Undergraduate researcher · Xinjiang University
Finding useful context
for coding agents.
I study how coding agents explore repositories and select useful context. My current interests extend to user intent and memory in long-running agents.
B.Eng. in Information Security · Expected graduation: June 2028
Last updated in September 2026
02 / RESEARCH
How can coding agents find, retain, and reuse the information that matters? My work so far focuses on repository exploration, evaluation, and context efficiency.
Looking ahead
How can an agent recover user intent from an evolving conversation?Which experiences should become useful long-term memory?Benchmarking How Coding Agents Explore Repositories
Evaluating whether coding agents find the repository context they need, using line-level context selection and downstream issue-repair validation.
My contributionCo-led benchmark construction, evaluation protocol design, large-scale baseline experiments, and manuscript preparation.
848 instances · 203 repositories · 10 languages
The Coder LLM Already Knows What to Prune
Selecting useful context from relevance signals in a coding model’s hidden representations, without a separate pruning LLM.
My contributionContributed to experimental evaluation, result analysis, and manuscript preparation.
39.4% fewer total tokens on SWE-QA-Pro
Qwen3-Coder-Next vs. no pruning: 607K → 368K total tokens; mean judge score 7.60 → 7.84.
03 / EXPERIENCE
2024.09 — 2028.06 (Expected)
B.Eng. in Information Security
GPA 4.16 / 5.00 · Rank 5 / 78
03 / EXPERIENCE
Aug. 2026 — Present
Research student · advised by Prof. Jun Xia (夏俊)
HKUST(GZ) · Lab page ↗
Dec. 2025 — Present
Research student · advised by Prof. Zhiqing Guo (郭治卿)
Xinjiang University · Lab page ↗
Jan. 2026 — Jun. 2026
Research student · mentored by Prof. Xiaodong Gu (顾小东)
Shanghai Jiao Tong University · Lab page ↗04 / AWARDS
National competition results and selected academic distinctions.
Competitions
05 / LIFE
Careful observation, honest experiments, and a willingness to be wrong shape how I work. Outside research, I enjoy mountain trails, photography, live music, and quieter moments.
