Journal & Field Notes
Engineering Essays & Systems Thinking
Reflections, architectural trade-offs, and field notes from building low-resource AI models, HL7 FHIR health records, and founder engineering.
Systems Architecture7 min read
Architecting Healthcare AI for Low-Resource Rural Clinics in East Africa
Lessons from building TotoAfya & ETHOS Framework: Why cloud-only diagnostic models fail in rural settings, and how to build offline-first, HL7 FHIR compliant clinical systems.
2026-02-10Read Article
AI & AgriTech6 min read
Optimizing Computer Vision Models for Edge Agricultural Diagnostics
How we achieved 94.2% crop disease classification accuracy on low-cost Android hardware in Kisii using MobileNet quantisation and Swahili audio feedback.
2026-01-22Read Article
Engineering Leadership5 min read
Building Engineering MVPs Without Accumulating Structural Debt
Reflections on founding TerraSept Solutions and balancing rapid product execution with robust domain boundaries.
2025-11-15Read Article