01
2025
Proposal and methodology
TwinSight
Winning entry in a NIST-funded national challenge on turning smart-city digital twin data into decisions people can act on.
Selected work
Each case follows the same structure: the situation, my role, the assumption, what the evidence changed, what was produced — and what the result still does not establish.
2025
Proposal and methodology
Winning entry in a NIST-funded national challenge on turning smart-city digital twin data into decisions people can act on.
2011–2023
Completed earlier in my career
Peer-reviewed work on how acute stress shapes memory, alongside university teaching and graduate research mentorship.
2025–present
Working prototype
An early-stage Android application testing whether low-friction capture and caregiver-reviewed AI can reduce the bookkeeping burden between medical appointments.