Keeping the Core Alive: Modernizing Software During Hardware Bring-Up

In modern cloud environments, system modernization follows a familiar playbook: deploy parallel infrastructure, containerize services, shift traffic gradually, and scale resources when needed. However, that approach breaks down when software operates on resource-constrained devices at the edge. In these environments, software decisions are tightly coupled to physical constraints. Success is no longer measured solely by throughput or developer productivity. Power consumption, thermal characteristics, memory usage, and hardware limitations become equally important design considerations.