Red Hat announced upgrades to its AI platform, focusing on Model-as-a-Service and AgentOps capabilities to help businesses move autonomous systems into production. The new version features a governed interface for model access, decentralized inference engines for better performance, and cryptographic identity management to secure agentic actions. These tools aim to solve scaling challenges by optimizing resource consumption and providing deep observability for AI agents across hybrid clouds.