Applied infrastructure
We design and operate practical infrastructure for model serving, experimentation, automation, and secure access in small-team production environments.
Reliable deployment and service operations for GPU and edge workloads.
Agent-assisted workflows for benchmarking, optimization, and internal tooling.
Minimal-exposure services with maintainable operational defaults.