RK.

PEMA

Personal Environmental Memory Agent — Physical AI that remembers where things are.

Problem

Low-vision and memory-impaired users lose track of where objects are and what changed in a room.

Approach

A privacy-focused Physical AI system that remembers where objects were last seen and connects AI reasoning to real-world actions. On-device GenAI with Qualcomm GenieX keeps reasoning local to the hardware, wired to sensing on the Arduino/STM32 side. The same weekend Roshni also competed in the Intel track with Intel Labs' Physical AI Studio — robot manipulation and training ACT / SmallVLA models.

Results

Special Mention, Qualcomm track, AI Infra Summit Hackathon, Santa Clara, Sep 2026.