KoPilot

KoPilot

Notes on building Korea-local products: LLMs, geospatial data, and the realities of Korean map APIs.

KoPilot began as a travel assistant for visitors to South Korea, and later took part in the ANU TechLauncher program — the early posts are the record of that work.

What KoPilot works on now

The problem that started it — tourists can't easily get usable local recommendations — turned out to sit on top of a much deeper set of data and API problems. Those problems are now the substance of the project.

  • Geospatial data pipelines — ingesting and normalizing Korean place data into queryable form
  • Korean map API integration — the practical reality of building against Kakao and Naver
  • LLM-backed local recommendations — grounding language models in real place data rather than training-set recall