Ronak Nathani

Coding agents make quality cheaper.

“How do you keep an external system in lockstep with what Kubernetes knows?”

“When should a rollout be considered successful?”

“NUMA alignment” comes up frequently in GPU infrastructure discussions, but concepts like NUMA nodes, topology policies, and CPU pinning are often assumed rather than well understood.

After a few weeks with Claude Code, it has completely replaced my default workflow.

Understanding the scale subresource in Kubernetes Resources like Deployments and Statefulsets in Kubernetes have a scale subresource which captures three things: spec.replicas: The desired number of replicas. status.replicas: The actual, current number of…

I gave this talk last year at LinkedIn’s internal SRE conference, thought I’d share it here as well.

One of the core requirements of the Kubernetes networking model is that every pod should get its own IP address and that every pod in the cluster should be able to talk to it using this IP address.

I have been working on kubernetes over the last few months and having fun learning about the underlying systems.