5+ years of experience in applied ML, with a focus on NLP, large language models, transformers, retrieval-based methods, and multi-agent systems. Strong Python programming skills and deep experience with frameworks like PyTorch and TensorFlow. Skilled in designing ML architectures, prototyping solutions, and deploying models via APIs or services. 2+ years leading applied ML teams, with a track record of building high-performance environments. Proven ability to work closely with Product, Design, and Engineering teams.