diff --git a/deep_gemm/mega/__init__.py b/deep_gemm/mega/__init__.py
index dd455f2..7808432 100644
--- a/deep_gemm/mega/__init__.py
+++ b/deep_gemm/mega/__init__.py
@@ -224,7 +224,9 @@ def transform_nvfp4_weights_for_mega_moe(
         """Fold weight_scale_2 into block scales: UE4M3 * FP32 → UE4M3"""
         if scale_2 is None:
             return sf
-        sf_f32 = sf.to(torch.float32)
+        # UE8M0 → float32: must reinterpret raw uint8 bits as IEEE 754 exponent,
+        # NOT cast float8_e4m3fn → float32 (Bug #7: E8M0 bytes misinterpreted as E4M3)
+        sf_f32 = (sf.view(torch.uint8).to(torch.int32) << 23).view(torch.float32)
         if scale_2.dim() == 1:
             scale_2 = scale_2.view(-1, 1, 1)
         sf_f32 = sf_f32 * scale_2