Machine learning engineer and researcher with a unique path from derivatives structuring at Deutsche Bank, to building foundation models at Liquid AI, to mining alpha from alternative data at CitSec. Specializes in sequence modeling, multimodal ETL, and synthetic data generation, with past work on evidence-grounded AI systems for healthcare and published research on options market forecasting and deep learning for volatility modeling.