10+ years of experience in engineering, program management, or delivery of large-scale projects. Proven ability to lead and scale large teams (100+ members). Strong technical grounding in AI/ML, data annotation, and multimodal systems. Proficiency in Python (preferred) or Swift for data analysis and automation. Experience in data curation, annotation pipelines, and quality control. Excellent communication and stakeholder management skills.