A Red Hat engineering walkthrough connects policy gates, an SRE agent and human approval into a repeatable failed-build response pattern.
The implementation supports tool calling and structured output, while vLLM reports a 2.71× batch-one decode speedup from seven model-specific changes.
A day-zero image packages text-to-image and multi-reference editing behind OpenAI-compatible endpoints, but the checkpoint is gated and the benchmark is one GB200 run.
The verified recipe separates model-weight fit from KV-cache capacity, with distinct tensor-, expert- and data-parallel choices for B300 and H200 systems.
The guidance connects admission-webhook conflicts, rootless Podman SCCs, GitOps configuration, capacity monitoring and five disconnected dependencies.
Connectivity Link 1.5 adds tenant isolation, protocol negotiation, progressive tool discovery, audit telemetry and NeMo guardrails for agent tool traffic.