Vinit Kumar

I've spent 11 years building infrastructure that doesn't fall over — across startups, scale-ups, and enterprises. From bare-metal deployments to multi-region Kubernetes clusters, from scrappy CI/CD pipelines to full SOC 2 compliance. Every size of company, every stage of maturity.

I started AIMLJourney because every AI/ML tutorial assumes you're starting from zero. If you already have production Kubernetes clusters, CI/CD pipelines, and real SLAs — you don't need to learn "what is a neural network". You need to know how to deploy an LLM on EKS, hook it into your existing observability stack, control costs at scale, and not get paged at 3am.

That's what I cover here. Real production patterns, actual numbers, and hard-won lessons from a decade of shipping infrastructure at companies of all sizes — from early-stage startups to global enterprises. Everything is deployable, monitored, and cost-aware.