Focus Areas

Software, Data, AI, Automation, and Resilient Systems.

A concise map of the technical areas that shape my work, from application platforms and forecasting to communications infrastructure and operational AI.

Application platforms

.NET/C#, Python, Swift, React, Node.js, MariaDB, Linux, APIs, SignalR, mobile, and workflow automation.

Data and intelligence

Forecasting, normalized data pipelines, analytics, ML.NET, natural-language query, and decision-support systems.

Infrastructure and communications

Networking, alerting, emergency communications, datacasting, SDR, embedded Linux, and operational resilience.

Architectural bias

Prefer clear, inspectable, deterministic systems with automation where it reduces risk, not where it obscures responsibility.

Design bias

Prefer clean interfaces, simple operational models, subtle visual hierarchy, and documentation that stays close to the system.