3–4+ years of hands-on ML research experience; PhD preferred but not required if equivalent industry experience Author on peer-reviewed papers; able to demonstrate track record of meaningful research contributions Expert-level knowledge in PyTorch, modern vision architectures (YOLO, SAM, VLMs), and training pipelines Deep knowledge of object detection, instance segmentation, keypoint detection, SAM, and VLMs