diff --git a/comfy/zluda.py b/comfy/zluda.py
index 8c9b35421..f3176791c 100644
--- a/comfy/zluda.py
+++ b/comfy/zluda.py
@@ -70,6 +70,18 @@ if is_zluda:
     torch.jit.script = z_jit
 # ------------------- End Audio Patch -------------------
 
+# ------------------- Top-K Fallback Patch -------------------
+if is_zluda:
+    _topk = torch.topk
+
+    def safe_topk(input: torch.Tensor, *args, **kwargs):
+        device = input.device
+        values, indices = _topk(input.cpu(), *args, **kwargs)
+        return torch.return_types.topk((values.to(device), indices.to(device),))
+
+    torch.topk = safe_topk
+# ------------------- End Top-K Patch -------------------
+
 # ------------------- ONNX Runtime Patch -------------------
 try:
     import onnxruntime as ort
@@ -86,7 +98,18 @@ try:
 
         # Patch ONLY the _pybind_state version (used during session creation)
         ort.capi._pybind_state.get_available_providers = filtered_providers
-        # DO NOT override ort.get_available_providers — leave that public interface alone
+
+        # Wrap InferenceSession to force CPU provider when CUDA is explicitly requested
+        OriginalSession = ort.InferenceSession
+
+        class SafeInferenceSession(OriginalSession):
+            def __init__(self, *args, providers=None, **kwargs):
+                if providers and "CUDAExecutionProvider" in providers:
+                    print("  ::  Forcing ONNX to use CPUExecutionProvider instead of CUDA.")
+                    providers = ["CPUExecutionProvider"]
+                super().__init__(*args, providers=providers, **kwargs)
+
+        ort.InferenceSession = SafeInferenceSession
 except ImportError:
     print("  ::  ONNX Runtime not installed — skipping patch.")
 except Exception as e:
@@ -112,4 +135,4 @@ if is_zluda:
 else:
     print(f"  ::  CUDA device detected: {zluda_device_name or 'None'}")
     print("***--------------------------------------------------------***\n")
-# ------------------- End Zluda patching -------------------
+# ------------------- End Zluda detection -------------------