← /notes

Phase Transitions

Created Dec 23, 2024 physicssystemscomplexity

Water at 99°C is liquid. At 101°C it’s gas. The difference between 98°C and 99°C is trivial; the difference between 99°C and 101°C is a complete reorganization of molecular structure. This is a phase transition: a discontinuous change in system behavior at a critical threshold.

The metaphor extends far beyond physics. Markets crash when confidence suddenly evaporates. Revolutions erupt when accumulated grievances cross a threshold. Epidemics explode when transmission exceeds a tipping point. Social movements go from invisible to ubiquitous. The pattern is the same: gradual pressure, gradual pressure, sudden snap.


Near phase transitions, systems become unusually sensitive. Small perturbations that normally dissipate can instead cascade through the entire system. This is “critical slowing down” — the system takes longer to recover from disturbances, signaling that it’s approaching the edge. feedback loops become self-reinforcing rather than self-correcting.

Physicists call this region the “critical point.” Here, fluctuations span all scales. Correlations extend system-wide. The system loses its characteristic length scale and becomes fractal. Properties that were independent become entangled. The rules that worked in normal conditions fail spectacularly.


The practical implication: you cannot extrapolate through a phase transition. The fact that small pressures produced small effects yesterday doesn’t mean they will tomorrow. Systems can absorb stress until they suddenly can’t. The relationship between cause and effect changes at the threshold.

This is why fat tails matter, why linear risk models fail, why complex systems surprise us. The world isn’t gradually responsive — it’s punctuated by discontinuities. The same force that did nothing for years can suddenly transform everything. Stability is not equilibrium; it’s the tension before the snap.

Related: systems, feedback loops, emergence, fat tails, hysteresis