Applied AI Systems
Designing inspectable decision systems where algorithms, data, interfaces, and evaluation work as one product.
Trace the evidence →Role-specific portfolio
Applied modeling, enrichment, and decision-support work where reproducibility and system behavior matter as much as the interface.
Capabilities
Designing inspectable decision systems where algorithms, data, interfaces, and evaluation work as one product.
Trace the evidence →Building reproducible experiments that expose assumptions, state, and contextual tradeoffs.
Trace the evidence →Selected case studies
Real interfaces and implemented systems, with the engineering decisions documented inside each case study.

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.

An interactive Python and Dash simulation for testing 40 decision strategies through reproducible tournaments, live analytics, head-to-head comparisons, and human play.
Architecture & communication
Discuss the work