SEAR: Self-Evolving Agentic Robotics
Xinyi Wang*,†, Bangzheng Li*,†,
Hanyu Wang‡, Lin Zhang, Andrea Yaoyun Cui, Zhenggang Tang,
Shyamal Buch§, Dejia Xu†,§
* Co-first authors · † Project leads ·
‡ Real robot lead · § Co-last authors
2026 · Paper and code coming soon
A benchmark and framework for studying how LLM agents improve robot policies
through execution feedback and carry skills and lessons across tasks, under controlled time budgets.
I led the real-robot work for SEAR, including harness design and experiments.