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 β€” combining formal precision with conceptual depth.

Core Themes

🧠 Foundational Logic

Introduces verifier classes (Mβ‚™), truth layers (Tβ‚™), and the convergence point 𝕋 β€” framing truth as a structure of epistemic accessibility. This includes rethinking formal truth in relation to bounded inference, GΓΆdel incompleteness and undecidability.

πŸ” Recursive Epistemics

Investigates epistemic circularity, reflective provability, and systems with layered self-reference. Relevant to metamathematics, model theory and philosophical logic.

πŸ€– 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.

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