Published March 6, 2026 | Version v1
Preprint Open

The Universal Update: Coherence as an Evaluative Instantiation

Authors/Creators

  • 1. Spektre.Labs

Description

Shows that the Spektre corpus evaluation operator is a special case of a universal iterative update equation shared by gradient descent, Bayesian inference, evolutionary dynamics, reinforcement learning, and the Free Energy Principle. The coherence signal minimizes declaration-realization divergence rather than prediction error. Resolves OP-3 from Truth as Fixed Point: the irreducible unknown U_i is a structural necessity following from Lawvere’s Fixed Point Theorem. Closes the derivation chain from 1=1 to universal dynamics.

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