Lukas (Renhao) Xue

Pursuing a Master of Science in Information Studies part-time alongside full-time MLE work. Focus on data systems, information architecture, and applied research.

Leading R&D in model customization — SFT, Reinforcement Learning (GRPO, DPO), and model steering. Focus on robustness, explainability, and cost-effectiveness for enterprise LLM deployments.

Led development of Supervised Fine-Tuning for LLMs as a managed service in Amazon Bedrock. Built the end-to-end pipeline for customers to customize foundation models on their own data.

AutoML for tabular data, time-series forecasting, and language model fine-tuning. Helped make ML accessible to non-practitioners through Canvas's no-code interface.

Kafka on AWS Graviton chips and MSK Express Brokers with a fully managed storage layer. Optimized performance and cost for real-time streaming workloads at scale.

Built real-time fault-tolerant data pipelines and streaming infrastructure. First exposure to distributed systems at AWS scale.

Modernized Maersk's shipping logistics platform. Built features for container tracking and shipment management across global supply chain operations.