diff --git a/cosmos_framework/model/attention/flash2/__init__.py b/cosmos_framework/model/attention/flash2/__init__.py
index 85c7cbc4..837570b1 100644
--- a/cosmos_framework/model/attention/flash2/__init__.py
+++ b/cosmos_framework/model/attention/flash2/__init__.py
@@ -45,9 +45,14 @@ def flash2_supported() -> bool:
 
     flash2_version_str = None
     if not hasattr(flash_attn, "__version__"):
-        from importlib.metadata import version
-
-        flash2_version_str = version("flash_attn")
+        from importlib.metadata import PackageNotFoundError, version
+
+        try:
+            flash2_version_str = version("flash_attn")
+        except PackageNotFoundError:
+            # FlashAttention 4 also provides this namespace, without the FA2 distribution.
+            log.debug("Flash Attention v2 is not supported because its distribution was not found.")
+            return False
     else:
         flash2_version_str = flash_attn.__version__
 
diff --git a/cosmos_framework/model/attention/flash2/support_test.py b/cosmos_framework/model/attention/flash2/support_test.py
new file mode 100644
index 00000000..adcafd81
--- /dev/null
+++ b/cosmos_framework/model/attention/flash2/support_test.py
@@ -0,0 +1,44 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: OpenMDW-1.1
+
+import sys
+from importlib.metadata import PackageNotFoundError
+from types import ModuleType
+from unittest.mock import patch
+
+import pytest
+
+from cosmos_framework.model.attention.flash2 import flash2_supported
+
+
+@pytest.fixture
+def flash_attn_namespace(monkeypatch):
+    """Model the namespace shared by FA2 and FA4 without requiring CUDA kernels."""
+    namespace = ModuleType("flash_attn")
+    monkeypatch.setitem(sys.modules, "flash_attn", namespace)
+    monkeypatch.setattr("torch.cuda.is_available", lambda: True)
+    return namespace
+
+
+def test_missing_distribution(flash_attn_namespace):
+    with patch("importlib.metadata.version", side_effect=PackageNotFoundError("flash_attn")):
+        assert not flash2_supported()
+
+
+@pytest.mark.parametrize("version, supported", [("2.7.4.post1", True), ("2.6.0", False)])
+def test_distribution_version(flash_attn_namespace, version, supported):
+    with patch("importlib.metadata.version", return_value=version):
+        assert flash2_supported() is supported
+
+
+@pytest.mark.parametrize("version, supported", [("2.7.4.post1", True), ("2.6.0", False)])
+def test_module_version(flash_attn_namespace, version, supported):
+    flash_attn_namespace.__version__ = version
+    with patch("importlib.metadata.version", side_effect=PackageNotFoundError("flash_attn")):
+        assert flash2_supported() is supported
+
+
+def test_no_cuda(flash_attn_namespace, monkeypatch):
+    monkeypatch.setattr("torch.cuda.is_available", lambda: False)
+    flash_attn_namespace.__version__ = "2.7.4.post1"
+    assert not flash2_supported()