Use inversion as the first model in every problem
Before solving a problem, ask what would guarantee failure — then avoid those things.
Why it works
Inversion exploits the asymmetry between recognizing errors and generating solutions: it is cognitively easier to identify the ways something can go wrong than to directly synthesize the optimal path. By listing failure conditions first, you remove the biggest error attractors before trying to optimize — Munger called this "avoiding stupidity" as a strategy distinct from "pursuing brilliance."
How to do it
- State your goal, then ask: "What would guarantee I fail at this?"
- List the top five to ten failure modes without censorship.
- For each, ask: "Am I already doing any of these? Could I easily fall into this?"
- Build your positive plan around avoiding those failure modes, not just chasing success criteria.
Evidence
The pre-mortem technique (Klein) operationalizes the same inversion principle and has observational evidence for improving plan quality. Inversion as a general reasoning tool is practitioner-established; its mechanism overlaps with well-studied counterfactual reasoning research. (mechanistic)
Inversion’s specific benefit over positive planning has limited direct comparative evidence; the pre-mortem literature is the closest empirical analog.
Sources
- Klein (2007), performing a project premortem, Harvard Business Review
- Klein, G. (2007). Performing a Project Premortem. Harvard Business Review, 85(9), 18–19.
Common mistake
Using inversion only once, at the start of a project, rather than at each major decision point where failure modes have likely shifted.
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More practices for Mental Models: Charlie Munger’s Latticework Approach
- Collect models deliberately from fields outside your specialty
Choose one model per quarter from a discipline you do not work in and learn it well enough to explain it.
- Always ask what happens next after the obvious effect
For any decision, trace at least two steps of consequences before committing.
- Constantly distinguish the map from the territory
A model is a simplification — know precisely where yours breaks down.
- Apply several models to the same problem at once
When models from different fields point to the same answer, confidence rises; when they conflict, you learn something important.
- Maintain a personal model catalog with examples
Keep a written inventory of your models, each illustrated with a real example from your own experience.
- Watch for lollapalooza effects — multiple models pointing the same direction
When several biases or forces combine on a single outcome, expect an extreme result.
Related concepts
- First-Principles Thinking, Made Usable
Reasoning up from fundamentals, with the mechanism behind why it beats analogy
- Second-Order Thinking: And Then What?
Tracing consequences of consequences, the way Howard Marks does
- Inversion: Solve Problems Backward
Munger’s “avoid stupidity” discipline, applied to real decisions
- Thinking, Fast and Slow, Made Usable
Two systems, the biases they create, and when to slow down