A 24 GB GPU does not give a local model 24 GB to use. The display stack, runtime, temporary buffers, graph captures, allocator fragmentation, model weights, and KV cache all compete for the same capacity. If your deployment plan begins and ends with the number printed on the box, it is not a plan yet.