Publications
The Structured Epistemic Model of Truth (SEMT) is developed across a series of books and papers exploring logic, epistemology and AI safety. These works present a layered approach to truth under verification constraints — combining formal precision with conceptual depth.
Core Themes
Foundational Logic
Introduces verifier classes (Mₙ), truth layers (Tₙ), and the convergence point 𝕋 — framing truth as a structure of epistemic accessibility. This includes rethinking formal truth in relation to bounded inference, Gödel incompleteness and undecidability.
Recursive Epistemics
Investigates epistemic circularity, reflective provability, and systems with layered self-reference. Relevant to metamathematics, model theory and philosophical logic.
AI Safety & Verification
Applies SEMT to the problem of machine-generated claims, hallucination boundaries and system introspection. Introduces the Epistemic API (EAPI) and design principles for verifiability-aware tools in AI alignment.