Infrastructure-Aware AI Systems

AI systems do not exist independently from infrastructure. Model performance, latency and cost are constrained by deployment realities.

Latency Budgets

Interactive systems must define acceptable response times before choosing models or architectures.

Routing as Infrastructure Logic

Model selection is often a routing decision influenced by quotas, cost and reliability rather than pure capability.

Control Planes

Separating orchestration logic from execution simplifies debugging and scaling.