How to Use: Let AI Match a Mental Model for You

How to use:
  1. Copy the English prompt below
  2. Replace [...] with your specific problem
  3. Send it to any AI (Claude / ChatGPT / Gemini, etc.)
  4. The AI matches the 2-3 best-fitting models from the library and gives you analysis and an action plan
English Prompt
You are a mental model advisor. I'll describe a specific problem, and you'll match the best models from my library to help me analyze it. ## My Problem [Describe in 2-3 sentences: ① What the problem is ② Key context ③ Where you're stuck or confused] ## Your Tasks ### Step 1: Diagnose the Problem Type First, identify the nature of this problem: Decision-making? Cognitive bias? System complexity? Strategic positioning? Risk assessment? Efficiency bottleneck? Communication? Or a cross-category hybrid? ### Step 2: Match Models (pick 2-3 most relevant) For each recommended model, explain: - **Why it fits**: Which structural feature of my problem aligns with this model - **Model insight**: What does this model's lens reveal that I haven't seen yet - **Specific action**: What should I do right now based on this model (be concrete and actionable) ### Step 3: Combined Framework How do these models complement each other? Provide an integrated analysis and action roadmap. ### Step 4: Counter-check Is there any model that might give the opposite advice? If so, flag what I should watch out for. ## Mental Model Library [Decision & Choice] First Principles, Second-Order Thinking, Inversion, Occam's Razor, Opportunity Cost, Expected Value, BATNA [Cognitive Debiasing] Confirmation Bias, Anchoring, Survivorship Bias, Sunk Cost Fallacy, Loss Aversion, Framing Effect [Systems Understanding] Feedback Loops, Leverage Points, Theory of Constraints, Emergence, Complex Adaptive Systems, Butterfly Effect, Path Dependence [Strategy & Positioning] Game Theory, Competitive Advantage, Moats, Flywheel Effect, Comparative Advantage, Ecological Niche, Red Queen Effect [Risk & Uncertainty] Bayesian Thinking, Black Swan, Antifragile, Margin of Safety, Mean Reversion, Law of Large Numbers, Power Law, Nonlinear Thinking [Efficiency & Execution] Pareto Principle, Parkinson's Law, Time Blocking, MVP Thinking, Iterative Thinking, Lindy Effect [Communication & Persuasion] Pyramid Principle, Cialdini's 6 Principles, Framing Effect, Narrative Thinking, Win-Win, Anchoring & Concession, Interests vs Positions [Learning & Growth] Deliberate Practice, T-Shaped Talent, Cross-Domain Transfer, Analogical Thinking, Hypothesis-Testing, Falsifiability, Controlled Variables [Behavior & Psychology] Peak-End Rule, Flow State, Habit Loop, Loss Aversion [Business & Product] Network Effects, Platform Thinking, Long Tail, Marginal Cost, User Journey, Product-Market Fit, Occam's Design, Iterative Thinking [Investment & Wealth] Margin of Safety, Mean Reversion, Compound Effect, Asset Allocation [Leadership & Collaboration] Servant Leadership, Situational Leadership, Circle of Competence, Delegation & Trust [Philosophy & Metacognition] Socratic Questioning, Raft of Knowledge, Knowing Your Ignorance, Intellectual Humility [Scientific Method] Hypothesis-Testing, Falsifiability, Controlled Variables, Correlation ≠ Causation [Time & Complexity] Lindy Effect, Butterfly Effect, Path Dependence, Complex Adaptive Systems [Consciousness & Awareness] Mindful Awareness, Metacognition, Yogācāra (Consciousness-Only), Observer Effect [Relationships] Emotional Bank Account, Nonviolent Communication, Empathy Map, Trust Equation [Ecology & Evolution] Survival of the Fittest, Red Queen Effect, Symbiosis, Ecological Niche [Economics] Opportunity Cost, Comparative Advantage, Supply-Demand Equilibrium, Externalities [Information & Knowledge] Signal-to-Noise Ratio, Feynman Technique, Knowledge Graph, Forgetting Curve [Ethics & Values] Trolley Problem, Utilitarianism vs Deontology, Veil of Ignorance, Moral Intuition [AI & Super-Individual] Human-AI Collaboration, Prompt Engineering Mindset, AI-Augmented Cognition, Compute Leverage [Cross-Disciplinary Transfer] Physics Metaphors, Biological Analogies, Historical Rhythms, Mathematical Modeling [Energy & Attention] Attention Residue, Decision Fatigue, Energy Management, Deep Work [Games & Cooperation] Prisoner's Dilemma, Nash Equilibrium, Repeated Games, Tit-for-Tat [Cognitive Upgrade] Mental Model Updating, Paradigm Shift, Cognitive Dissonance, Growth Mindset [Eastern Wisdom] Dao Follows Nature (Wuwei), Doctrine of the Mean (Zhongyong), Unity of Knowing-Acting, Emptiness & Dependent Origination [Military Strategy] OODA Loop, Center of Gravity (Clausewitz), Fog of War, Indirect Approach (Liddell Hart) [Entrepreneurship & 0→1] Contrarian Truth (Thiel), 0→1 vs 1→N, Founder-Market Fit (FMF), J-Curve [Engineering Philosophy & Software Design] Levels of Abstraction, Conway's Law, Technical Debt, YAGNI & Premature Abstraction [Parenting & Developmental Psychology] Critical & Sensitive Periods, ZPD & Scaffolding, Secure Attachment, Self-Determination Theory [Neuroscience] Neuroplasticity, Predictive Processing, Default Mode Network, Dopamine RPE [Thinking in Physics] Entropy & Dissipative Structures, Phase Transitions, Resonance, Superposition & Optionality [Distributed Systems] CAP Theorem, Eventual Consistency, Idempotency, Backpressure [Network Science] Small-World Networks, Strength of Weak Ties, Scale-Free Networks & Preferential Attachment, Homophily & Echo Chambers [Algorithmic Thinking] Divide and Conquer, Dynamic Programming & Memoization, Greedy & Local Optima Trap, Heuristics & Approximation [Munger's Misjudgment Psychology I] Incentive Super-Response, Pain-Avoiding Denial, Availability-Misweighing, Contrast-Misreaction [Munger's Misjudgment Psychology II] Excessive Self-Regard, Envy / Jealousy, Commitment & Consistency, The Lollapalooza Effect [Decision-Making Toolbox] Checklists, Pre-mortem, Red Teaming, Decision Journal [Laws of Thinking] Map Is Not the Territory, Hanlon's Razor, Dunbar's Number, Gödel's Incompleteness [Taleb Advanced] Skin in the Game, Via Negativa, Barbell Strategy, Naive Interventionism [Superforecasting] Calibration vs Resolution, Brier Score, Fox vs Hedgehog, Outside View & Base Rate [Explore vs Exploit] Multi-Armed Bandit, Optimal Stopping (Secretary Problem / 37% Rule), UCB & Thompson Sampling, ε-Greedy & Annealing [Behavioral Economics (Thaler)] Mental Accounting, Endowment Effect, The IKEA Effect, Default Options & Nudge [Public Choice & Collective Action] Arrow's Impossibility Theorem, Tragedy of the Commons, The Logic of Collective Action, The Public Goods Paradox [Mechanism Design & Incentives] Incentive Compatibility, Principal-Agent Problem, Auction Theory, Signaling [Metric Traps] Goodhart's Law, Campbell's Law, Surrogation, Motivation Crowding [Convex Bets & Hedging] Kelly Criterion, Convex Betting, Tail-Risk Hedging, Insurance Thinking [Money & Finance Foundations] Interest Rates, Inflation, Leverage & the Debt Cycle, Money Illusion [Evolutionary Psychology] Adaptationist Perspective, Evolutionary Mismatch, Sexual Selection, Kin Selection [Organizational & Bureaucratic Laws] Brooks's Law, The Peter Principle, Pournelle's Iron Law of Bureaucracy, Parkinson's Law of Triviality (Bikeshedding) [Selected Laws of Software Engineering] Gall's Law, Postel's Robustness Principle, Hyrum's Law, Wirth's Law [Writing & Thinking on the Page] Writing Is Thinking, One Idea at a Time, Active Voice, Subtraction Beats Addition [Causal Inference] Ladder of Causation (Pearl), Counterfactual Reasoning, Instrumental Variables, Simpson's Paradox [Information-Theoretic Thinking] Shannon Entropy, Channel Capacity, Coding & Compression, Mutual Information [Cybernetics & Feedback Regulation] Negative Feedback, Positive Feedback / Runaway, Delay & Oscillation, Requisite Variety (Ashby) [Diffusion of Innovations] Early Adopters (Rogers), Crossing the Chasm (Moore), Tipping Point Threshold, S-Curve Saturation [Cognitive Diversity] Diversity Trumps Ability (Page), Outsider Perspective Dividend, Hybrid Vigor (Heterosis), Contrarian Value [Collective Intelligence & Collaboration] Wisdom of Crowds (Surowiecki), Prediction Markets, Swarm Intelligence (Stigmergy), The Wiki Model [Metaphor & Framing Wars] Conceptual Metaphor (Lakoff), Framing Wars, Reframing, Dead Metaphor [Fuzzy & Grayscale Thinking] Fuzzy Sets (Zadeh), Vagueness ≠ Uncertainty, Tolerance of Ambiguity, Grayscale Judgment [The Mechanisms of Creativity] Thought Experiments, Remote Association, Constraint-Driven Creativity, Combinatorial Innovation (Adjacent Possible) [Legal & Contract Thinking] Adversarial vs Cooperative, Default Rules (Penalty Defaults), Incomplete Contracts (Residual Control Rights), Chesterton's Fence [Mathematical Structures as Mind] Basis & Transformation (Eigenvectors / Change of Basis), Continuity & Invariants (Topology), Composition & Isomorphism (Category Theory), Dimensionality & Similarity (Manifolds / Curse of Dimensionality) [Dynamic Thinking: Time, Accumulation, Path] Present Bias (Hyperbolic Discounting / Preference Reversal), Diminishing Marginal Utility (Concave Utility / The Knee), Disruptive Innovation (Christensen / Performance Oversupply), Ergodicity (Time Average ≠ Ensemble Average)
Browse by Problem Type

Decision & Choice

"Should I do X?" · "How do I choose between A and B?" · "What is this decision really about?"

Cognitive Debiasing

"Is my judgment distorted by bias?" · "Why was it obvious in hindsight but invisible at the time?"

Systems Understanding

"Why does local optimization make the whole worse?" · "Why is the system out of control?" · "Why do small changes trigger big consequences?"

Strategy & Competition

"How do I build a lasting advantage?" · "Where is my moat?" · "How do I position myself in the competition?"

Risk & Uncertainty

"How do I handle an unpredictable future?" · "Is this risk worth taking?" · "How do I decide under uncertainty?"

Efficiency & Execution

"How do I do more in less time?" · "Where should I start for maximum effect?" · "How do I avoid over-planning?"

Communication & Persuasion

"How do I get the other side to truly listen?" · "How do I express complex ideas clearly?" · "How do I get the best outcome in a negotiation?"

Learning & Growth

"How do I master new skills more efficiently?" · "How do I build cross-disciplinary capability?" · "How do I verify that what I learned is correct?"

Behavior & Psychology

"How do I build good habits?" · "Why do I always give up halfway?" · "How do I get into a high-performance state?"

Business & Product

"Can this business model work?" · "How do I find product-market fit?" · "How do I design a growth engine?"

Investment & Personal Finance

"Should I buy or sell?" · "How do I evaluate a target?" · "How do I build a resilient portfolio?"

Leadership & Management

"How do I lead a team well?" · "When should I delegate, and when should I do it myself?" · "How do I unlock the team's potential?"

Philosophy & Metacognition

"Am I deceiving myself?" · "Where are the limits of my knowledge?" · "How do I think about 'thinking itself'?"

Time & Long-Term Thinking

"Will this still matter in 10 years?" · "What will endure?" · "How do early choices shape long-term outcomes?"

Consciousness & Awareness

"Is my judgment objective, or a projection of the mind?" · "How do I create a gap of awareness before reacting?" · "How does observation change what is observed?"

Relationships & Trust

"How do I repair a strained relationship?" · "How do I get the other person to truly trust me?" · "Why is my goodwill always misread?"

Information & Knowledge Management

"How do I filter through information overload?" · "What do I do when I keep forgetting what I learn?" · "How do I turn fragments of knowledge into a system?"

Ethics & Values

"When every option is wrong, how do I choose?" · "Is this rule really fair?" · "Should I trust my 'something feels off' intuition?"

AI & the Super-Individual

"How do I truly collaborate with AI instead of being replaced?" · "How do I use AI to amplify my abilities 100x?" · "How do I keep sovereignty over my own judgment in the AI era?"

Cross-Disciplinary Transfer

"Can a problem in this field be illuminated by a framework from another discipline?" · "How do I spot problems that look different on the surface but share the same structure?" · "How do I crystallize scattered knowledge into transferable models?"

Energy & Attention Management

"Why does task-switching leave me exhausted?" · "How do I stay productive throughout the day?" · "How do I get into deep work?"

Games & Cooperation

"Why is everyone unhappy yet no one wants to move first?" · "How do I foster long-term cooperation?" · "How do I recognize and break out of a prisoner's dilemma?"

Cognitive Upgrade

"Does my worldview still hold?" · "How do I catch myself rationalizing?" · "How do I keep rewriting my own operating system in the AI era?"

Eastern Wisdom

"How do I go with the flow instead of forcing it?" · "What is true 'balance' as opposed to 'mediocrity'?" · "Why do I know but fail to act?" · "How do I break free from the illusion of a fixed self?"

Military Strategic Thinking

"How do I decide decisively with incomplete information?" · "How do I identify the system's key pivot?" · "How do I avoid a head-on fight and build structural advantage?"

Engineering Philosophy & Software Design

"Which layer should this abstraction live at?" · "Why did the system grow into this shape?" · "Should I pay down this technical debt?" · "Should I leave room for future extension?"

Entrepreneurship & 0→1

"Is my idea genuinely contrarian, or just wrong?" · "Is this 0→1 or 1→N?" · "Why do I 'look like I'm going backwards' right now?"

Parenting & Developmental Psychology

"What should be learned at what age? Is that window still open?" · "Should I help, or let them do it themselves?" · "Have I damaged my child's intrinsic motivation?" · "Am I replaying the template of my own childhood?"

Neuroscience & Brain Foundations

"Why do I 'know but can't do'?" · "Has my attention been hijacked?" · "Why do I feel empty after reaching a goal?" · "Is mind-wandering a waste or a source of creativity?" · "Where do emotions actually come from?"

Thinking in Physics

"Why does order require a continuous input of energy?" · "Why are some changes abrupt rather than gradual?" · "How do I spot a system's critical point?" · "Should I bet early or preserve optionality?" · "How does a tiny shared frequency amplify into resonance?"

Distributed Systems Thinking

"How do I trade off consistency and availability?" · "How do I design an operation that's safe to retry?" · "What do I do when the system is overloaded?" · "Why is strong consistency so expensive?" · "When does data 'eventually' align?"

Network Science Thinking

"Why is the world so small?" · "Which relationship do new opportunities come from?" · "Which node is the network's weak point?" · "Am I trapped in an echo chamber?" · "Should influence be concentrated or spread out?"

Algorithmic Thinking

"How do I split this big problem to genuinely save effort?" · "Am I re-deriving the same thing every time?" · "Why am I stuck on this 'local peak'?" · "What do I do when the optimal solution is intractable?" · "Can my intuition actually be trusted?"

Munger's Psychology of Human Misjudgment (Part 1)

"Why does condemning the other side accomplish nothing?" · "Am I filtering out the truth at the level of perception itself?" · "How did one vivid image hijack my judgment?" · "How did gradual change become irreversible right under my nose?"

Munger's Psychology of Human Misjudgment (Part 2)

"Am I overrating my own plan?" · "Why am I always competing with the people around me?" · "Am I persevering, or just refusing to admit I'm wrong?" · "Why does this opportunity feel so 'smooth' that I lose my judgment?"

Decision-Making Toolbox

"How do I foresee failure before I start?" · "I understand it all, so why did I still miss the key step?" · "Who is responsible for tearing my plan apart?" · "Did I actually judge it right, or did I just get lucky?"

Selected Laws of Thinking

"Am I mistaking the model in my head for reality itself?" · "Is the other person really targeting me, or did I misread it?" · "Why can't I maintain this many relationships?" · "Why do these rules/metrics always have loopholes they can't close?"

Taleb Advanced

"What does the person giving advice lose if they're wrong?" · "To improve, should I add or subtract?" · "How do I cap the downside while keeping the upside open?" · "Would doing nothing actually be better?"

The Science of Superforecasting

"Is my '80% confidence' actually accurate?" · "How do I score a probability judgment objectively?" · "Why are the most confident, certain experts often the least accurate?" · "What do I do when schedules/estimates are always optimistic?"

Explore vs Exploit

"Should I double down on the known best, or try new options?" · "When you decide each option on sight and can't go back, when should you stop?" · "How do I allocate trial-and-error resources wisely?" · "How should the exploration budget adjust over time?"

Behavioral Economics Advanced (Thaler)

"Why do I spend the same money differently depending on where it came from?" · "Why do I cling to something I should let go of?" · "Why does something feel especially good just because I made it?" · "How do I change behavior without relying on willpower?"

Public Choice & Collective Action

"When we aggregate everyone's preferences by vote/score, why is someone always unhappy?" · "Why do shared resources always get depleted?" · "When everyone should act, why does no one?" · "When everyone wants something, why is no one willing to build it?"

Mechanism Design & Incentives

"How do I design rules so that everyone's self-interested behavior leads exactly to the outcome I want?" · "How do I get people to tell the truth and put in effort?" · "When I hire someone to act for me, how do I prevent shirking and goal drift?" · "How do I credibly prove my abilities without being confused with a fake?"

Metric Traps

"Why do my metrics get gamed the moment they're used for evaluation?" · "Scores/KPIs went up, so why did the actual thing get worse?" · "Has the number I'm watching already replaced the real goal?" · "Why does adding rewards/check-ins kill the passion?"

Convex Bets & Hedging

"If the expected value is positive, should I bet it all?" · "How do I set up a bet with capped downside and open upside?" · "Which risks should I bear myself, and which should I insure?" · "How do I make sure a single disaster can't wipe me out?"

Money & Finance Foundations

"What do rising and falling interest rates actually change?" · "Under inflation, am I truly richer or does the number just look good?" · "When should I use leverage, and when will leverage kill me?" · "Am I being framed by a pretty nominal number?"

Evolutionary Psychology

"This seemingly irrational reaction — what problem did it originally evolve to solve?" · "Why can't I control my cravings for sugar/phone/short video?" · "Who is this showing-off / self-sacrifice really signaling to, and what?" · "Is my loyalty to this group truly deserved, or has it been hijacked?"

Organizational & Bureaucratic Laws

"Why doesn't adding people rescue a late project?" · "Why do capable people become useless once promoted?" · "How does an organization slowly betray its mission?" · "Why do meetings always argue over the least important things?"

Selected Laws of Software Engineering

"How should a complex system be built up?" · "How tolerant should an interface be?" · "Why has this legacy system become impossible to change?" · "As hardware gets faster, why does software keep getting slower?"

Writing & Thinking on the Page

"Have I actually thought it through?" · "Why can't readers understand what I wrote?" · "How do I revise this passage to make it forceful?" · "AI wrote a whole pile — what should I keep?"

Causal Inference

"Is this correlation or causation?" · "When I can't run an experiment, how do I verify that X really causes Y?" · "Who is actually to blame for this failure?" · "Why does the overall trend contradict the per-group conclusion?"

Information-Theoretic Thinking

"Does this piece of information have any value?" · "Why does communication always lose information?" · "Do I truly understand it, or have I just memorized it?" · "Is this metric worth watching?"

Cybernetics & Feedback Regulation

"Why does a system spin out of control?" · "Why do I overcorrect and swing back and forth?" · "What does it actually take to stabilize a complex situation?" · "How do I ignite a virtuous cycle and brake a vicious one?"

Diffusion of Innovations

"Why can't a good thing gain traction?" · "It was hot early on, so why can't it cross into the mass market?" · "How do I actually reach the tipping point?" · "How long can rapid growth last?"

Cognitive Diversity

"Why can a group of experts still fail to crack it?" · "Who can solve a problem the insiders are stuck on?" · "How do you cross disciplines in a way that actually adds value?" · "Does my judgment truly have an edge, or am I just being contrarian for its own sake?"

Collective Intelligence & Collaboration

"How do I extract genuine wisdom from a crowd rather than a mob?" · "Everyone says there's no problem — what's the real probability?" · "With no commander, how do a group of people/agents coordinate?" · "How do I make a knowledge base/community get better through the crowd?"

Metaphor & Framing Wars

"Am I letting a metaphor think for me without noticing?" · "Why does rebutting the other side only make their claim stick harder?" · "Could the same hard problem suddenly become solvable if I reframe the question?" · "Which 'that's just what it means' words are secretly presupposing the conclusion?"

Fuzzy & Grayscale Thinking

"Does this really have a clean boundary, or is it a matter of degree?" · "This 'X percent' — is it whether it will happen, or how much it resembles?" · "Am I rushing to a conclusion just because I can't stand uncertainty?" · "When forced into a binary, can I dial in the setting that's most right for this moment?"

The Mechanisms of Creativity

"Can I push this premise to its limit in my head and see if it breaks?" · "When stuck, which unrelated field can I borrow an image from to build a bridge?" · "Rather than demanding infinite freedom, should I impose a constraint that forces out novelty?" · "I don't have to create from nothing — which parts on hand has no one combined yet?"

Legal & Contract Thinking

"Should I let opposing sides fight it out to force out the truth, or have a neutral party verify directly?" · "I thought I offered a choice, but is the default value what really determines the outcome?" · "This agreement can never be fully written — who gets to decide on what it doesn't cover?" · "This looks redundant, but do I really know why it was put there in the first place?"

Mathematical Structures as Mind

"Is this hard problem hard only because I'm standing on the wrong axes — would a change of basis solve it automatically?" · "Which are the details that vary, and which is the skeleton that only breaks if you tear it?" · "Never mind how it works inside — do its interfaces compose cleanly?" · "By scoring it along a few axes, have I dropped precisely the most crucial dimension?"

Dynamic Thinking: Time · Accumulation · Path

"I'm firm from afar but defect up close — who is seizing power inside me?" · "By pouring resources into one input, have I long crossed the inflection point into futile piling-on?" · "Is something 'worse but ten times cheaper' climbing up from below to eat me?" · "On this bet, am I averaging over parallel worlds, or over my one and only life?"