Building production-facing layer around models. Agent runtimes, evaluations, fine-tuning and observability that make model behavior easier to debug and ship.

Alongside exploring and learning RL techniques, physical AI and voice models.

Patent search and conflict resolution, plus physical AI orchestration in robotics at AWS Loft SF and Seeed Studio with NVIDIA and Hugging Face.