Publications
Technical reports, engineering logs, and research detailing the proprietary data models powering the ZIYØN infrastructure.
Engineering the 20-Year Career: Monte Carlo Simulations in Human Capital
Detailing the mathematical transition from static salary averages to dynamic, stochastic trajectory modeling using Monte Carlo simulations and psychometric multipliers.
"AOOF: The Technical Specification for AI Driven Occupational Routing
Part 2 of 2. The technical architecture, mathematical models, and API specifications required to operationalize the AI Operational Occupational Framework (AOOF).
The Psychometrics of AI Era Labor: A Magnitude Aware Framework
Part 1 of 2. Detailing the mathematical transition from cosine to Euclidean similarity for magnitude-aware profiling across OCEAN and RIASEC dimensional spaces.
Ethical Alignment & Hallucination Mitigation in Decision Support
Proposing a novel verification layer for LLMs operating in high-stakes environments, utilizing forced JSON schemas and deterministic validation pipelines.