RIGGs · Collide
2025 — present · Principal Research Engineer
I lead research and engineering across foundation models, reinforcement learning, agent systems, and evaluation for petroleum engineering. The work spans domain data, post-training, simulation-based learning, knowledge graphs, retrieval, inference, and customer-facing deployment.
Research agenda
Executive and customer work
I present technical systems to senior leaders at large energy companies, lead high-stakes conversations about workflow fit and deployment risk, and turn customer evidence into product and research decisions.
- NeMo
- Megatron-Core
- DeepSpeed
- vLLM
- SGLang
- Neo4j
- Qdrant
- Ray