Learning systems · AI products · Human-centered delivery
With 25+ years in education and a growing portfolio of production software, I connect instructional strategy, product thinking, AI workflow design, and hands-on implementation—from ambiguous problem to verified system.
Selected work
These projects show how I move between discovery, instructional judgment, product architecture, implementation, verification, and practical adoption.
AI product · Full-stack delivery
An end-to-end career intelligence workspace that connects job discovery, explainable fit analysis, resume tailoring, ATS review, application tracking, and subscription operations.
Production deployment · 142-test local quality gate · live billing and ownership controls verified
AI product · Evidence integrity
An evidence-aware reporting workspace that keeps supported facts, user assertions, AI synthesis, missing evidence, and human judgment visibly distinct.
Live product foundation · claim-level evidence states · human approval required
AI product · Learning experience
A classroom-ready avatar experience that connects guided self-reflection, AI image generation, teacher workflows, and cloud processing.
How I work
Ground the experience in audience needs, objectives, constraints, motivation, and how people actually learn.
Use AI to accelerate thinking and production while preserving review, privacy, clarity, and human judgment.
Prototype, integrate, test, and refine interactive tools and media until the experience is useful in practice.
Open to the right opportunity