Systems
These projects are framed by the problem they address, the capability they demonstrate, the evidence surface behind them, and the next validation layer. Clinical and regulated systems stay synthetic, staff-review oriented, and deliberately bounded unless a separate governance path exists.
A urology previsit workflow that uses synthetic cases, adaptive governed questions, missing-field repair, and clinician-review summaries for PSA follow-up and CRM-ready proposal work.
A synthetic vital-aware kiosk intake demo that returns governed English follow-up questions and a staff-review summary for an imedtac market demonstration.
A mock-first realtime voice agent prototype with always-listening interaction, VAD, barge-in, turn isolation, sentence-level streaming TTS, and Ollama/vLLM runtime support.
A local-first meeting-summary workflow that turns corrected transcripts into structured reports while making runtime model readiness and error states visible.
An evidence-aware speech intelligence pipeline using ASR, retrieval, and LLM extraction to turn long-form conversational audio into structured, reviewable outputs.
A research-led case study on retrieval-augmented fraud conversation analysis designed to keep LLM outputs grounded in transcript evidence.
A research case study on federated learning privacy leakage, gradient inversion risk, and defense trade-offs for sensitive collaborative training.