Kestrel deploys lightweight vision models to factory floors and mining sites across Australia, enabling predictive maintenance without cloud dependency. The team, spun out of UNSW's Robotic Systems Lab, has partnered with major Queensland resources operators to reduce unplanned downtime by 34%. Their edge-first architecture cuts latency to under 100ms.