diff --git a/unsloth/import_fixes.py b/unsloth/import_fixes.py
index 5afd6f4b3..bff55b4e7 100644
--- a/unsloth/import_fixes.py
+++ b/unsloth/import_fixes.py
@@ -158,6 +158,11 @@ if not UNSLOTH_ENABLE_LOGGING:
     logging.getLogger("torchao").addFilter(
         HideLoggingMessage("Skipping import of cpp extensions due to incompatible torch version")
     )
+    # torch >= 2.11 path: torchao dlopens each prebuilt _C*.so and logs "Failed to load
+    # .../_C*.so" when one can't (ABI tag mismatch in the wheel, e.g. a cp310 .so under a
+    # cp312 runtime on Colab, or an arch-specific kernel the GPU lacks). It falls back to
+    # non-cpp paths and Unsloth doesn't use these kernels, so drop the cosmetic record.
+    logging.getLogger("torchao").addFilter(HideLoggingMessage("Failed to load "))
     # SyntaxWarning: invalid escape sequence '\.'
     warnings.filterwarnings("ignore", message = "invalid escape sequence", category = SyntaxWarning)
     # PYTORCH_CUDA_ALLOC_CONF is deprecated warning from torch