Current ComfyUI passes sigma, sample_sigmas, and shifts into FinalLayer. Accept those directly and keep the thread-local schedule as a fallback. Apply large LoRA residuals in token slices so fc1/qkv does not allocate a second full activation, and broadcast the bias instead of slicing it when sequence length equals the output width.