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