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1. NeoGuard NeoGuard Public

   Real-time neonatal pain detection — MediaPipe facial landmarks + XGBoost + cry audio analysis, pushing live pain scores to a nurse dashboard via WebSocket

   Python

2. WageShield WageShield Public

   AI-powered pay stub analyzer that detects wage theft using GPT-4o, OCR, and RAG

   TypeScript

3. BayAlert BayAlert Public

   Real-time Tampa Bay water quality monitoring with anomaly detection, 2hr forecasting, and upstream-to-downstream cascade alerts. FastAPI + TimescaleDB + XGBoost + React

   Jupyter Notebook

4. SpendSmart SpendSmart Public

   Personal finance tracker with expense categorization, budget management, and spending analytics

   CSS

5. Surplus-Med Surplus-Med Public

   Medical supply donation platform with automated eligibility checks, multi-tier approval workflows, and audit logging

   Jupyter Notebook

6. FiberPulse FiberPulse Public

   Fiber-optic subscriber analytics - SQL, Power BI dashboards, Python clustering

   Python