Tencent Hunyuan LLM Frontier, Seattle — Research Scientist
Ph.D. in Computer Science, University of Georgia
Advised by Prof. Ninghao Liu
I work on agent reinforcement learning and self-evolving AI —
building agents that improve through environmental interaction and self-generated experience.
My current focus is agents for long-horizon terminal work: acting through real tools, training
on executable environments, and learning from the trajectories they create.
In summer 2026 I am leading a research program on self-evolving terminal agents,
working with Zhongzhi Li, Ruhan Wang, Zongxia Li, and Junyao Yang. We study how an agent training
system can improve along three coupled axes: the environments it trains on, the harness through
which it acts, and the learning signals extracted from long trajectories. Notes and artifacts are
released as the work matures.
The best way to reach me is email: mailofsyc@gmail.com.
I am always glad to talk with people working on self-evolving agents, long-horizon interaction,
and agent post-training.
