diff --git a/setup.py b/setup.py
index dc5e4f7f..341f2568 100644
--- a/setup.py
+++ b/setup.py
@@ -2,7 +2,7 @@
 
 setup(
     name="xlb",
-    version="0.3.1",
+    version="0.3.2",
     description="XLB: Accelerated Lattice Boltzmann (XLB) for Physics-based ML",
     long_description=open("README.md").read(),
     long_description_content_type="text/markdown",
@@ -19,11 +19,11 @@
         "numpy-stl>=3.1.2",
         "pydantic>=2.9.1",
         "ruff>=0.14.1",
-        "jax>=0.8.0",  # Base JAX CPU-only requirement
+        "jax>=0.8.2",  # Base JAX CPU-only requirement
     ],
     extras_require={
-        "cuda": ["jax[cuda13]>=0.8.0"],  # For CUDA installations
-        "tpu": ["jax[tpu]>=0.8.0"],  # For TPU installations
+        "cuda": ["jax[cuda13]>=0.8.2"],  # For CUDA installations (pip install -U "jax[cuda13]")
+        "tpu": ["jax[tpu]>=0.8.2"],  # For TPU installations
         "test": ["pytest>=8.0.0"],
     },
     python_requires=">=3.11",
diff --git a/xlb/distribute/distribute.py b/xlb/distribute/distribute.py
index c62b9153..1fc9138e 100644
--- a/xlb/distribute/distribute.py
+++ b/xlb/distribute/distribute.py
@@ -3,7 +3,7 @@
 from xlb.operator.stepper import IncompressibleNavierStokesStepper
 from xlb.operator.boundary_condition.boundary_condition import ImplementationStep
 from jax import lax
-from jax.experimental.shard_map import shard_map
+from jax import shard_map
 from jax import jit
 
 
@@ -72,7 +72,7 @@ def _wrapped_operator(*args):
             mesh=grid.global_mesh,
             in_specs=in_specs,
             out_specs=out_specs,
-            check_rep=False,
+            check_vma=False,
         )
         return distributed_operator(*args)
 
diff --git a/xlb/operator/parallel_operator.py b/xlb/operator/parallel_operator.py
index 9f9b5c53..e0505f03 100644
--- a/xlb/operator/parallel_operator.py
+++ b/xlb/operator/parallel_operator.py
@@ -1,4 +1,4 @@
-from jax.experimental.shard_map import shard_map
+from jax import shard_map
 from jax.sharding import PartitionSpec as P
 from jax import lax
 
@@ -47,7 +47,7 @@ def __call__(self, f):
             mesh=self.grid.global_mesh,
             in_specs=in_specs,
             out_specs=out_specs,
-            check_rep=False,
+            check_vma=False,
         )(f)
         return f
 
diff --git a/xlb/operator/stepper/ibm_stepper.py b/xlb/operator/stepper/ibm_stepper.py
index d6b22196..8507b7bf 100644
--- a/xlb/operator/stepper/ibm_stepper.py
+++ b/xlb/operator/stepper/ibm_stepper.py
@@ -8,7 +8,7 @@
 from xlb.operator import Operator
 from xlb.operator.boundary_condition.boundary_condition_registry import boundary_condition_registry
 from xlb.operator.stepper.nse_stepper import IncompressibleNavierStokesStepper
-from warp.utils import ScopedTimer
+from warp import ScopedTimer
 
 
 class IBMStepper(IncompressibleNavierStokesStepper):