At QuantumLoopAi, I’m building SignalScribe, a citation-grounded pipeline for extracting information from clinical transcripts. I fine-tuned and distilled a 3B-parameter model that reached 87.8% of a frontier model’s extraction F1 at 83.6% lower per-transcript inference cost.
At GE HealthCare, I designed and built CarePath, an agentic chronic-care coordination system with tiered memory. Ablation testing showed that consolidation reduced redundant patient re-asks by 98.8% in a synthetic longitudinal simulation.
At NeuroAGI, I designed Mem1, a typed agent-memory service, and built a deterministic evaluation harness for testing memory-management hypotheses. My projects also include a distributed search typeahead system and a conversational healthcare triage assistant.
