Physics · Primitives
ComputationalIrreducibility#77ea
Some processes have no shortcut: the only way to know step n is to run n steps
Mechanism
For a computationally irreducible process, no procedure predicts its state at step n in fewer steps than the process itself takes. Simple rules can generate such behaviour, as the cellular automaton Rule 110 shows. Reducible processes are the exception: their low-level mechanics produce higher-level regularities, like billiard balls, that a shorter description can capture.
Invariants
- Irreducibility holds even when the rules are fully known and deterministic
- Any exact predictor of an irreducible process takes at least as many steps as the process
Failure modes
- Treating a process as irreducible because no shortcut has been found yet
- Assuming a reducible higher level exists because one exists for similar-looking systems
- Knowing the structure mistaken for knowing the dynamics, as with a connectome that maps wiring but not firing
Where this came from
- Research Can AI predict your next move?
People: Arne Steemers
- Research What is complexity?
Meetup: What is complexity? - BraInference meetup, 25 August 2026
People: Utku Arslan, Adam Timlett, Henrik Westerberg, Arne Steemers
- Research Harnesses, Bodies and Deaths: Notes from an Evening
People: Arne Steemers, Guillem Monso, Andrei Lixandru, Nitesh Jaswal
Used by
Identity
The name is the hash of the definition. Change a word and it becomes a different pattern.
- Sema ID
sema:ComputationalIrreducibility#mh:SHA-256:77eaaa0cb7d5fdf22915b2147d1a9b4061acdd4f45c5297dd8c60ac5bf2fa7f7- Reference
ComputationalIrreducibility#77ea- Ring
- 0
- Tier
- 1
