Chief Architect at Thryve Labs, building machine-learning vision systems for caregiving environments. Based in Rochester, NY, with a background spanning cloud architecture, AI/ML, and enterprise systems.
Full background, experience, and professional history.
A growing collection of interactive tools — for example, Ridgeline, a Fourier-transform mountain silhouette reconstructor.
Presented on AI and machine learning as part of AWS's Howdy Partner series — a platform reserved for AWS's top-tier partners.
AWS Partner Network blog.
AWS Partner Network blog.
A regulator, customer, or lawyer will ask this at some point in 2026.
In single-model systems, you optimize the model. In multi-signal operational AI, you investigate the system.
Most people reading this have either been a caregiver or know one.