Institutional Experience
Real-world experience with public systems, inspections, technical processes, and critical operations.
— Why SV7
Technology applied where operational errors are costly.
The difference lies in combining technical execution, institutional context, evolutionary architecture, and a focus on systems that need to work in the real world.
Statewide Scale
Architectures designed for 224 municipalities, multiple user profiles, and high-volume data environments.
Supervised AI
LLMs as an explanatory and assistive layer, without replacing human authority.
Traceability
Versioning, hashes, logs, auditing, and defensible trails for sensitive environments.
Pragmatic Stack
FastAPI, Flask, Jakarta EE, Angular, PostgreSQL, OR-Tools, LangGraph, Nginx, and Cloudflare.
Incremental Delivery
Modernization without a big bang: evolving legacy systems while preserving operations, security, and predictability.