Proficiency in Python and/or C++, with the ability to build reliable, production-grade systems in both/either Strong knowledge of data structures, algorithms, and system design Experience working with complex software systems, especially those involving data processing, ML, or distributed components Solid understanding of ML evaluation techniques, metrics, and trade-offs Experience building automation scripts, evaluation dashboards, or pipeline components Comfort navigating ambiguity and breaking down open-ended problems