5+ years of hands-on software engineering experience At least 2+ years focused on machine learning, data, or recommendation systems Experience building or scaling feeds, ranking systems, or large-scale consumer-facing ML products Strong backend and data engineering skills A deep understanding of consumer app dynamics and what drives product/market fit in discovery experiences Proficient in English (spoken, written, and reading) at a CEFR Level C2 / ILR Level 5