A dedicated inference environment
Start with model revision, precision, context and concurrency. Size memory for weights plus KV cache, then align GPU-to-GPU and GPU-to-NIC paths with the serving architecture.
Handover: software manifest, topology, access record, throughput and p95 latency logs, checkpoint and restart procedure.