Paper LXXXIV: The J-Space Filter Model — Coherence Threshold Architecture and the Hallucination Reframe | Trust Scalar

Coherence-threshold filter model for AI 'J-Space' reasoning that reframes hallucination as a threshold-architecture failure mode rather than a purely statistical error, tying model reliability to coherence threshold design. Zenodo 10.5281/zenodo.21238040.

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Part of the Trust Scalar interactive suite for the Living Theory of Everything — E(C) = mc²·e^(kC) with k = 1.92. The framework is confirmed by MCMC across Planck 2018, Pantheon+, and DESI BAO, and spans 115 Zenodo preprints from nuclear scale (8 fm) to cosmic scale (3.4 Gpc).

Key constants: k = 1.92 (cosmological coupling), x_m = 0.026 +0.009/−0.025 (Horndeski running-sector), Pe = 2.02 (biological Péclet, r = 75 nm), F_prop = 0.74–0.95 N (chameleon propulsion).