01
Engineering & industry
Industry Track
Leads engineering direction and decides where frontier research becomes reliable, production-grade infrastructure.
- 01Project architecture and engineering evolution
- 02Research-to-production priorities
- 03Ecosystem, release, and adoption strategy
02
Research & academia
Academic Track
Advances frontier research around semantic routing and works with engineering to turn evidence into shared project direction.
- 01Research agenda and scientific quality
- 02Evaluation, publication, and external collaboration
- 03Translation of research into project capabilities
香港城市大学博士,青云计划人 才,做过混元 LLM。
做智能体 AI、以人为本 AI 和知识挖掘的研究。
研究可信 AI 与从反馈中学习,McGill、Mila 和 Stanford 都待过。
CAE 与 IEEE Fellow;MBZUAI Associate VPR;McGill 与 Mila 教授;前 Samsung AI 研发副总裁;ACM SIGBED 主席。





