diff --git a/scripts/user_retirement/docs/driver_setup.rst b/scripts/user_retirement/docs/driver_setup.rst
index c6d7b8e6f2..d699d73ae8 100644
--- a/scripts/user_retirement/docs/driver_setup.rst
+++ b/scripts/user_retirement/docs/driver_setup.rst
@@ -109,26 +109,5 @@ several INI files, each containing a single line in the form of ``USERNAME
        --username=<username-of-learner-to-retire>
 
 
-**************************************************
-Using the Driver Scripts in an Automated Framework
-**************************************************
-
-At edX, we call the user retirement scripts from
-`Jenkins <https://jenkins.io/>`_ jobs on one of our internal Jenkins
-services. The user retirement driver scripts are intended to be agnostic
-about which automation framework you use, but they were only fully tested
-from Jenkins.
-
-For more information about how we execute these scripts at edX, see the
-following wiki articles:
-
-* `User Retirement Jenkins Implementation <https://openedx.atlassian.net/wiki/spaces/PLAT/pages/704872737/User+Retirement+Jenkins+Implementation>`_
-* `How to: retirement Jenkins jobs development and testing <https://openedx.atlassian.net/wiki/spaces/PLAT/pages/698221444/How+to+retirement+Jenkins+jobs+development+and+testing>`_
-
-And check out the Groovy DSL files we use to seed these jobs:
-
-* `platform/jobs/RetirementJobs.groovy in edx/jenkins-job-dsl <https://github.com/edx/jenkins-job-dsl/blob/master/platform/jobs/RetirementJobs.groovy>`_
-* `platform/jobs/RetirementJobEdxTriggers.groovy in edx/jenkins-job-dsl <https://github.com/edx/jenkins-job-dsl/blob/master/platform/jobs/RetirementJobEdxTriggers.groovy>`_
-
 .. include:: ../../../../links/links.rst
 
diff --git a/scripts/user_retirement/docs/implementation_overview.rst b/scripts/user_retirement/docs/implementation_overview.rst
index 37a814c1d5..0f5e6ee85a 100644
--- a/scripts/user_retirement/docs/implementation_overview.rst
+++ b/scripts/user_retirement/docs/implementation_overview.rst
@@ -49,27 +49,27 @@ possible states required by all members of the Open edX community.
 This example state diagram outlines the pathways users follow throughout the
 workflow:
 
-.. digraph:: retirement_states_example
-   :align: center
+.. graphviz::
+    digraph retirement_states_example {
+        ranksep = "0.3";
 
-      ranksep = "0.3";
+        node[fontname=Courier,fontsize=12,shape=box,group=main]
+        { rank = same INIT[style=invis] PENDING }
+        INIT -> PENDING;
+        "..."[shape=none]
+        PENDING -> RETIRING_ENROLLMENTS -> ENROLLMENTS_COMPLETE -> RETIRING_FORUMS -> FORUMS_COMPLETE -> "..." -> COMPLETE;
 
-      node[fontname=Courier,fontsize=12,shape=box,group=main]
-      { rank = same INIT[style=invis] PENDING }
-      INIT -> PENDING;
-      "..."[shape=none]
-      PENDING -> RETIRING_ENROLLMENTS -> ENROLLMENTS_COMPLETE -> RETIRING_FORUMS -> FORUMS_COMPLETE -> "..." -> COMPLETE;
+        node[group=""];
+        RETIRING_ENROLLMENTS -> ERRORED;
+        RETIRING_FORUMS -> ERRORED;
+        PENDING -> ABORTED;
 
-      node[group=""];
-      RETIRING_ENROLLMENTS -> ERRORED;
-      RETIRING_FORUMS -> ERRORED;
-      PENDING -> ABORTED;
-
-      subgraph cluster_terminal_states {
-          label = "Terminal States";
-          labelloc = b  // put label at bottom
-          {rank = same ERRORED COMPLETE ABORTED}
-      }
+        subgraph cluster_terminal_states {
+            label = "Terminal States";
+            labelloc = b  // put label at bottom
+            {rank = same ERRORED COMPLETE ABORTED}
+        }
+    }
 
 Unless an error occurs internal to the user retirement tooling, a user's
 retirement state should always land in one of the terminal states.  At that
diff --git a/scripts/user_retirement/docs/special_cases.rst b/scripts/user_retirement/docs/special_cases.rst
index bded2d76bc..9367aa8979 100644
--- a/scripts/user_retirement/docs/special_cases.rst
+++ b/scripts/user_retirement/docs/special_cases.rst
@@ -20,8 +20,6 @@ retirement errored during forums retirement, so we manually reset their state
 from ``ERRORED`` to ``ENROLLMENTS_COMPLETE``.
 
 .. graphviz::
-   :align: center
-
     digraph G {
       //rankdir=LR;  // Rank Direction Left to Right
       ranksep = "0.3";