When Millennium bcp, one of Portugal’s largest banks, faced alert fatigue and long MTTR across their multi-cloud platform, we built AI-enhanced Crossplane control planes to bring self-healing and intelligent scaling to production.
Using LLM-powered composition functions, Kubernetes alerts are automatically triaged and remediated, cutting SRE escalations dramatically. Workload-aware algorithms dynamically scale resources across multiple clouds—remaining fully auditable and compliant.
We’ll share the architecture, open-source components, and lessons learned from running AI-enabled control planes in a regulated banking environment—showing how to adopt AI Ops responsibly using CNCF projects like Crossplane and Kubernetes.