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[ MLOps • CLOUD NATIVE • COMMUNITY ]
MLOps·CLOUD NATIVE·DEVELOPER EXPERIENCE
Building Communities. Driving Product Growth.
I help engineering teams and open source communities get more out of your product through demos, documentation, talks, and deep dives into AI Infrastructure, developer workflows, and platform engineering. The goal is always the same: take something complex and make it click.
I write, speak, and build in this space.
//featured writing
- •Apr 1, 2026:DevRel Activation Isn't Awarness Anymore: A better PLG Approach
- •Feb 11, 2026:Beyond CVE Fatigue: Why I’m Going All-In on Docker Hardened Images
- •Oct 29, 2025:Scaling Without Limits: The What, Why, and How of Cloud Bursting↗ vcluster.com
- •Oct 1, 2025:A New Foundation for Multi-Tenancy: Introducing vCluster Standalone↗ vcluster.com
- •Aug 2, 2025:Scaling Kubernetes Without the Pain of etcd Sharding↗ vcluster.com
- •Jun 26, 2025:How to Set Up a GPU-Enabled Kubernetes Cluster on GKE: Step-by-Step Guide for AI & ML Workloads↗ vcluster.com
- •Aug 1, 2024:How to SSH into a Docker container↗ tailscale.com
- •Jun 15, 2024:Automating Kubernetes Cleanup in CI Workflows↗ cloudnativenow.com
- •Sep 26, 2023:Signing container images: Comparing Sigstore, Notary, and Docker Content Trust↗ snyk.io
- •Feb 8, 2021:How to Increase Your Luck Surface Area

