Dr. Wallace's Favorite Mental Models

Murphy's Law

Anything that can go wrong will go wrong — not as fatalism, but as a design instruction: once a system has more than one way to fail, assume at scale it eventually will, and build for that in advance.

The 30-second version

Murphy's Law, in its most common phrasing, says "Anything that can go wrong will go wrong." Unlike most "laws" in this collection, it traces to one specific, datable event rather than a research paper: a 1949 U.S. Air Force program at Edwards Air Force Base, where engineer Capt. Edward A. Murphy Jr. brought sensors meant to measure G-forces during rocket-sled deceleration tests run under Lt. Col. John Paul Stapp. Every sensor came back with a useless zero reading — investigators found the gauges had been wired backward. Murphy, by most detailed accounts, said something close to: "If there's more than one way to do a job, and one of those ways will result in disaster, then somebody will do it that way." Stapp repeated a shorter version to reporters and named it after him, and engineering culture carried it from there. The useful reading isn't cosmic pessimism — it's a design instruction: once a system has more than one way of doing something, and at least one of those ways leads to failure, assume that at sufficient scale or repetition, the failure path will eventually get taken, and engineer around it before it happens rather than after.

Mental Model Compass

Where Murphy's Law sits next to three other models already in this collection about anticipating failure or misjudging effort. Click a dot to see why it sits where it does.

A compass plotting four mental models about anticipating failure and misjudged effort Horizontal axis: whether the model is mainly about a single plan or decision (left) or about a system or process used again and again (right). Vertical axis: whether the model is mostly a trap noticed only after failure happens (bottom) or a technique used deliberately beforehand to prevent it (top). Murphy's Law sits upper-right: about repeated systems, and used mostly beforehand as a design instruction. Premortem Analysis sits upper-left: about a single decision, also used deliberately beforehand. Planning Fallacy sits lower-left: about a single plan's timeline, mostly a trap recognized only in hindsight. Hofstadter's Law sits lower-right: about repeated experience across many projects, also mostly noticed ruefully after the fact. About a system used again and again → About a single plan or decision ← Noticed mostly after failure ↓ · Used mostly beforehand ↑ Murphy's Law Premortem Analysis Planning Fallacy Hofstadter's Law

Click or focus a dot to read why it sits where it does.

Build the idea, one step at a time

What it looks like in different fields

The law's home turf. Aerospace, nuclear, and medical-device engineering build in redundant systems, fail-safes, and wide safety margins specifically because a single-point failure in a complex system is a matter of when, not if, across enough operating hours. Post-mission reviews of failures like the Challenger and Columbia disasters repeatedly trace root causes back to a known, low-probability failure path that was eventually taken because it was tolerated rather than closed in advance.