ChosunInsight

Academic information mixes structured, unstructured, and real-time data, so no single retrieval method could answer every question.

Owned the RAG engine on a five-person industry-academia team, including three-way routing by question intent and the ingestion and index pipeline.

Metadata for student ID, enforcement year, and whether a rule is current fixed the problem of outdated graduation rules being retrieved first. Web search restricted to the Chosun University domain (Jina, site:chosun.ac.kr) runs as its own path. QA tests passed went from 6 of 35 (17%) to 31 of 35 (89%), and the service launched on May 22, 2026. It is no longer running.