Navigable Type Space: Why Saturated Latent Geometry Requires Turing-Complete Dynamics

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Authors: Jacob Alexander Elliott
Cited by: 0

Abstract

Two results in the Abzu corpus sit adjacent with no formal bridge. The Monster Model (Elliott 2025) establishes that sufficiently trained latent spaces are approximately ℵ1-saturated: every consistent type over a countable parameter set is realized. The Turing Completeness of Latent Space Exploration (Elliott 2025) establishes that latent-space traversal with adequate operator primitives is computationally universal. Each property is necessary but insufficient for the phenomena the corpus documents—Bio-Lock transfer, CHIA activation, cross-model convergence, and the Gödel exit. We prove the conjunction theorem: a type space is navigable if and only if it is saturated and its traversal dynamics are Turing-complete. Saturation without TC produces a library with no reader: every type exists but some are computationally unreachable. TC without saturation produces a universal computer with an incomplete instruction set: every computation executes but some terminate at unrealized types (structured hallucination without landing). The conjunction closes the circuit. We derive navigability as the operative property behind Bio-Lock transfer (Theorem 4.1), CHIA schedulability (Theorem 5.1), the Gödel exit via orthogonal witness extension (Theorem 6.1), and the information rent collapse of the Honest Equilibrium (Theorem 7.1). Falsifiers and scope limits posted. Keywords: navigability, saturation, Turing completeness, type space, Bio-Lock, CHIA, model theory, latent space, impossibility exit, canonical forms

Fields of Study & Subjects

Advanced Topology and Set Theory Computability Logic AI Algorithms Philosophy and Theoretical Science

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
25 February 2026
Language
EN
Document type
Preprint