diff --git a/src/weather_model_graphs/spherical_utils.py b/src/weather_model_graphs/spherical_utils.py
new file mode 100644
index 0000000..ca55905
--- /dev/null
+++ b/src/weather_model_graphs/spherical_utils.py
@@ -0,0 +1,18 @@
+import torch
+
+def lat_lon_to_cartesian(lat: torch.Tensor, lon: torch.Tensor, radius: float = 1.0) -> torch.Tensor:
+    """
+    Vectorized conversion from Latitude/Longitude (degrees) to 3D Cartesian coordinates.
+    Assumes lat is in [-90, 90] and lon is in [-180, 180].
+    """
+    # Convert degrees to radians
+    lat_rad = torch.deg2rad(lat)
+    lon_rad = torch.deg2rad(lon)
+
+    # Calculate x, y, z components
+    x = radius * torch.cos(lat_rad) * torch.cos(lon_rad)
+    y = radius * torch.cos(lat_rad) * torch.sin(lon_rad)
+    z = radius * torch.sin(lat_rad)
+
+    # Stack into a single tensor of shape (..., 3)
+    return torch.stack([x, y, z], dim=-1)
\ No newline at end of file
diff --git a/tests/test_spherical_utils.py b/tests/test_spherical_utils.py
new file mode 100644
index 0000000..a621372
--- /dev/null
+++ b/tests/test_spherical_utils.py
@@ -0,0 +1,26 @@
+import torch
+# We import from the new file you just created
+from weather_model_graphs.spherical_utils import lat_lon_to_cartesian
+
+def test_north_pole_singularity():
+    """Test that different longitudes at the North Pole converge to the same 3D point."""
+    lat = torch.tensor([90.0, 90.0])
+    lon = torch.tensor([0.0, 180.0])
+    
+    coords = lat_lon_to_cartesian(lat, lon)
+    distance = torch.norm(coords[0] - coords[1])
+    
+    # The physical distance between them in 3D space should be exactly 0
+    assert torch.isclose(distance, torch.tensor(0.0), atol=1e-6), "Distance at the pole must be zero."
+
+def test_anti_meridian_crossing():
+    """Test that points across the Date Line calculate physical distance correctly."""
+    lat = torch.tensor([0.0, 0.0])
+    lon = torch.tensor([179.0, -179.0])
+    
+    coords = lat_lon_to_cartesian(lat, lon)
+    distance = torch.norm(coords[0] - coords[1])
+    
+    # 2 degrees apart on a unit sphere (chord length)
+    expected_distance = 2 * torch.sin(torch.tensor(torch.pi / 180.0))
+    assert torch.isclose(distance, expected_distance, atol=1e-5), "Anti-meridian distance calculation failed."
\ No newline at end of file