On Grace-Blackwell (GB10), CPU and GPU share the same physical RAM.
intermediate_device() was returning 'cpu', which means ComfyUI allocates
output buffers (like VAE decode) through the CPU allocator on the same
physical memory pool it thinks is free VRAM. This causes:
1. Memory accounting mismatch — ComfyUI thinks intermediates are 'over
there' on CPU and overestimates available VRAM
2. Unnecessary .to(device) copies through separate allocator heaps
3. Heap fragmentation across the unified memory pool
Now matches text_encoder_offload_device() and vae_offload_device() which
already return get_torch_device() on UNIFIED_MEMORY.
Evan Carmen
c803ea6146