GiM / GiMOps
Turned legacy hardware, weak connectivity, and fragmented venue workflows into a read-only, privacy-conscious product direction. Built the public site, product and trust documentation, contact API, and internal prototypes.
Semantic Vision Protocol - protocol/prototype: explored multi-venue edge-to-cloud coordination by converting locally processed video observations into small, anonymised semantic records before transfer, avoiding raw-footage privacy, bandwidth, and storage costs while accounting for constrained edge hardware. This is not a production deployment.