One-on-one research advising (advisor: Yang Yangrui). Transitioned from engineering to academic research: 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) 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).