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Mental Models Builder

作者 haidong · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install mental-models-builder
功能描述
Build your latticework of mental models. Explore 100+ thinking frameworks from Charlie Munger's wisdom — apply them to decisions, problems, and strategy acro...
使用说明 (SKILL.md)

Mental Models Builder

Health & Safety Boundary

This skill provides educational thinking frameworks for better reasoning and decision-making. It does not diagnose, treat, or manage any medical, psychological, or cognitive condition. Mental models are thinking tools, not substitutes for professional advice in health, legal, financial, or safety-critical domains. Always consult qualified professionals for domain-specific decisions with significant consequences.

When to Use / When Not to Use

Use this skill when you want to:

  • Build a personal collection of thinking frameworks for better decisions
  • Learn how to apply the right mental model to a specific problem
  • Understand Charlie Munger's "latticework of mental models" approach
  • Explore frameworks from diverse disciplines: physics, biology, economics, psychology, mathematics, engineering
  • Compare multiple models to see a problem from different angles

Do not use this skill to:

  • Make medical, legal, or financial decisions without professional consultation
  • Replace domain expertise — models enhance but don't replace specialized knowledge
  • Find "the one right answer" — mental models provide perspectives, not certainties
  • Diagnose cognitive or psychological conditions

How to Use This Skill

Work through the following stages with the assistant. The guidance adapts to your specific decision or problem.

1. PROBLEM FRAMING

The assistant helps you frame your situation:

  • What decision, problem, or situation are you thinking about?
  • What's the context? (business, personal, strategic, creative, relational)
  • What's at stake? What are the constraints?
  • What's your current thinking? What models (if any) are you already using?

2. MODEL SELECTION

The assistant helps you select relevant models from the catalog below, organized by domain:


THE MENTAL MODELS CATALOG

Physics & Mathematics

# Model Core Idea Apply When
1 First Principles Break down to fundamentals; rebuild from ground up Facing conventional wisdom; innovating
2 Inversion Solve backwards: what would guarantee failure? Avoid that Stuck on a problem; risk assessment
3 Second-Order Thinking Consider consequences of consequences Strategic decisions; policy design
4 Thought Experiment Imagine scenarios to test ideas without real-world cost Exploring possibilities; hypothesis testing
5 Occam's Razor Simplest explanation is usually best Comparing competing theories
6 Hanlon's Razor Don't attribute to malice what stupidity explains Interpersonal conflict; organizational politics
7 Map Is Not the Territory Models are abstractions; reality is messier Using any framework — stay humble
8 Circle of Competence Know what you know and what you don't Investing; domain decisions
9 Necessity & Sufficiency Distinguish required conditions from enough conditions Analyzing requirements; troubleshooting
10 Probabilistic Thinking Use probabilities, not certainties Forecasting; risk assessment
11 Bayesian Updating Update beliefs with new evidence proportionally Learning from new information
12 Permutations & Combinations Understand how possibilities multiply Estimating complexity; scenario planning
13 Multiplying by Zero A zero anywhere in a chain makes the result zero Risk analysis; dependency chains
14 Regression to the Mean Extreme outcomes tend to be followed by average ones Evaluating performance; sports; investing
15 Law of Large Numbers Large samples better represent the true population Statistical reasoning; A/B testing
16 Margin of Safety Build buffers for uncertainty Engineering; investing; planning

Biology & Evolution

# Model Core Idea Apply When
17 Evolution by Natural Selection Variation + selection + retention = adaptation Product development; organizational learning
18 Red Queen Effect You must run just to stay in place Competitive strategy; career development
19 Ecosystem Thinking Everything is interconnected; niches matter Market analysis; organizational design
20 Niches & Specialization Survive by doing one thing extremely well Business strategy; career decisions
21 Adaptation vs. Optimization Adapt to changing environment vs. optimize for current Strategy under uncertainty
22 Cooperation & Competition Species both compete and cooperate — so do organizations Partnership strategy; ecosystem play
23 Emergence Complex patterns arise from simple rules Understanding markets, culture, traffic
24 Path Dependence History constrains future possibilities Technology adoption; institutional change
25 Extinction & Renewal Old forms die; new forms emerge Industry disruption; career transitions

Economics & Strategy

# Model Core Idea Apply When
26 Supply & Demand Price and quantity set by the intersection Market analysis; pricing decisions
27 Incentives People respond to incentives — always Understanding behavior; designing systems
28 Opportunity Cost The cost of something is what you give up Every decision that uses resources
29 Comparative Advantage Trade even when one party is better at everything Team design; outsourcing; partnerships
30 Sunk Cost Fallacy Past costs shouldn't influence future decisions Quitting projects; changing direction
31 Diminishing Returns More input eventually yields less additional output Resource allocation; optimization
32 Pareto Principle (80/20) ~80% of effects come from ~20% of causes Prioritization; productivity
33 Economies of Scale Per-unit costs decrease with volume Growth strategy; manufacturing
34 Network Effects Value increases as more people use it Platform businesses; community building
35 Creative Destruction Innovation destroys old industries while creating new Industry analysis; career planning
36 Principal-Agent Problem Agents may not act in principals' best interest Management; governance; hiring
37 Moat / Competitive Advantage Sustainable advantage that protects from competition Business strategy; career moat building
38 Game Theory Strategic interaction where outcomes depend on others' choices Negotiation; competitive strategy
39 Prisoner's Dilemma Individual rationality leads to collective worse outcome Trust building; cooperation design
40 Tragedy of the Commons Shared resources get depleted by individual optimization Resource management; team culture
41 Winner's Curse Winning an auction often means overpaying Acquisitions; competitive bidding
42 Switching Costs Cost of changing from one option to another Customer retention; technology adoption

Psychology & Human Behavior

# Model Core Idea Apply When
43 Confirmation Bias We seek evidence confirming our existing beliefs Evaluating information; decision review
44 Anchoring First number we see influences our estimate Negotiation; pricing; forecasting
45 Loss Aversion Losses hurt ~2x more than equal gains feel good Risk decisions; change management
46 Availability Heuristic We overweigh vivid, recent, or memorable examples Risk perception; media consumption
47 Social Proof We follow what others do, especially when uncertain Marketing; culture building
48 Commitment & Consistency We align with our past commitments and self-image Habit formation; persuasion defense
49 Reciprocity We feel obligated to return favors Relationship building; negotiation
50 Scarcity Perceived scarcity increases perceived value Marketing; negotiation; decision-making
51 Liking We're more influenced by people we like Sales; relationship management
52 Authority Bias We defer to perceived authorities Evaluating expert opinions
53 In-Group Favoritism We favor people in our perceived group Team dynamics; hiring; politics
54 Fundamental Attribution Error We over-attribute others' behavior to character, ours to situation Performance evaluation; conflict
55 Hindsight Bias After an event, we think we "knew it all along" Post-mortem analysis; learning
56 Overconfidence We're more confident than accurate Forecasting; risk assessment
57 Dunning-Kruger Effect Low-competence people overestimate their ability Self-assessment; hiring
58 Survivorship Bias We see winners, not the many who failed Success studies; entrepreneurship
59 Narrative Fallacy We create stories to explain random events Understanding causality; media
60 Status Quo Bias We prefer things to stay the same Change management; innovation
61 Endowment Effect We value things more simply because we own them Selling; decluttering; negotiation
62 Framing Effect How information is presented changes our response Communication; decision design
63 Halo Effect One positive trait colors our entire perception Hiring; brand evaluation
64 Mere Exposure Effect Familiarity increases liking Brand building; relationship development

Engineering & Systems

# Model Core Idea Apply When
65 Feedback Loops Outputs become inputs, amplifying or dampening Understanding dynamics; system design
66 Bottleneck / Constraint System throughput limited by weakest link Process improvement; optimization
67 Redundancy Backup systems prevent single points of failure Risk management; reliability engineering
68 Breakpoints Systems fail at specific thresholds Risk analysis; capacity planning
69 Safety Factor Build stronger than minimum requirement Engineering; project planning
70 Modularity Complex systems work better when built from independent modules Software design; organizational structure
71 Friction & Lubrication Reduce resistance to make flows easier Process design; user experience
72 Signal vs. Noise Distinguish meaningful information from random variation Data analysis; communication
73 Backup Systems / Resilience Ability to recover from failure Personal resilience; business continuity
74 Leverage Small force at the right point moves large loads Strategic intervention; negotiation
75 Compounding Small gains accumulate into massive results over time Investing; skill building; habits

Military & Strategy

# Model Core Idea Apply When
76 OODA Loop Observe → Orient → Decide → Act — faster cycles win Competitive situations; rapid learning
77 Positioning Control the high ground; choose where to compete Business strategy; career choices
78 Asymmetric Warfare Compete where the opponent is weak, not strong Startup vs. incumbent strategy
79 Surprise & Deception Do the unexpected; keep intentions hidden Competitive strategy; negotiation
80 Concentration of Force Focus resources on decisive point Resource allocation; prioritization
81 Intelligence Gathering Better information leads to better decisions Market research; due diligence
82 Exit Strategy Know how you'll get out before you go in Investments; projects; relationships
83 Two-Front War (Avoid It) Don't fight on multiple fronts simultaneously Resource management; focus
84 Mutually Assured Destruction The threat of total destruction prevents conflict Competition dynamics; negotiation
85 Logistics Wins Wars Supply lines matter more than frontline brilliance Operations; project management

Philosophy & Ethics

# Model Core Idea Apply When
86 Socratic Questioning Probe assumptions through disciplined questioning Understanding deeply; teaching
87 Veil of Ignorance Design systems without knowing your position in them Policy design; fairness assessment
88 Utilitarian Thinking Maximize total well-being; greatest good for greatest number Policy; resource allocation
89 Deontological Thinking Some actions are right/wrong regardless of consequences Ethics; principles-based decisions
90 Stoicism Focus on what you control; accept what you don't Stress management; resilience
91 Chesterton's Fence Understand why something exists before removing it Reform; organizational change
92 Via Negativa Improvement through subtraction, not addition Simplification; health; productivity
93 Pre Mortem Imagine the project failed — why? Then prevent those causes Project planning; risk management
94 Steel Manning Argue against the strongest version of the opposing view Debate; understanding; empathy

Business & Investing

# Model Core Idea Apply When
95 Mr. Market The market is a moody partner offering prices — you decide when to act Investing; negotiation
96 Circle of Competence Operate within what you understand deeply Investment decisions; career
97 Moats Durable competitive advantages that protect returns Business analysis; career planning
98 Mean Reversion Extreme performance tends to return to average Investment expectations; evaluation
99 Risk = Consequence × Probability Risk is not just probability — severity matters Risk assessment; prioritization
100 Optionality Keep options open; value of flexibility Career; investments; strategy
101 Agency Cost Separation of ownership and control creates costs Corporate governance; hiring
102 Flywheel Effect Small wins compound into unstoppable momentum Business building; habit formation
103 Lind Effect Withstand short-term pain for long-term gain Persistence; compound growth

3. APPLY MODELS TO YOUR SITUATION

The assistant helps you apply selected models:

  1. Pick 2–4 models from different domains for a multi-lens view
  2. Work through each model — what does this model reveal about your situation?
  3. Synthesize insights — where do models agree? Where do they conflict?
  4. Identify blind spots — which models did you NOT use? What might you be missing?
  5. Formulate your conclusion — with explicit acknowledgment of model limitations

4. BUILD YOUR LATTICEWORK

Charlie Munger's key insight: the models reinforce each other. The assistant helps you:

  • Start with 5–10 core models — master these before adding more
  • Connect models across domains — e.g., compounding appears in investing, learning, relationships
  • Apply regularly — one model per day on real decisions
  • Expand gradually — add 1–2 new models per week
  • Keep a model journal — record which models you used, what you learned

5. PRACTICE EXERCISES

The assistant can guide you through:

  • Model of the Day: Deep dive into one model with examples
  • Problem Roulette: Random problem, choose the best model(s) to analyze it
  • Model Combination: Apply 2+ models to the same problem; compare insights
  • Reverse Application: Given a conclusion, which model(s) would have led to it?
  • Domain Transfer: Take a model from physics and apply it to relationships

6. FOLLOW-UP

  • Revisit past decisions with new models — what would you do differently?
  • Teach one model to someone else this week
  • Notice which models you use most — what's your cognitive "home field"?
  • Explore the models you resist — what are you avoiding?

Safety Boundaries

  1. Not professional advice: Mental models enhance reasoning but don't replace domain expertise. For medical, legal, financial, or safety decisions, consult qualified professionals.
  2. Not a complete worldview: No set of models captures all of reality. Every model is incomplete. Use models as tools, not as dogma.
  3. Psychological caution: Exploring cognitive biases can be uncomfortable. If you find patterns that cause significant distress, consider professional support.
  4. Decision responsibility: You remain responsible for your decisions. Models inform judgment; they don't make decisions for you.

Universal disclaimer: This skill provides educational thinking frameworks only. It does not offer medical advice, psychological treatment, legal counsel, or financial advice. For decisions with significant consequences in health, law, or finance, consult qualified professionals.

What This Skill Is Not

  • Not a substitute for deep domain knowledge
  • Not a collection of "life hacks" — mental models require practice and integration
  • Not claiming to have the "100 best" models — this is a curated starting point
  • Not a personality framework or psychometric tool
  • Not about memorizing models — it's about building the habit of using them

Tips for Best Results

  • Quality over quantity: 5 deeply understood models > 50 superficially known
  • Cross-domain application: The best insights come from applying a model outside its original domain
  • Write it down: Journal your model applications and insights
  • Teach to learn: Explaining a model to others cements your understanding
  • Stay humble: Every model has limits. The map is not the territory.
  • Read broadly: Great models come from everywhere — physics, biology, history, philosophy, business
  • Combine with other skills: Use with critical-thinking-daily and logical-fallacy-spotter for comprehensive thinking practice
安全使用建议
This skill appears safe to install based on the provided artifacts. Use it as an educational thinking aid, not as a substitute for qualified medical, legal, financial, or safety-critical advice.
功能分析
Type: OpenClaw Skill Name: mental-models-builder Version: 1.0.0 The skill is a document-only educational resource providing a catalog of over 100 mental models and frameworks for decision-making. It contains no executable code, scripts, or API dependencies (as confirmed in skill.json and SKILL.md), and the instructions for the AI agent are strictly limited to facilitating educational discussions and problem-framing exercises without any indicators of prompt injection or malicious intent.
能力评估
Purpose & Capability
The stated purpose is educational decision-making support through mental models, and the visible artifacts align with that purpose.
Instruction Scope
The visible instructions focus on framing problems, selecting thinking frameworks, and applying them with explicit boundaries around medical, legal, financial, and safety-critical use.
Install Mechanism
No install specification, binaries, scripts, APIs, or executable files are present.
Credentials
The skill does not request environment variables, credentials, local file access, network access, or system permissions.
Persistence & Privilege
No persistence, background operation, privileged access, memory storage, or autonomous mutation behavior is shown.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install mental-models-builder
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /mental-models-builder 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release of Mental Models Builder — build a personal latticework of 100+ frameworks for better decision-making and strategy. - Explore key mental models from Charlie Munger’s wisdom, organized by domain (physics, biology, economics, psychology, etc.) - Get guided assistance for problem framing and model selection based on your situation - Compare and apply models to real decisions, strategy, and problem-solving - Emphasizes educational use — not a replacement for professional advice
元数据
Slug mental-models-builder
版本 1.0.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

Mental Models Builder 是什么?

Build your latticework of mental models. Explore 100+ thinking frameworks from Charlie Munger's wisdom — apply them to decisions, problems, and strategy acro... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 21 次。

如何安装 Mental Models Builder?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install mental-models-builder」即可一键安装,无需额外配置。

Mental Models Builder 是免费的吗?

是的,Mental Models Builder 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

Mental Models Builder 支持哪些平台?

Mental Models Builder 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Mental Models Builder?

由 haidong(@harrylabsj)开发并维护,当前版本 v1.0.0。

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