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Multi-hop QA system combining HopRAG graph traversal with Self-RAG critique gates. Beats HopRAG on HotpotQA, MuSiQue, and 2WikiMultiHopQA. Phase 2 integrates a trained reranker-slm adapter at the IsREL gate for further gains.
MBSPro is an AI-assisted billing copilot for Australian GPs. It turns clinical notes (typed; optional STT) into top-N MBS item suggestions with explicit rule/ethics checks, then generates a FHIR-ready claim and draft clinical docs (e.g., referral/care plan), with a lightweight compliance dashboard for errors/rejects and revenue snapshots.