I co-created Graph Neural Networks while at Stanford. I recognized early on that this technology was incredibly powerful.

Modular orchestration, fail-safe design, hybrid memory management, and LLM integration with domain knowledge are essential to agentic systems that reason, act, and adapt at scale.