diff --git a/docs/deployment/agents/index.md b/docs/deployment/agents/index.md
index c79a5ecd53..912ab8613c 100644
--- a/docs/deployment/agents/index.md
+++ b/docs/deployment/agents/index.md
@@ -29,6 +29,8 @@ If you are using a managed deployment of Flyte, you will need to contact your de
   - Configuring your Flyte deployment for the sensor agent.
 * - {ref}`SageMaker Inference <deployment-agent-setup-sagemaker-inference>`
   - Deploy models and create, as well as trigger inference endpoints on SageMaker.
+* - {ref}`OpenAI Batch <deployment-agent-setup-openai-batch>`
+  - Submit requests to OpenAI GPT models for asynchronous batch processing.
 ```
 
 ```{toctree}
@@ -44,4 +46,5 @@ mmcloud
 sagemaker_inference
 sensor
 snowflake
+openai_batch
 ```
diff --git a/docs/deployment/agents/openai_batch.rst b/docs/deployment/agents/openai_batch.rst
new file mode 100644
index 0000000000..7aff9d262e
--- /dev/null
+++ b/docs/deployment/agents/openai_batch.rst
@@ -0,0 +1,134 @@
+.. _deployment-agent-setup-openai-batch:
+
+OpenAI Batch Agent
+==================
+
+This guide provides an overview of how to set up the OpenAI Batch agent in your Flyte deployment.
+
+Specify agent configuration
+---------------------------
+
+.. tabs::
+
+    .. group-tab:: Flyte binary
+
+      Edit the relevant YAML file to specify the agent.
+
+      .. code-block:: bash
+
+        kubectl edit configmap flyte-sandbox-config -n flyte
+
+      .. code-block:: yaml
+        :emphasize-lines: 7,11,15
+
+        tasks:
+          task-plugins:
+            enabled-plugins:
+              - container
+              - sidecar
+              - k8s-array
+              - agent-service
+            default-for-task-types:
+              - container: container
+              - container_array: k8s-array
+              - openai-batch: agent-service
+        plugins:
+          agent-service:
+            supportedTaskTypes:
+            - openai-batch
+
+    .. group-tab:: Flyte core
+
+      Create a file named ``values-override.yaml`` and add the following configuration to it:
+
+      .. code-block:: yaml
+        :emphasize-lines: 9,14,18
+
+        configmap:
+          enabled_plugins:
+            tasks:
+              task-plugins:
+                enabled-plugins:
+                  - container
+                  - sidecar
+                  - k8s-array
+                  - agent-service
+                default-for-task-types:
+                  container: container
+                  sidecar: sidecar
+                  container_array: k8s-array
+                  openai-batch: agent-service
+            plugins:
+              agent-service:
+                supportedTaskTypes:
+                - openai-batch
+
+Add the OpenAI API token
+------------------------
+
+1. Install flyteagent pod using helm:
+
+.. code-block::
+
+  helm repo add flyteorg https://flyteorg.github.io/flyte
+  helm install flyteagent flyteorg/flyteagent --namespace flyte
+
+2. Get the base64 value of your OpenAI API token:
+
+.. code-block::
+
+  echo -n "<OPENAI_API_TOKEN>" | base64
+
+3. Edit the flyteagent secret:
+
+    .. code-block:: bash
+
+      kubectl edit secret flyteagent -n flyte
+
+    .. code-block:: yaml
+      :emphasize-lines: 3
+
+      apiVersion: v1
+      data:
+        FLYTE_OPENAI_API_KEY: <BASE64_ENCODED_OPENAI_API_TOKEN>
+      kind: Secret
+      metadata:
+        annotations:
+          meta.helm.sh/release-name: flyteagent
+          meta.helm.sh/release-namespace: flyte
+        creationTimestamp: "2023-10-04T04:09:03Z"
+        labels:
+          app.kubernetes.io/managed-by: Helm
+        name: flyteagent
+        namespace: flyte
+        resourceVersion: "753"
+        uid: 5ac1e1b6-2a4c-4e26-9001-d4ba72c39e54
+      type: Opaque
+
+
+Upgrade the Flyte Helm release
+------------------------------
+
+.. tabs::
+
+  .. group-tab:: Flyte binary
+
+    .. code-block:: bash
+
+      helm upgrade <RELEASE_NAME> flyteorg/flyte-binary -n <YOUR_NAMESPACE> --values <YOUR_YAML_FILE>
+
+    Replace ``<RELEASE_NAME>`` with the name of your release (e.g., ``flyte-backend``),
+    ``<YOUR_NAMESPACE>`` with the name of your namespace (e.g., ``flyte``),
+    and ``<YOUR_YAML_FILE>`` with the name of your YAML file.
+
+  .. group-tab:: Flyte core
+
+    .. code-block:: bash
+
+      helm upgrade <RELEASE_NAME> flyte/flyte-core -n <YOUR_NAMESPACE> --values values-override.yaml
+
+    Replace ``<RELEASE_NAME>`` with the name of your release (e.g., ``flyte``)
+    and ``<YOUR_NAMESPACE>`` with the name of your namespace (e.g., ``flyte``).
+
+You can refer to the `documentation <https://docs.flyte.org/en/latest/flytesnacks/examples/openai_batch_agent/index.html>`__ 
+to run the agent on your Flyte cluster.
diff --git a/docs/user_guide/development_lifecycle/decks.md b/docs/user_guide/development_lifecycle/decks.md
index 8aeb2436c2..b944183049 100644
--- a/docs/user_guide/development_lifecycle/decks.md
+++ b/docs/user_guide/development_lifecycle/decks.md
@@ -186,20 +186,6 @@ Converts a Pandas dataframe into an HTML table.
 :class: with-shadow
 :::
 
-#### Source code renderer
-
-Converts source code to HTML and renders it as a Unicode string on the deck.
-
-```{rli} https://raw.githubusercontent.com/flyteorg/flytesnacks/master/examples/development_lifecycle/development_lifecycle/decks.py
-:caption: development_lifecycle/decks.py
-:lines: 128-141
-```
-
-:::{figure} https://raw.githubusercontent.com/flyteorg/static-resources/main/flytesnacks/user_guide/flyte_decks_source_code_renderer.png
-:alt: Source code renderer
-:class: with-shadow
-:::
-
 ### Contribute to renderers
 
 Don't hesitate to integrate a new renderer into