In development · Mobile app and enterprise demo
OnHand
Knowing what is actually on hand
OnHand explores inventory as a practical application problem. Its scope connects everyday grocery use with broader operational inventory workflows.
The work spans a mobile interface, inventory records, and backend services, with optional vision experiments around identifying what is present.
Its story is about turning observations into useful, maintained state: what an item is, what is available, and how that information stays usable as the world changes.
From observation to maintained state
The Android interface combines grocery lists, inventory, and import/export. A separate enterprise demo uses backend services and deterministic seed data. Vision evaluation is optional research tooling; recognition is not presented as a shipped consumer capability.