GitOps-Driven Model Serving on Red Hat OpenShift AI with OpenShift GitOps (Argo CD) on IBM Fusion…
Towards AI
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Machine Learning
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GitOps-Driven Model Serving on Red Hat OpenShift AI with OpenShift GitOps (Argo CD) on IBM Fusion HCI Model serving is where machine learning delivers real value, enabling applications to consume trained models through scalable, production-ready inference endpoints. In this blog, we walk through a structured, GitOps-native approach to serving open-source LLMs on Red Hat OpenShift AI (RHOAI) using KServe and vLLM. Deployments are fully declarative and managed through Red Hat OpenShift GitOps (which provides Argo CD), making model rollouts as simple as committing a YAML change.