Computational irreducibility is the phenomenon wherein simple computational systems cannot be predicted to produce specific long-term outputs without actually running the computation for approximately that many steps—you cannot 'jump ahead' in prediction the way exact science has traditionally allowed.

definitionpending

Speaker

Stephen Wolfram

Evidence Quote

there's really no way to tell what will happen after a billion steps other than to run the thing for about a billion steps and see what happens

Source

Stephen Wolfram - Where the Computational Paradigm Leads (in Physics, Tech, AI, Biology, Math, ...)Hertz Foundation
Created: 8/11/2026, 6:42:09 AM

My Notes

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