否选择做什么/何时做/如何做? | 侵犯自主性 | 增加选择、灵活性、自定义 |
| 用户能否看到自己的进步? | 无精通信号 | 增加进度追踪、技能等级 |
| 挑战是否与技能匹配? | 无聊或焦虑 | 实施适应性难度 |
| 是否有即时反馈? | 无法改进 | 增加对操作的实时响应 |
| 用户是否知道这为什么重要? | 无目标 | 连接到使命,展示影响 |
| 我们是否在使用"如果-那么"奖励? | 外部动机 | 转向"既然-那么"或内在设计 |
此技能基于 Daniel Pink 关于动机科学的研究。完整框架请参考:
Daniel H. Pink 是七本书的作者,其中包括四本《纽约时报》畅销书。《驱动力》已被翻译成 40 多种语言,从根本上改变了组织对动机的思考方式。Pink 关于动机科学的 TED 演讲是有史以来观看次数最多的演讲之一(超过 4500 万次观看)。他曾为世界各地的公司、政府和非营利组织提供关于动机、创造力和人类绩效的建议。Pink 曾是美国副总统 Al Gore 的演讲稿撰写人,并为《纽约时报》、《哈佛商业评论》和《连线》杂志撰稿。
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Framework for designing motivation systems in products, teams, and organizations based on the science of what actually motivates humans. Replaces outdated carrot-and-stick thinking with intrinsic motivation.
The secret to high performance isn't rewards and punishment — it's the deeply human need to direct our own lives, learn and create new things, and do better for ourselves and our world.
The foundation: For any task requiring even rudimentary cognitive effort, external rewards (bonuses, prizes, punishments) either don't work or actively make performance worse. Intrinsic motivation — Autonomy, Mastery, Purpose — drives lasting engagement.
Goal: 10/10. When evaluating motivation systems (product features, team incentives, gamification, engagement loops), rate 0-10 based on AMP principles. A 10/10 means the system supports autonomy, enables mastery, and connects to purpose; lower scores indicate reliance on extrinsic rewards or controlling behaviors. Always provide current score and improvements to reach 10/10.
| Version | Core Assumption | Approach | Era |
|---|---|---|---|
| 1.0 | Humans are biological beings | Survival drives (food, shelter, safety) | Pre-industrial |
| 2.0 | Humans respond to rewards/punishments | Carrot and stick (bonuses, penalties) | Industrial age |
| 3.0 | Humans seek autonomy, mastery, purpose | Intrinsic motivation | Knowledge economy |
The problem with Motivation 2.0 (carrot and stick):
Most organizations still run on Motivation 2.0, but it's fundamentally broken for modern work.
External rewards ("if-then" rewards: "If you do X, then you get Y"):
| Flaw | Mechanism | Example |
|---|---|---|
| 1. Extinguish intrinsic motivation | Turns play into work | Kids who were paid to draw stopped drawing when payments stopped |
| 2. Diminish performance | Narrow focus, reduce creativity | Candle problem: reward group performed worse |
| 3. Crush creativity | Focus on reward, not exploration | Artists creating commissioned work are less creative |
| 4. Crowd out good behavior | Financial framing replaces moral framing | Day care late-pickup fee: lateness increased (became a "service") |
| 5. Encourage cheating | Goal fixation leads to shortcuts | Wells Fargo fake accounts scandal |
| 6. Become addictive | Need bigger rewards over time | Bonus escalation: last year's bonus = this year's expectation |
| 7. Foster short-term thinking |
When extrinsic rewards DO work:
When extrinsic rewards DON'T work (and hurt):
See: references/extrinsic-rewards.md for the science behind reward failures.
Definition: The desire to direct our own lives — to have choice over what we do, when we do it, how we do it, and who we do it with.
Autonomy ≠ independence. Autonomy means acting with choice. You can be autonomous while being interdependent with a team.
The Four T's of Autonomy:
| Dimension | Question | Example |
|---|---|---|
| Task | What do I work on? | Google's 20% time, Atlassian ShipIt days |
| Time | When do I work? | Flexible hours, no mandatory meetings |
| Technique | How do I do it? | Choose your own tools, methods, approach |
| Team | Who do I work with? | Self-forming teams, choose collaborators |
Product applications:
| Context | Autonomy Killer | Autonomy Enabler |
|---|---|---|
| Onboarding | Forced linear tutorial | Choose your own path, skip steps |
| Customization | One-size-fits-all | Themes, layouts, preferences |
| Content | Algorithm-only feed | User-controlled feeds, filters |
| Communication | Forced notifications | Notification preferences, DND |
| Workflow | Rigid process | Flexible workflow, custom automations |
| Features | Feature bloat (all visible) | Show/hide features, progressive disclosure |
Autonomy audit questions:
Warning signs of autonomy violation:
See: references/autonomy.md for autonomy design patterns.
Definition: The desire to get better at something that matters — to continually improve and grow.
Mastery is a mindset, not a destination. It's asymptotic — you can approach it but never fully reach it. The joy is in the pursuit.
Three laws of mastery:
Law 1: Mastery is a Mindset
Law 2: Mastery is a Pain
Law 3: Mastery is Asymptotic
The Flow Channel:
ANXIETY
/
/
FLOW ←──────────── Optimal challenge zone
\
\
BOREDOM
Low Skill ──────────────── High Skill
Flow conditions:
Product applications:
| Context | Mastery Design | Example |
|---|---|---|
| Progress | Visible skill development | GitHub contribution graph, Duolingo levels |
| Difficulty | Adaptive challenge | Games that adjust to player skill |
| Feedback | Immediate, clear signals | Real-time writing analysis (Grammarly) |
| Goals | Clear, achievable milestones | LinkedIn profile strength meter |
| Learning | Skill trees, structured paths | Codecademy learning paths |
| Streaks | Consistency tracking | Duolingo streaks (careful: can become extrinsic) |
Mastery audit questions:
Warning signs of mastery violation:
See: references/mastery.md for mastery design patterns and flow state principles.
Definition: The yearning to do what we do in the service of something larger than ourselves.
Purpose is the context for autonomy and mastery. Without purpose, autonomy is directionless and mastery is hollow.
Three expressions of purpose:
| Expression | How It Manifests | Example |
|---|---|---|
| Goals | Purpose-driven objectives | TOMS: "With every product you purchase, TOMS will help a person in need" |
| Words | Language of purpose, not profit | "Associates" not "employees", "community" not "users" |
| Policies | Actions that demonstrate purpose | Patagonia: "Don't Buy This Jacket" campaign |
Product applications:
| Context | Purpose Design | Example |
|---|---|---|
| Mission | Clear, inspiring why | "Organize the world's information" (Google) |
| Impact | Show user's contribution | Wikipedia edit counter, Kiva lending impact |
| Community | Connect to something bigger | Open source contribution, community goals |
| Transparency | Show how product helps | Charity: Water shows exact well location |
| Values | Align product with beliefs | Ecosia: "Search the web to plant trees" |
Purpose audit questions:
Purpose in product design:
See: references/purpose.md for purpose-driven design patterns.
Wrong gamification (extrinsic, Motivation 2.0):
Right gamification (intrinsic, Motivation 3.0):
| Principle | Bad (Extrinsic) | Good (Intrinsic) |
|---|---|---|
| Autonomy | Forced challenges, mandatory participation | Choose challenges, opt-in |
| Mastery | Points for everything | Skill-based progression, meaningful milestones |
| Purpose | Pointless competition | Contribute to community, personal growth |
Example: Duolingo
How to apply AMP to team management:
| Principle | Manager Action | Example |
|---|---|---|
| Autonomy | Give control over task, time, technique, team | "Here's the goal. How you get there is up to you." |
| Mastery | Provide challenge, feedback, growth | Stretch assignments, mentorship, skill development budget |
| Purpose | Connect work to mission | "Here's why this matters for our customers" |
"If-then" vs. "Now that" rewards:
Pink's recommendations:
The baseline:
See: references/applications.md for product and team applications.
| Type X (Extrinsic) | Type I (Intrinsic) |
|---|---|
| Fueled by external rewards | Fueled by autonomy, mastery, purpose |
| Concerned with external recognition | Concerned with inherent satisfaction |
| Short-term focused | Long-term focused |
| Sees effort as burden | Sees effort as path to mastery |
| Fixed mindset tendencies | Growth mindset tendencies |
Goal: Design products and teams that cultivate Type I behavior.
Type I behavior:
| Mistake | Why It Fails | Fix |
|---|---|---|
| Points for everything | Crowds out intrinsic motivation | Reserve rewards for meaningful milestones |
| Mandatory participation | Kills autonomy | Make engagement opt-in |
| Same challenge for everyone | No flow state (bored or anxious) | Adaptive difficulty matching |
| No visible progress | Can't see mastery | Progress indicators, skill tracking |
| Missing "why" | Actions feel meaningless | Connect every feature to purpose |
| If-then bonuses | Creates short-term thinking | Pay fairly, focus on AMP |
Audit any motivation system:
| Question | If No | Action |
|---|---|---|
| Can users choose what/when/how? | Autonomy violation | Add choices, flexibility, customization |
| Can users see their progress? | No mastery signal | Add progress tracking, skill levels |
| Is the challenge matched to skill? | Boredom or anxiety | Implement adaptive difficulty |
| Is there immediate feedback? | Can't improve | Add real-time response to actions |
| Does the user know WHY this matters? | No purpose | Connect to mission, show impact |
| Are we using "if-then" rewards? | Extrinsic motivation | Switch to "now-that" or intrinsic design |
This skill is based on Daniel Pink's research on motivation science. For the complete framework:
Daniel H. Pink is the author of seven books including four New York Times bestsellers. Drive has been translated into over 40 languages and fundamentally changed how organizations think about motivation. Pink's TED Talk on the science of motivation is one of the most-viewed of all time (45M+ views). He has advised companies, governments, and nonprofits worldwide on motivation, creativity, and human performance. Pink was previously a speechwriter for Vice President Al Gore and has written for The New York Times, Harvard Business Review, and Wired.
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AI代理协作核心原则:提升开发效率的6大Agentic开发原则指南
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| Optimize for reward period |
| Quarterly bonuses → quarterly thinking |