Featured Projects
Geospatial intelligence, AI systems, and data platforms
Smart Knowledge Assistant (RAG) for Aviation Regulations
Designed and deployed an internal knowledge assistant that answers complex questions from aviation regulations, SOPs, and PDFs with high accuracy. Implemented document auditing, structured chunking, vector search using ChromaDB, and controlled prompt strategies to prevent hallucinations. The system delivers grounded responses in 3–5 seconds, logs queries for evaluation, and exposes uncertainty instead of guessing, making it suitable for daily operational use.
AgriInsight — AI-Driven Agricultural Intelligence Platform
Built a production-grade agricultural intelligence platform for crop health monitoring and decision support using Django, PostGIS, and Google Earth Engine. Implemented automated vegetation analytics (NDVI, EVI) combined with rule-based and ML-driven agronomic insights to support yield optimization, early stress detection, and intervention planning. Designed to operate at regional scale with near–real-time satellite ingestion and efficient spatial querying.
Aviation Infrastructure Intelligence System (Kenya Airports & Airstrips)
Developed a national-scale aviation infrastructure intelligence system using Django, PostGIS, and Leaflet. The platform supports spatial analysis of airports and airstrips for accessibility assessment, infrastructure planning, and airspace-related decision-making. Built with optimized spatial indexing and query pipelines to efficiently handle country-wide datasets and complex spatial queries.
Education Infrastructure Spatial Analytics Tool
Built a spatial analytics system to assess the distribution and accessibility of education infrastructure across Kenya using Flask, PostGIS, and Leaflet. The tool supports regional coverage analysis and planning insights, enabling stakeholders to identify spatial gaps and make evidence-based infrastructure decisions. Designed as a fast-deployable analytics solution for public-sector use cases.