If you’re considering working with Ahmed — do it! Ahmed quickly familiarized himself with my existing detectron2-based masking project and seamlessly integrated new requirements with precision and clarity. Even when the tasks got a bit tricky, Ahmed maintained excellent communication, always staying friendly, professional, and incredibly knowledgeable. His expertise is truly top-notch! I’m already looking forward to collaborating on more projects with him in the future.