Modular, API-based RAG service with hybrid search, reranking, and inline references, built for medical guidelines. Message-queued document ingestion with document versioning.

The Simple Organisation App, a lightweight organisation tool written in Python.

JacHacks finalist (built in 24h at Founders, Inc., SF). Turns a nursing-home shift handoff into a memory-consolidation event: ingests notes, labs, wearables, and the spoken handoff into a provenance-linked belief graph, emits an SBAR-plus report, and places a live phone call to the on-duty nurse when a deterministic rule fires.

Adaptive learning tool for medical students that pinpoints where their diagnostic reasoning went wrong and helps them study faster.

File management system that simplifies RAG workflows for end users: Python backend, Next.js frontend.