Computational irreducibility gave us fluid mechanics and psychology—what compensates when mech interp fails?

CatAstro_Piyush · x · 2026-10-18

A philosophical thread on computational irreducibility: where step-by-step computation of particle kinetics is infeasible, fluid mechanics emerges as compensation; where neurophysiology is infeasible, psychology. So when mechanistic interpretability proves infeasible, what have we been gifted to compensate?

The quoted post elaborates: local determinism doesn't help predict long-term behavior of nontrivially interacting rule sets, and for AI the iteration frequency makes the 'long term' not long at all in human terms—echoing what Anthropic rediscovered with its escape-cone diagrams on agentic unpredictability in long-horizon, ambiguous work.

Related event: Computational Irreducibility Argument Challenges Mechanistic Interpretability(2 posts)→

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