AI systems are not production-ready without reliable deployment, health checks, rollback paths and isolated services.
PRODUCTION / DEVOPS / RELIABILITY
Production Infrastructure & DevOps
Production infrastructure supporting BIAOS APIs, data services, automation and AI workloads.

A containerized Linux environment combines backend services, databases, cache, vector search, automation and reverse-proxy infrastructure.
CAPABILITIES
Infrastructure capabilities
RESULT
The production architecture keeps AI and backend services isolated, observable and manageable.