Projects

A navigation-first planner that walks a document's hierarchy instead of flat top-k retrieval, using layered embeddings as routing hints.

Flagship conversational shopping agent. Led development end-to-end; the project went on to raise close to USD 7M in funding.

Master's thesis on retrieval-augmented generation across text and image, supervised by Benno Kruit and Jan-Christoph Kalo.