Artificial intelligence
AI work grounded in system behavior.
Projects and technical work spanning algorithmic modeling, enrichment pipelines, reproducible experiments, evaluation, and reliable decision support. The emphasis is on what the system does, how it is tested, and where its limits are.
Featured work
Implemented projects.
Optio.News
Optio.News turns 94 RSS sources into a fast, image-forward editorial experience with parallel crawling, image enrichment, adaptive cards, and burst-based trend detection.
Prisoner’s Dilemma: Algorithmic Modeling & Simulation Research Study
An interactive Python and Dash simulation for testing 40 decision strategies through reproducible tournaments, live analytics, head-to-head comparisons, and human play.
Ticker Tracker
A live financial dashboard engineered to remain useful when its free market-data sources fail, with dual-source failover, validation, caching, and parallel fetching.
Evidence-backed capabilities