Australia's national science agency has repurposed robots from the mining industry to inspect solar panels in large-scale PV projects, equipped with sensors like LiDAR and thermal infrared cameras to detect faults such as dust build-up, physical damage, and hotspots. This technology aims to improve efficiency, safety, and automation in solar farm maintenance, replacing unskilled labor with skilled regional jobs. The use of next-generation robotics is accelerating the energy transition and supporting the path to net zero by collecting data for proactive maintenance decisions and leveraging experience from other industries to benefit the renewable energy sector. Early detection of faults is crucial to maintain panel performance, enhance energy output stability, and prevent fires at solar projects.