An engineer interested in the shape of real work.

My current focus is software development and project delivery. At Upay, that means understanding operational needs, defining scope, coordinating stakeholders, and building internal workflow tools, dashboards, reporting, and automation around how teams actually make decisions.

Separately, my research practice asks: how can an intelligent system remain useful when its inputs are incomplete? C-MAT explored that through MRI, resting-state EEG, modality dropout, and cross-modal alignment across 1,400+ records.

I am strongest when a problem is still ambiguous—mapping the actors, requirements, constraints, ownership, and failure modes; then carrying a practical plan through implementation and documented handoff.