Economist Aaroth: fast agreement dynamics survive without Bayesian updates or accurate priors

Aaroth · x · 2026-11-02

Economist Aaroth threads through new work on agreement theorems and information aggregation. He gives a clean counterexample: with binary observations XA, XB and outcome Y = XA xor XB, sharing observations determines Y exactly, yet a mere beliefs conversation converges on Pr[Y=1]=0.5 — agreement is not the same as information aggregation.

The key obstruction is that observations are complements rather than substitutes; for substitutes, agreement implies aggregation. His own contribution removes seemingly strong computational and epistemic assumptions: you need neither Bayes updates nor accurate priors to recover the fast dynamics, and the result is robust. Notably, conversation length is completely independent of the complexity of the objects being discussed.

Related event: Economist Aaron Roth Shows Agreement Theorem Holds Without Common Priors(4 posts)→

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