Running a dense 33B agent model on one 24 GB GPU: the offload trap and the empty reply

Nanbeige4.3-33B ran at about 42 tokens/s on one RTX 4090 with llama.cpp. Why offload fails for dense models, and the empty-reply bug to watch.

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