One-on-one research advising (advisor: Yang Yangrui). After building programming and modelling foundations through contests, shifted focus to research and academic writing: literature search & close reading on RAG, knowledge graphs and retrieval reranking; independently completed a full empirical study (topic → design → analysis → writing). Studied the SciToolAgent paper (Nature Computational Science, 2025) and presented it to the group.

Core developer on my advisor’s university–enterprise collaboration: requirement analysis, architecture design and iterative development of an intelligent bid-document analysis system. Gained enterprise-grade software-engineering and vertical-domain AI experience; results filed as an invention patent (published).

University–enterprise GIS development training at Wuhan Zondy Cyber (中地数码). Built a smart-city GIS visualization prototype (Vue 3 + Leaflet + AntV + Three.js), completed the required coursework, graduated with distinction. Public edition open-sourced as NCWU-SmartCity-WuHan.