Recent essays and technical notes.

Kubernetes & Cloud Infrastructure

Why Single-Interface Kubernetes Breaks in the Real World

Kubernetes was built around a single IP per pod. Here is why that model breaks in enterprise edge, telecom, and high-performance workloads—and how multi-network architecture actually works.

Edge & AI Infrastructure

When L3 is Dead: Orchestrating and Rescuing Disconnected Edge Nodes

Cloud orchestration assumes DNS, DHCP, and reachable gateways. When edge devices operate in air-gapped or disconnected states, here is how Layer 2 protocols, fallback ladders, and dead-man switch recovery save the fleet.

Swamy D K V

Personal blog and portfolio covering software engineering, systems, and leadership.