diff --git a/pkg/controller.v1/jax/jaxjob_controller_suite_test.go b/pkg/controller.v1/jax/jaxjob_controller_suite_test.go
index 01ce56b28a..a9471d9c83 100644
--- a/pkg/controller.v1/jax/jaxjob_controller_suite_test.go
+++ b/pkg/controller.v1/jax/jaxjob_controller_suite_test.go
@@ -41,9 +41,6 @@ import (
 	//+kubebuilder:scaffold:imports
 )
 
-// These tests use Ginkgo (BDD-style Go testing framework). Refer to
-// http://onsi.github.io/ginkgo/ to learn more about Ginkgo.
-
 var (
 	testK8sClient client.Client
 	testEnv       *envtest.Environment
diff --git a/sdk/python/kubeflow/training/api/training_client.py b/sdk/python/kubeflow/training/api/training_client.py
index 78bf0df7f1..60c37cd261 100644
--- a/sdk/python/kubeflow/training/api/training_client.py
+++ b/sdk/python/kubeflow/training/api/training_client.py
@@ -965,6 +965,8 @@ def get_job_pods(
 
                 For PaddleJob one of `master` or `worker`.
 
+                For JAXJob `worker`.
+
             replica_index: Index for the Job replica.
             timeout: Kubernetes API server timeout in seconds to execute the request.
 
@@ -986,6 +988,7 @@ def get_job_pods(
             and replica_type not in constants.XGBOOSTJOB_REPLICA_TYPES
             and replica_type not in constants.MPIJOB_REPLICA_TYPES
             and replica_type not in constants.PADDLEJOB_REPLICA_TYPES
+            and replica_type not in constants.JAXJOB_REPLICA_TYPES
         ):
             raise ValueError(
                 f"TFJob replica type must be one of {constants.TFJOB_REPLICA_TYPES}\n"
@@ -993,6 +996,7 @@ def get_job_pods(
                 f"XGBoostJob replica type must be one of {constants.XGBOOSTJOB_REPLICA_TYPES}\n"
                 f"MPIJob replica type must be one of {constants.MPIJOB_REPLICA_TYPES}\n"
                 f"PaddleJob replica type must be one of {constants.PADDLEJOB_REPLICA_TYPES}"
+                f"JAXJob replica type must be one of {constants.PADDLEJOB_REPLICA_TYPES}"
             )
 
         label_selector = f"{constants.JOB_NAME_LABEL}={name}"
@@ -1052,6 +1056,8 @@ def get_job_pod_names(
 
                 For PaddleJob one of `master` or `worker`.
 
+                For JAXJob `worker`.
+
             replica_index: Index for the Job replica.
             timeout: Kubernetes API server timeout in seconds to execute the request.
 
@@ -1112,6 +1118,8 @@ def get_job_logs(
                 For MPIJob one of `launcher` or `worker`.
 
                 For PaddleJob one of `master` or `worker`.
+
+                For JAXJob `worker`.
             replica_index: Optional, index for the Job replica.
             container: Pod container to get the logs.
             follow: Whether to follow the log stream of the pod and print logs to StdOut.
diff --git a/sdk/python/kubeflow/training/constants/constants.py b/sdk/python/kubeflow/training/constants/constants.py
index c355529e9a..08e2205dba 100644
--- a/sdk/python/kubeflow/training/constants/constants.py
+++ b/sdk/python/kubeflow/training/constants/constants.py
@@ -138,6 +138,12 @@
     "docker.io/paddlepaddle/paddle:2.4.0rc0-gpu-cuda11.2-cudnn8.1-trt8.0"
 )
 
+# JAXJob constants
+JAXJOB_KIND = "JAXJob"
+JAXJOB_MODEL = "KubeflowOrgV1JAXJob"
+JAXJOB_PLURAL = "jaxjobs"
+JAXJOB_CONTAINER = "jax"
+JAXJOB_REPLICA_TYPES = (REPLICA_TYPE_WORKER.lower())
 
 # Dictionary to get plural, model, and container for each Job kind.
 JOB_PARAMETERS = {
@@ -171,6 +177,12 @@
         "container": PADDLEJOB_CONTAINER,
         "base_image": PADDLEJOB_BASE_IMAGE,
     },
+    JAXJOB_KIND: {
+        "model": JAXJOB_MODEL,
+        "plural": JAXJOB_PLURAL,
+        "container": JAXJOB_CONTAINER,
+        "base_image": "TODO",
+    },
 }
 
 # Tuple of all Job models.
@@ -183,4 +195,5 @@
     models.KubeflowOrgV1XGBoostJob,
     models.KubeflowOrgV1MPIJob,
     models.KubeflowOrgV1PaddleJob,
+    models.KubeflowOrgV1JAXJob,
 ]
diff --git a/sdk/python/test/e2e/test_e2e_jaxjob.py b/sdk/python/test/e2e/test_e2e_jaxjob.py
index 483ac011f4..9fd0d938f2 100644
--- a/sdk/python/test/e2e/test_e2e_jaxjob.py
+++ b/sdk/python/test/e2e/test_e2e_jaxjob.py
@@ -155,8 +155,7 @@ def generate_jaxjob(
 # def generate_container() -> V1Container:
 #     return V1Container(
 #         name=CONTAINER_NAME,
-#         image="docker.io/sandipanify/jaxgloo",
-#         command=["python"],
-#         args=["-m", "", ""],
+#         image="docker.io/kubeflow/jaxgloo:latest",
+#         args=[],
 #         resources=V1ResourceRequirements(limits={"memory": "2Gi", "cpu": "0.8"}),
 #     )