Mantrix
(2025)
A retrieval-augmented assistant that answers only from the documents it was given, and says so when the documents do not contain the answer. Built as a mobile app with a Python retrieval service behind it.
I led a team of eight on this one, from the idea through to the national finals of Smart India Hackathon 2025, which meant owning the architecture, the retrieval quality and the demo, and keeping seven other people unblocked while doing it.
