Lead the design and architecture of GNN and transformers based multi-entity embedding generation, actively participating in end-to-end implementation including enabling efficient distributed training and serving for such architectures, and shaping the future of recommendation systems at Reddit. Develop and optimize large-scale graph-based machine learning pipelines for recommendation systems.