Projects

An agentic system that reads a patient's chart, checks it against payer rules, and prepares prior-authorization paperwork for a human to approve.

Decision macro-F1

93.7%Decision macro-F1n=16, locked held-out split, synthetic data

X12 278 round-trip decision agreement

16/16X12 278 round-trip decision agreementself-consistency test on the locked split; measures ingestion fidelity, not clinical accuracy

• healthcare
• agents
• evals
• infra

Turns a doctor's free-text oncology note into a structured record, and tells you exactly where it isn't sure.

Macro-F1, CI gold set

93.6%Macro-F1, CI gold set6-note synthetic CI gold set, deploy gate at 85%

Macro-F1, real notes

53.8%Macro-F1, real notes50 hand-labeled MTSamples notes; ~40-point gap vs synthetic, disclosed publicly

• healthcare
• evals
• infra

A Medicaid referral platform connecting healthcare providers and community-based organizations, built from the first customer conversation to a live platform.

Outreach messages processed

5.12M+Outreach messages processedplatform total, Trust.care reporting

Cohort engagement

19.2%Cohort engagement~12.8x the published CHCS 1.5% Medicaid SMS benchmark, in a 63.8%-no-email cohort

• healthcare
• agents

A single-screen human-in-the-loop console for reviewing, correcting, and approving what an extraction model pulled from a clinical note.

Tests passing

55Tests passingVitest + React Testing Library, CI-gated on every push

Review-threshold defaults, live vs demo mode

0.75 / 0.90Review-threshold defaults, live vs demo modelive matches the API's server default; demo raised because fixture confidences cluster around 0.85

• frontend
• healthcare