One GPU, One LLM Lane: Operating an RTX PRO 4000 SFF in k3s
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A practical operating model for a single 24 GB GPU in k3s: one active LLM workload, explicit scheduling rules, preflight-gated model switches, and measured Qwen3.6 performance