How EvalHub manages two-layer Kubernetes control planes

· Red Hat · May 12, 2026, 12:23 p.m.
Summary
This blog post discusses EvalHub, a unified control plane designed for managing AI evaluations and safety capabilities within Kubernetes environments. It outlines how EvalHub employs a two-layer architecture to orchestrate evaluation tasks, provides framework-agnostic support for various tools, and emphasizes operational efficiency, scalability, and multi-tenancy. The post is targeted at developers and teams involved in production machine learning workloads, particularly focusing on how EvalHub can streamline and enhance evaluation workflows.
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