diff --git a/doc/source/reference/release-0.4.1.md b/doc/source/reference/release-0.4.1.md
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+# Seldon Core Release 0.4.1
+
+A summary of the main contributions to the [Seldon Core release 0.4.1](https://github.com/SeldonIO/seldon-core/releases/tag/v0.4.1).
+
+## Black Box Model Explanations
+
+By utlizing Seldon'sopen source Model Explanation library [Alibi](https://github.com/SeldonIO/alibi) we provide the ability to launch a model and an associated explainer for that model. At present we support the [Anchors](https://homes.cs.washington.edu/~marcotcr/aaai18.pdf) explanation technique for tabular text and image examples.
+
+An example SeldonDeployment for an image model with associated explainer is shown below:
+
+```
+apiVersion: machinelearning.seldon.io/v1alpha2
+kind: SeldonDeployment
+metadata:
+  name: image
+spec:
+  annotations:
+    seldon.io/rest-read-timeout: "10000000"
+    seldon.io/grpc-read-timeout: "10000000"
+    seldon.io/grpc-max-message-size: "1000000000"
+  name: image
+  predictors:
+  - graph:
+      children: []
+      implementation: TENSORFLOW_SERVER
+      modelUri: gs://seldon-models/tfserving/imagenet/model
+      name: classifier
+      endpoint:
+        type: GRPC
+      parameters:
+        - name: model_name
+          type: STRING
+          value: classifier
+        - name: model_input
+          type: STRING
+          value: input_image
+        - name: model_output
+          type: STRING
+          value: predictions/Softmax:0
+    engineResources:
+      requests:
+        memory: 1Gi
+    explainer:
+      type: anchor_images
+      modelUri: gs://seldon-models/tfserving/imagenet/explainer
+    name: default
+    replicas: 1
+
+```
+
+The Tensorflow model has a `anchor_images` explainer associated with it. An example input showing a persian cat along with an example explanation for that image showing the segment of the image the model focused on for providing the classifcation result can be seen below.
+
+![cat](../analytics/cat.png)
+
+![cat-explanation](../analytics/cat_explanation.png)
+
+We provide [an example notebook with tabular, text and image model examples](../examples/explainer_examples.html).
+
+## Misc. Updates
+
+ * [Chainer Example](../examples/chainer_mnist.html)
+ * We now use [Jenkins X](https://jenkins.io/projects/jenkins-x/) as our project CICD platform.
+ * We are available on the [RedHat Container Catalog](https://access.redhat.com/containers/?tab=overview#/registry.connect.redhat.com/seldonio/seldon-operator-0-4-0). Update to 0.4.1 soon.
+
+
+
+
+
+
+
+
diff --git a/doc/source/reference/release-highlights.rst b/doc/source/reference/release-highlights.rst
index 681ea47d3c..aad2965be2 100644
--- a/doc/source/reference/release-highlights.rst
+++ b/doc/source/reference/release-highlights.rst
@@ -5,6 +5,8 @@ Release Highlights
 .. toctree::
     :maxdepth: 1
 
+	       
+    Release 0.4.1 Highlights <release-0.4.1.md>	       	       
     Release 0.4.0 Highlights <release-0.4.0.md>	       	       
     Release 0.3.0 Highlights <release-0.3.0.md>	       	       
     Release 0.2.7 Highlights <release-0.2.7.md>