cpatonn's pre-quantized build failed with a real hardware constraint:
"Quantization scheme not supported for current GPU. Min capability: 80.
Current capability: 70." AWQ/GPTQ/compressed-tensors marlin INT4 kernels
all need sm80+ -- this node's GPU can't run any of them. Only bitsandbytes
or full precision work here. Switching to the official full-precision
Qwen/Qwen3-30B-A3B-Thinking-2507 with --quantization=bitsandbytes
on-the-fly, and bumping the memory limit (36Gi->48Gi, request unchanged)
for the transient bf16-shard staging during load.