About

I’m Murali, a Platform Engineer based in Munich — focused on Cloud, Cloud-Native, AI & MLOps. Thirteen years in the industry, the last few spent designing and building scalable, secure, and automated cloud platforms.

Right now I’m deep in AI agent systems: building scalable, resilient multi-agent architectures using LangGraph, Claude Agent SDK, and AWS Bedrock. Multi-agent orchestration, tool-use pipelines, retrieval infrastructure, the observability layer that keeps it all honest. Most of my energy ends up on the things teams deprioritize until something breaks — fault tolerance, latency characteristics, making agent behavior actually predictable.

I work across the full stack, from IaC and CI/CD up through applied AI/ML workloads. My background spans AWS, Azure, and GCP, with a deep focus on bridging cloud infrastructure with modern AI — DevOps, MLOps, security, and automation all in the mix.

I’ve always learned by building. New domain, new problem, I go deep, get my hands dirty, and usually come out the other side with something shipped and a few opinions formed. That instinct has taken me across IAM, cloud security, SRE, and now AI systems.

I write about what I’m building and what I’m learning here.

Certifications

AWS Solutions Architect Professional · DevOps Engineer Professional · Security Specialty · ML Engineer Associate · Data Engineer Associate · SysOps Administrator · Developer Associate · Solutions Architect Associate · AI Practitioner · Cloud Practitioner

Kubernetes CKA — Certified Kubernetes Administrator · CKS — Certified Kubernetes Security Specialist

HashiCorp · GCP · Azure Vault Associate · GCP Associate Cloud Engineer · Azure Fundamentals

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LinkedIn · GitHub · X · muralidkt@gmail.com