PRANAV_TALWAR 

High-friction feedback loops lead to participation failure. The system operates as an anonymous, failing to account for the distinct identities and needs of the occupants.

A single-gesture NFC intent layer with individual preference vectors built per student, feeding into collective aggregation, balancing them across everyone in the space.

Para-athletes have 2× the injury rate partly because equipment is fitted by feel, not data.

A platform to run motion-sensor tests and log athlete movement data and feedback — replacing guesswork with evidence.