diff --git a/dsv4/kernels/attention/fmha.py b/dsv4/kernels/attention/fmha.py
index f3d39635..fc1442a5 100644
--- a/dsv4/kernels/attention/fmha.py
+++ b/dsv4/kernels/attention/fmha.py
@@ -299,12 +299,6 @@ class FmhaKernel:
             #   sP_addr = 64*m + (k%16) + 16*((k//16)%4) + 8192*(k//64)
             # This is representable as a CuTe layout: (128, (16, 4, 2)) -> (64, (1, 16, 8192))
             _sP_nostage = sP[(None, None, None, 0)]  # remove stage dim
-            # Debug: print key shapes at trace time
-            print(f"SMEM-P: sP shape={cute.shape(sP)}, sP_nostage shape={cute.shape(_sP_nostage)}")
-            print(f"QK: tCrQ mode2 size={cute.size(tCrQ, mode=[2])}, tCrK mode2 size={cute.size(tCrK, mode=[2])}")
-            print(f"QK: tOrP0 mode2 size={cute.size(tOrP0, mode=[2])}")
-            print(f"PV: tCrP mode2 size={cute.size(tCrP, mode=[2])}")
-            print(f"PV: pv_n_tile={self.pv_n_tile}, n_pv_tiles={self.n_pv_tiles}")
 
             row_max = -Float32.inf
             row_sum = Float32(0.0)