I'm a Senior DevOps Engineer who runs production Kubernetes at scale, and lately I spend most of my building time at the intersection of infrastructure and AI/ML using LLMs and ML to make platform tooling smarter, safer, and more autonomous.
- 🔭 Currently building AI-assisted DevOps tools, applying LLMs to upgrade analysis, change-risk prediction, and incident triage.
- 🌱 Focusing on AIOps, ML for anomaly detection, RAG pipelines, and putting models into real CI/CD and Kubernetes workflows.
- ⚙️ Day to day AWS, EKS, Terraform, Helm, ArgoCD, GitOps, and DevSecOps automation.
- 🎬 Outside of tech, I build animation + storytelling projects.
ChartSmith — a CI-native Helm upgrade advisor. It renders both chart versions with your values, diffs the rendered Kubernetes manifests, ranks the breaking-change risk, and posts the report on the MR/PR before you merge. Built to replace manual diff-eyeballing with automated, risk-aware analysis.
Python · Helm · Kubernetes · GitLab CI · GitHub Actions · LLM-assisted analysis
LLM application development · RAG & vector search · prompt engineering · MLOps · model serving · AIOps & anomaly detection
Bridging reliable infrastructure with applied AI.


