"Welcome World team on AMD Developer Hackathon: ACT III Hackathon"

Oscilla scores warehouse machine health from vibration, raises confirmed alerts, and turns them into work orders for technicians. A Gemma 4 assistant on AMD Token Factory explains each alert, and its answers are checked before they are shown