After two decades spanning U.S. Army Special Forces operations and Silicon Valley enterprise infrastructure, I am currently a Master of Accountancy graduate student researching Auditable AI and epistemic resilience. My published formal research bridges measure-theoretic ontology and practical accounting to define how truth and reliability are preserved in finite, constraint-bound systems.