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A short list of mental models that I have found helpful to solve problems, make better decisions and communicate effectively.

First Principles Thinking

Problem Solving

Breaking down complex problems into fundamental truths and building up from there.

• Strip away assumptions and conventional wisdom

• Identify what we know to be true

• Build solutions from these basic truths

• Question everything, especially "that's how it's always been done"

Inversion

Decision Making

Instead of thinking about what you want, think about what you want to avoid.

• What could go wrong? How do I prevent it?

• What would failure look like? Work backwards

• Sometimes it's easier to avoid stupidity than seek brilliance

• "Show me where I'm going to die so I don't go there (Charlie Munger)"

80/20 Pareto Rule

Decision Making

80% of results come from 20% of efforts. Focus on the vital few, not the trivial many.

• Identify which 20% of inputs create 80% of outputs

• Double down on what works, eliminate what doesn't

• Not all tasks are created equal - prioritize ruthlessly

• Applies to time, money, relationships, and almost everything

Socratic Questioning

Critical Thinking

A disciplined questioning method that helps examine ideas, assumptions, and beliefs through systematic inquiry.

• Clarifying: What do you mean by...? Can you give an example?

• Probing assumptions: What are we assuming? Why would someone assume this?

• Probing evidence: How do you know? What evidence supports this?

• Exploring perspectives: What's an alternative view? How would others respond?

• Examining consequences: What are the implications? Then what happens?

Occam's Razor

Problem Solving

The simplest explanation is usually the correct one. Among competing hypotheses, choose the one with the fewest assumptions.

• Don't multiply entities beyond necessity

• When you hear hoofbeats, think horses, not zebras

• Complexity should be added only when required

• Simple solutions are easier to understand, test, and maintain

Sunk Cost Fallacy

Decision Making

Past costs that can't be recovered shouldn't influence future decisions. Don't throw good money after bad.

• What's already spent is gone - focus on future value, not past investment

• Ask: Would I start this today knowing what I know now?

• Cutting losses early is often the rational choice

• The question isn't 'How much have I invested?' but 'What's the best path forward?'

Abstraction Laddering

Critical Thinking

Moving up and down levels of abstraction to see problems from different perspectives. Zoom in for details, zoom out for context.

• Ladder up: Why does this matter? What's the bigger picture?

• Ladder down: How specifically? What are concrete examples?

• Being stuck at one level limits your thinking

• Great problem solvers move fluidly between abstract and concrete

5 Whys

Problem Solving

Ask 'why' five times to get to the root cause of a problem. Surface symptoms hide deeper issues.

• Start with the problem and ask why it's happening

• Take the answer and ask why again - repeat 5 times

• Usually reveals the root cause by the 5th why

• Prevents treating symptoms instead of causes

Global & Local Maxima

Problem Solving

Getting stuck at a good solution that prevents you from finding a better one. Sometimes you need to get worse before you get better.

• Local maximum = best solution in your immediate area

• Global maximum = best solution overall (might be far away)

• Incremental improvements can trap you at a local peak

• Sometimes you need to take a step back to make a leap forward

Law of Diminishing Returns

Decision Making

After a certain point, additional effort yields progressively smaller improvements. Know when to stop optimizing.

• The first 80% of results comes from 20% of effort

• The last 20% of results takes 80% of effort

• Perfect is the enemy of good - know when good enough is enough

• Ask: Is the improvement worth the additional investment?

Speed vs Quality

Decision Making

Confidence decides speed vs quality. How certain you are determines how fast you should move.

• Low confidence in the problem? Focus on speed to validate quickly

• High confidence in problem, low in solution? Balance speed and quality

• High confidence in both problem and solution? Focus on quality

• Don't over-engineer solutions to uncertain problems

Four Horsemen of the Apocalypse

Communication

Four destructive communication patterns that predict conflict and relationship breakdown. Named by John Gottman, these behaviors are toxic to healthy communication.

• Criticism: Attacking someone's character rather than addressing specific behavior ("You always..." "You never...")

• Contempt: Treating others with disrespect, mockery, or sarcasm - the most destructive horseman

• Defensiveness: Deflecting responsibility by making excuses or playing the victim

• Stonewalling: Withdrawing from interaction, shutting down, or giving the silent treatment

• Each horseman has an antidote: gentle start-up, building appreciation, taking responsibility, self-soothing

What, so what, now what?

Communication

A lightweight way to structure feedback or communication, ensuring clarity, relevance, and actionable next steps.

• What?: Tell them what you're going to tell them (e.g., 'We need to align on the user problem...')

• So what?: Tell them why it's important to them (e.g., '...this is important because we need to validate that we're investing in the right area...')

• Now what?: Tell them what the next steps are and who should complete them (e.g., '...so how about we develop a research plan. How does tomorrow sound?')

• Provides a clear, structured approach to delivering feedback or information

Diamond Model

Communication

Structure communication by starting specific, zooming out to the big picture, then returning to specific actions.

• Start specific: concrete example or problem

• Expand to the bigger picture: why it matters, broader context

• Narrow back to specific: concrete next steps or solutions

• Shape: Narrow → Wide → Narrow (like a diamond)

Golden Rule (from Charles Darwin)

Critical Thinking

Whenever a published fact, observation, or thought comes across you which opposes your general results, make a memorandum of it without fail and at once.

• Actively seek out and record contradictory evidence to your beliefs

• Such facts are far more apt to escape memory than favorable ones

• Counter-intuitive thinking - look for what doesn't fit your worldview

• Builds stronger, more defensible theories by addressing objections upfront

Nonviolent Communication

Communication

A communication framework that focuses on expressing observations, feelings, needs, and requests to create connection and understanding without blame or judgment.

• Four components: Observations (facts without evaluation), Feelings (emotions, not thoughts), Needs (universal human needs), Requests (clear, specific, and doable)

• Separate observations from evaluations and judgments - describe what happened, not what you think it means

• Express needs rather than strategies for meeting needs - focus on what you value, not how to get it

• Make requests, not demands - be clear about what you want and open to hearing 'no'

• Empathy first: Listen for feelings and needs behind others' words, even when they're expressed as criticism

Situation-Behavior-Impact (SBI)

Communication

A structured approach for giving feedback by describing the situation, specific behavior observed, and the impact it had.

• Situation: When and where did this happen? Set the context

• Behavior: What specific actions did you observe? Focus on facts, not interpretations

• Impact: What was the effect? How did it affect you, the team, or the project?

• Keeps feedback objective, specific, and actionable

Single Decisive Reason (SDR)

Decision Making

Instead of listing multiple reasons for a decision, identify the one reason that would change your mind if it were different.

• What's the one thing that, if changed, would make you decide differently?

• Focus on the decisive factor, not supporting evidence

• Helps clarify what you truly care about most

• Simplifies decision-making by cutting through complexity

Evaporating Cloud

Problem Solving

A conflict resolution diagram that maps the logic behind conflicts by identifying opposing wants, underlying needs, and common objectives to find win-win solutions.

• Map the conflict: Two opposing wants (D vs D') that can't both be satisfied

• Identify needs: What each want is trying to achieve (B and C)

• Find common objective: The shared goal (A) that both needs serve

• Challenge assumptions: Each logical connection hides an assumption that can be questioned

Karpman Drama Triangle

Communication

Explains destructive conflict dynamics where people cycle between Victim, Persecutor, and Rescuer roles, keeping teams stuck in blame and dependency.

• Victim: Feels powerless, avoids responsibility, and seeks others to fix the problem

• Persecutor: Blames or criticizes, asserts control through aggression or coercion

• Rescuer: Jumps in to save others, enabling the victim role and reinforcing dependency

• Break the triangle by shifting to healthier roles like Creator, Challenger, and Coach

Second-Order Thinking

Decision Making

Think through the consequences of your decisions beyond the immediate impact. Ask 'And then what?' to avoid unintended outcomes.

• First-order thinking is fast and easy - solves the immediate problem only

• Second-order thinking is deliberate - considers interactions and time

• Always ask: 'And then what?' to see downstream consequences

• Think across time: What happens in 10 minutes? 10 months? 10 years?

• Extraordinary performance comes from seeing what others can't see

Trust Equation

Communication

Trustworthiness equals the sum of credibility, reliability and intimacy divided by self-orientation. Understanding and improving these elements helps build stronger relationships.

• Credibility: Your words and how believable you seem. Build experience, credentials, and knowledge. Be transparent about what you know and don't know.

• Reliability: Your actions and how dependable you seem. Make and keep small promises to build a track record. Deliver exactly what you promise.

• Intimacy: How safe people feel sharing with you. Demonstrate vulnerability, react to emotions behind words, and seek out others' humanity.

• Self-orientation: Your focus on self versus others (the divider). High self-orientation reduces trustworthiness. Stay present to others' needs while maintaining your sense of self.

• Emotional elements (intimacy and self-orientation) are more impactful than rational ones (credibility and reliability) for building trust

Opportunity Cost

Decision Making

Every choice has a hidden price: the best alternative you gave up. The real cost of anything isn't what you pay, it's what you could have done instead.

• Before saying yes to something, ask: what am I saying no to?

• Time is the ultimate scarce resource, every hour spent on X is an hour not spent on Y

• The best option isn't always good in absolute terms, it's the one with the lowest opportunity cost

• Applies to hiring, projects, features, meetings, and personal commitments

Reversible vs Irreversible Decisions

Decision Making

Not all decisions deserve the same amount of analysis. One-way doors need careful deliberation; two-way doors need speed.

• Type 1 (irreversible): High stakes, hard to undo. Slow down, gather data, stress-test assumptions

• Type 2 (reversible): Low stakes, easy to undo. Decide fast, learn from the outcome, adjust

• Most decisions are Type 2 but get treated as Type 1, causing unnecessary slowness

• Ask: What's the cost of being wrong? Can I reverse this in a week? If yes, just decide

Map is Not the Territory

Critical Thinking

Models, plans, and abstractions are simplifications of reality, not reality itself. Useful for navigation, dangerous when mistaken for truth.

• Every model leaves things out, know what your map doesn't show

• When the map disagrees with the terrain, trust the terrain

• Spreadsheets, org charts, and business plans are maps, not the business

• Update your maps frequently, reality changes faster than your models do

Survivorship Bias

Critical Thinking

We only see the winners and draw conclusions from them, ignoring the silent majority that failed doing the same thing.

• "College dropouts become billionaires" ignores millions of dropouts who didn't

• Success stories are visible, failure stories are invisible, this skews every lesson you extract

• Before copying a winner's strategy, ask: how many people did the same thing and failed?

• Look for the graveyard, not just the podium, when analyzing what works

Confirmation Bias

Critical Thinking

We instinctively seek information that confirms what we already believe and filter out what contradicts it. The most pervasive and dangerous cognitive bias.

• You don't see the world as it is, you see it as you expect it to be

• Actively seek disconfirming evidence, it's far more valuable than confirming evidence

• Ask: What would change my mind? If nothing would, you're not reasoning, you're rationalizing

• Surround yourself with people who disagree with you constructively

Hanlon's Razor

Critical Thinking

Never attribute to malice what can be adequately explained by ignorance, incompetence, or misaligned incentives. Most harm isn't intentional.

• That frustrating email probably isn't hostile, just poorly written or rushed

• Assuming bad intent poisons relationships and escalates conflicts unnecessarily

• Look for structural explanations (bad incentives, missing info) before personal ones (they're out to get me)

• Saves enormous energy that would otherwise go to grudges and defensiveness

Regression to the Mean

Critical Thinking

Extreme results tend to move back toward the average over time. That amazing quarter might be variance, not genius. That terrible week might be noise, not failure.

• Don't overreact to outliers, both positive and negative results often revert to normal

• Hiring the "best candidate ever" or firing after one bad month are both regression traps

• When performance is unusually high or low, the next measurement will likely be closer to average

• Make structural decisions based on trends and base rates, not single data points

Incentives

Decision Making

People do what they're rewarded for, not what they're told. If you want to understand behavior, look at the incentive structure. Munger's single favorite mental model.

• "Show me the incentives and I'll show you the outcome" (Charlie Munger)

• Never ask why someone is doing something frustrating until you've looked at what they're incentivized to do

• Misaligned incentives explain most organizational dysfunction, fix the incentives before blaming the people

• Design systems where doing the right thing is also the easy and rewarded thing

Premortem

Problem Solving

Before starting a project, imagine it has already failed spectacularly. Then work backwards to figure out why. Catches risks that optimism hides.

• Ask the team: 'It's six months from now and this project failed. What went wrong?'

• Gives people permission to voice concerns they'd normally suppress out of optimism or politeness

• Surfaces risks, blind spots, and dependencies that standard planning misses

• Far more effective than a postmortem because you can still change course

Reciprocity

Communication

People feel a deep, automatic urge to return favors, gifts, and concessions. One of the most powerful forces in human interaction, used in sales, negotiation, and relationship building.

• Give first without expecting anything, the return usually exceeds the gift

• Works both ways: small favors create goodwill, small slights create grudges

• In negotiation, making a concession triggers the other side to concede something back

• Be aware when it's being used on you, free samples, unsolicited favors, and gifts with strings attached

Goodhart's Law

Decision Making

When a measure becomes a target, it ceases to be a good measure. People optimize for the metric, not the outcome you actually want.

• Lines of code, story points, emails sent, all get gamed when used as performance targets

• The metric improves while the thing it was supposed to measure gets worse

• Fix: measure outcomes, not outputs. Track what you actually care about, not a proxy

• If you can't measure the real thing, rotate metrics frequently so gaming can't take root

Availability Bias

Critical Thinking

We judge how likely something is by how easily examples come to mind. Vivid, recent, or emotional events feel more probable than they are.

• Plane crashes feel more dangerous than car rides because they're more memorable, but cars kill far more people

• Recent events dominate our risk assessment, a friend getting laid off makes you overestimate your own risk

• Media amplifies this: what gets covered feels common, what doesn't feels rare

• Counter it by looking at actual data and base rates before making decisions

Halo Effect

Critical Thinking

One positive trait (attractiveness, success, charisma) makes us assume everything else about a person or company is also positive. Distorts hiring, investing, and partnerships.

• A confident speaker seems smarter, more trustworthy, and more competent, even without evidence

• A company with a great product gets assumed to have great culture, great leadership, great strategy

• Works in reverse too: one negative trait can poison your entire perception (horn effect)

• Counter it by evaluating traits independently, don't let one dimension color your judgment of others

Theory of Constraints

Problem Solving

A system is only as fast as its slowest part. Find the single bottleneck limiting your throughput and fix that before optimizing anything else.

• Improving a non-bottleneck is waste, it won't make the system faster

• Identify: where does work pile up? Where do people wait? That's your constraint

• Once you fix one bottleneck, a new one appears, it's a continuous process

• Applies to teams, software, sales pipelines, manufacturing, and personal productivity

Circle of Competence

Decision Making

Know the boundaries of what you actually understand. The danger isn't ignorance, it's the illusion of knowledge just outside your circle.

• You don't need to be an expert in everything, just know where your edge of knowledge is

• Operating inside your circle: you have real knowledge, pattern recognition, and earned intuition

• Operating outside: you're guessing, but it feels like knowing, which is more dangerous than admitting ignorance

• Expand your circle deliberately over time, but never pretend it's bigger than it is

Fundamental Attribution Error

Critical Thinking

We explain others' behavior by their character but our own by our circumstances. He's lazy; I was tired. She's rude; I was having a bad day.

• When someone cuts you off in traffic, you think 'jerk.' When you do it, you think 'I'm late'

• We overweight personality and underweight situation when judging others, and do the reverse for ourselves

• Causes most interpersonal conflict: you're judging their character while they're reacting to their context

• Fix: before judging someone, ask what situation might explain their behavior

Paradox of Choice

Decision Making

More options leads to worse decisions and less satisfaction. Too many choices cause analysis paralysis, regret, and the nagging feeling you picked wrong.

• With 3 options you pick one and move on. With 30 options you agonize and second-guess

• Satisficing (picking 'good enough') beats maximizing (finding 'the best') for happiness and speed

• Constrain your own choices deliberately: limit options, set criteria in advance, decide once

• Applies to products, career moves, hiring, restaurants, and every consumer decision

Tragedy of the Commons

Decision Making

Shared resources get destroyed when everyone acts in self-interest. No one ruins the commons on purpose, but no one maintains it either.

• Each individual's rational choice (take more, contribute less) leads to collective ruin

• Applies to shared codebases, team capacity, public infrastructure, environment, and open-source projects

• Fix: assign clear ownership, make costs visible, or align individual incentives with collective good

• If everyone thinks 'someone else will handle it,' no one will

Parkinson's Law

Problem Solving

Work expands to fill the time available for its completion. Give a task two weeks and it takes two weeks. Give it two days and it still gets done.

• Shorter deadlines force focus on what actually matters and cut unnecessary scope

• Meetings expand to fill their time slot, tasks expand to fill their sprint, projects expand to fill their budget

• Counter it: set aggressive but realistic deadlines, then protect them

• Pairs well with Pareto: the 20% that matters gets done in the constrained time

Base Rate Neglect

Critical Thinking

We ignore statistical probabilities in favor of vivid specific information. Your uncle smoked his whole life and lived to 95, so cigarettes can't be that bad, right? Except the base rate says smokers die 10 years earlier on average.

• Always ask: what's the base rate? How often does this actually happen in general?

• A compelling story about one case doesn't change the underlying odds

• Doctors, investors, and founders all fall for this: individual evidence feels more real than statistics

• Start with the base rate, then adjust based on specific evidence, not the other way around