Search Without Truth: A Cross-Domain Invariant in AI Mathematical and Reasoning Systems

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Authors: Neil Clive Tuckwell
Cited by: 8
References: 1

Abstract

AI systems applied to mathematics and reasoning across three domains (formal theorem proving, inverse PDE solving, LLM reasoning) are evaluated under the TRIDENT/TTR-1 analytical framework. A universal structural invariant is identified and validated across domains. This work introduces no new empirical results; it provides a cross-domain structural evaluation of existing systems.Resource type: Working Paper Keywords: AI, theorem proving, inverse problems, PDE, LLM, validation, TRIDENT, invariant, search accelerator

Fields of Study & Subjects

AI-based Problem Solving and Planning Evolutionary Algorithms and Applications Artificial Intelligence in Games

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
3 May 2026