~/talk

Preventing Bank Heists and AI Takeovers in Kubernetes

Talkat KCD Hyderabad 2024 · on Saturday, 2024-06-22· [security, machine-learning]
name:Barun
links:none on file
slides:none on file

Describes using KubeArmor policies to stop runtime attacks on AI workloads: validate models as OCI model signing before deploy, apply a Jupyter notebook policy scoped to app=JupyterHub that whitelists python, forces read‑only on /usr/bin and user bins, and blocks unknown binaries so remote code execution can’t install packages or modify models; protect GPUs by making /usr/lib/nvidia read-only to prevent driver tampering and cryptojacking; argues zero‑trust whitelists beat long blocklists.

AI-written summary · about

  1. 0:00Introduction
  2. 1:56AI workloads in Kubernetes
  3. 2:40Bank heist security analogy
  4. 4:27Malicious AI scenarios
  5. 5:52Attack vectors in AI systems
  6. 7:17Jupyter notebooks risks
  7. 9:04Cube Armor runtime security
  8. 10:50Cube Armor for Jupyter Hub
  9. 12:55GPU access and cryptojacking
  10. 14:21GPU risks in containers
  11. 15:44Cube Armor for GPU libraries
  12. 16:26Key takeaways
  13. 17:07Q&A
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