This research develops an AI-powered, multi-sensor drone system to detect butterfly landmines more safely and efficiently. By fusing sensor data into confidence-scored maps, it accelerates demining, reduces risk to operators, and supports civilian safety, land reuse, and humanitarian recovery in post-conflict regions.