Posts
All the notes I've written on software architecture, digital twins and AI agents.
Ontology and geospatial resources in Urban Digital Twins
One of the most common mistakes when designing the semantic layer of an Urban Digital Twin is treating the ontology as the place where all the city's information lives. It is not, and it should not be. The ontology is the nexus that connects urban semantics with heavyweight geospatial resources, and understanding that distinction changes the way you design the data architecture.
Practical map for using agents across the SDLC
Moving us from typing faster to defining intent, planning work, and validating outcomes. This short map covers what “specialized agents” really are, the patterns that unlock real gains (plan-first, precise delegation, explicit reviews), and the skills teams need to scale adoption without hidden quality costs.
Graph-Driven city operations under ISO 5087
As cities become increasingly digital, the challenge of unifying disparate urban data sources has never been more critical. With ISO 5087, the city is modeled as an RDF graph where every urban asset is a linked resource, ready for SPARQL queries and seamless integration