diff --git a/dsv4/layers/shared_expert.py b/dsv4/layers/shared_expert.py
index 26472412..be986354 100644
--- a/dsv4/layers/shared_expert.py
+++ b/dsv4/layers/shared_expert.py
@@ -321,6 +321,10 @@ class Nvfp4SharedExpert:
 
         gate = l1_out[:, :self.intermediate_size]
         up = l1_out[:, self.intermediate_size:]
+        if torch.isnan(l1_out).any():
+            print(f"  SE L1 NaN: l1_out nan at {torch.isnan(l1_out).sum().item()} / {l1_out.numel()} positions, shape={l1_out.shape}", flush=True)
+        if torch.isnan(gate).any() or torch.isnan(up).any():
+            print(f"  SE gate nan={torch.isnan(gate).any().item()} up nan={torch.isnan(up).any().item()}", flush=True)
         if self.swiglu_limit is not None:
             # Match SiluAndMulWithClamp: clamp gate BEFORE silu, clamp up to [-limit, limit]
             gate = gate.clamp(max=self.swiglu_limit)