Don’t miss out! Join us at the next Open Source Summit in Seoul, South Korea (November 4-5). Join us at the premier vendor-neutral open source conference, where developers and technologists come together to collaborate, share knowledge, and explore the latest innovations and advancements in open source technology. Learn more at https://events.linuxfoundation.org/
Securing AI Pipelines: Real-World Attacks on Kubernetes-Based AI Infrastructure – Abhinav Sharma, KodeKloud
When an ML engineer deploys a Stable Diffusion model to Kubernetes, they unwittingly create an attack surface unlike anything traditional security teams have encountered. I discovered this firsthand after our "perfectly secured" AI cluster was compromised.
In this no-holds-barred session, I’ll demonstrate live exploits against common AI deployment patterns, showing how attackers pivot from an innocent model serving endpoint to exfiltrating proprietary models worth millions and compromising underlying infrastructure. For each vulnerability exposed, I’ll share concrete defensive measures developed in the trenches of enterprise AI deployments, including custom admission controllers, GPU isolation patterns, and monitoring strategies specifically crafted for AI workloads.
