DevConf.US 2026

Infusing GitOps Pipelines with LLM-Powered Manifest Intelligence
2026-09-24 –, 101 (Capacity 48)

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.


What level of experience should the audience have to best understand your session?: Intermediate - attendees should be familiar with the subject
See also: Presentation

Hema Veeradhi is a Principal Data Scientist working in the Emerging Technologies team part of the office of the CTO at Red Hat. Her work primarily focuses on implementing innovative open AI and Generative AI solutions to help solve business and engineering problems. Hema is a staunch supporter of open source, firmly believing in its ability to propel AI advancements to new heights. She has been a previous speaker at Open Source Summit, KubeCon and DevConf.

This speaker also appears in:

Alvin Yu is an Associate Software Engineer in Red Hat Emerging Technologies, part of the Office of the CTO at Red Hat. He is primarily focused on agentic AI and Cloud Computing.

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.