Selected work / 01—04
Research into reality.
Four perspectives on building intelligent systems: a useful product, a new data substrate, an attack on model privacy, and a learning workflow.
01 / Applied intelligence
Interactive sampleNYC / NJ Rental Agent
From a city of listings to a considered shortlist.
02 / Data infrastructure
Studio MVP-AElementization
A computational substrate with an explicit capability boundary.
03 / Machine learning security
Research paperWhat does a model remember?
Membership inference in two-tower recommendation models.
04 / Learning systems
System overviewAI Learning Assistant
Instruction that adapts to pace, capacity, and reinforcement needs.