In shared environments like Cozystack, simple missteps, from weak tenant isolation to unsecured model training data, can lead to data leakage, compliance issues, or even trust failures. This session introduces attendees to the fundamentals of AI security in multi-tenant environments, covering common risks, practical best practices, and easy wins that every team can adopt. Instead of diving into research-heavy adversarial techniques, we’ll start with the real-world basics: access controls, safe data handling, monitoring, and tenant boundaries.

Attendees will walk away with a starter playbook for building secure and reliable AI workloads in Cozystack without needing deep security expertise.