DevConf.US 2026

Jerry Nguyen

Jerry Nguyen is an Associate Software Engineer on the Applied AI Consulting and Engagement team (ACE) in the office of the CTO at Red Hat. He recently graduated from the University of Massachusetts - Lowell with a B.S. in Computer Science. Jerry likes to watch movies, and go fishing.


Session

09-24
10:00
35min
Infusing GitOps Pipelines with LLM-Powered Manifest Intelligence
Hema Veeradhi, Alvin Yu, Jerry Nguyen

In the world of GitOps, a successful sync doesn't always mean a healthy application. Standard static analysis tools like kube-linter or kubeconform are excellent at catching syntax errors, but they often produce fragmented, noisy data that leaves developers guessing at the "why" and "how to fix".
This session introduces LLM-powered skills. Skills provide focused context and real-time retrieval without external dependencies, making them ideal for secure, offline infrastructure environments.

Using a Manifest-Validator plugin, we demonstrate how to equip ArgoCD with specialized, modular abilities that go beyond simple text generation. We will deep-dive into:
1) The Sidecar Architecture: How we consolidated linter outputs and model configurations into app-specific ConfigMaps to create a self-contained validation engine
2) Actionable Remediation: How the generated diagnostic reports can help provide developers with root cause analysis
3) The Live Audit: How the AI skills inspects live cluster resources to suggest security hardening and cost optimization opportunities based on production best practices

Attendees will leave with a blueprint for building agentic DevOps tools that don't just find problems, but possess the specialized expertise to solve them.

DevOps and Automation
101 (Capacity 48)