product · May 14, 2026
Red Hat Announces AgentOps Capabilities in Red Hat AI 3.4 at Summit
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Red Hat announced AgentOps capabilities within Red Hat AI 3.4 on May 12, 2026, at the Red Hat Summit in Atlanta. AgentOps provides integrated tracing, observability, evaluations, agent identity, and lifecycle management to transition agents from development to production across hybrid cloud environments. The framework-agnostic system incorporates MLflow for experiment tracking, SPIFFE/SPIRE for cryptographic identity, and technologies from Chatterbox Labs and Garak for adversarial scanning against jailbreaks and biases. Red Hat pairs AgentOps with Nvidia NeMo Guardrails for runtime safety and vLLM inference server for distributed processing. Red Hat AI 3.4 program launches in Q2 2026 with speculative decoding that boosts response speeds by 2x to 3x.