Experience map

Several disciplines,
one useful throughline.

Software engineering, AI/NLP research, and commercial context overlap in the way I scope, build, and explain systems.

Overlap-aware background

Dates are shown as ranges from the public portfolio record.

Commerce + partnershipsEarlier career · approximately 10 years
approx. 2010—2020Earlier career · approximately 10 years
AI/NLP researchResearch analyst · 1 year
2020—2021Research analyst · 1 year
Software engineeringSoftware systems · 7 years
2020—nowSoftware systems · 7 years

Selected record notes

2020—2021

AI/NLP research

Linguistic analysis, dataset development, and evaluation support, with confidentiality-safe descriptions.

2021—2024

Full-stack engineering

Production software across authentication, search, vendor selection, CRM migrations, and email infrastructure.

Current positioning

Applied AI product engineering

AI verification, deployment tooling, integrations, product discovery, and technical enablement.