# kaal:claim:5886442-022

**Claim.** Temporal persistence of disequilibria vanishes because agents run millions of forward simulations per second and adjust positions instantaneously, so stochastic shocks are predicted, priced and neutralized before they propagate.

**Type.** mechanism  **Support.** argued

**Source quote.**

> temporal persistence of disequilibria vanishes. Stochastic shocks, such as demand shifts, technological surprises, preference changes, are predicted, priced, and neutralized before they propagate because agents run millions of forward simulations per second and adjust positions instantaneously

**From.** Wulf A. Kaal, *The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory* (2025), General Equilibrium Theory and Static or Stochastic Equilibria, page 18

**Cite as.** Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**Verify.** sha256 of source PDF `d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20The%20AI-to-AI%20Economy%20and%20the%20Collapse%20of%20Anthropocentric%20Economic%20Theory.pdf

**Topics.** economics

**Keywords.** disequilibrium, dsge, shock-propagation, predictive-simulation

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.