Nanobase
AI Engineering Intern · Osaka, Japan · July 2025
Teaching a travel assistant where to look.
Built a Mastra AI travel assistant that turns Japan travel blogs into a searchable, vector-backed knowledge base.
Japan travel blogs contain useful information spread across long articles. The assistant needed a way to retrieve the relevant passages.
Implemented retrieval of relevant chunks instead of full documents, improving answer relevance and context efficiency.
Presented the prototype using RAG, embeddings, and MCP concepts.