This technical overview describes the complex AI landscape and the significant enterprise challenges associated with bringing AI applications into production. It details how the Red Hat AI portfolio provides a unified, consistent, enterprise-ready AI platform built on the foundation of OpenShift for deployment anywhere across the hybrid cloud. The platform accelerates model development and delivery by offering features like high-performance inference with vLLM and llm-d, model customization via RAG and fine-tuning, and pipelines and observability features to govern and automate the entire model lifecycle.
Red Hat AI Technical Overview
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August 2026
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