Applied AI, product prototypes, and field-tested tools.
Patents
Patent PendingOffline-first edge AI system for pre-phenotypic crop stress detection. The invention includes an ADS1115 + MAX485 hardware bridge enabling Raspberry Pi to communicate with RS-485 Modbus soil sensors, plus multimodal late fusion combining CNN visual analysis with Random Forest soil telemetry.
87% diagnostic accuracy · 4-day early warning window before visible wilting
Food Security
Offline-first edge AI system for pre-phenotypic crop stress detection, combining a Raspberry Pi sensor bridge with multimodal late-fusion AI. Provisional patent filed May 2, 2026.
Healthcare Tech
A two-sided care coordination app connecting patients and healthcare providers with scheduling, communication, and AI-assisted workflow tools.
Entrepreneurship
A community-driven local business finder app — LocalLink — connecting residents with nearby local businesses.
Healthcare ML
Built a React Native prototype and ML pipeline to screen cough and breath audio using pretrained embeddings.
Civic Tech
Built a two-part platform to map aid requests and coordinate supply drops for disaster response.