From 0fe09cd6c8f3f5d9a5dd357088ce94a12280810e Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Thu, 13 Nov 2025 12:00:12 -0500
Subject: [PATCH 1/3] Update index.rst

---
 index.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/index.rst b/index.rst
index 8da6d99092..f3b9fa2449 100644
--- a/index.rst
+++ b/index.rst
@@ -688,6 +688,14 @@ Welcome to PyTorch Tutorials
    :link: intermediate/monarch_distributed_tutorial.html
    :tags: Parallel-and-Distributed-Training
 
+
+.. customcarditem::
+   :header: Interactive Distributed Applications with Monarch
+   :card_description: Learn how to use Monarch's actor framework with TorchTitan to simplify large-scale distributed training across SLURM clusters.
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :link: intermediate/monarch_distributed_tutorial.html
+   :tags: Parallel-and-Distributed-Training
+
 .. Edge
 
 .. customcarditem::

From b023793a1c68fb6a38615234232c4b982962e588 Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Thu, 13 Nov 2025 12:33:31 -0500
Subject: [PATCH 2/3] Update index.rst

---
 index.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/index.rst b/index.rst
index f3b9fa2449..5a5e80abfb 100644
--- a/index.rst
+++ b/index.rst
@@ -7,6 +7,7 @@ Welcome to PyTorch Tutorials
 * `Supporting Custom C++ Classes in torch.compile/torch.export <https://docs.pytorch.org/tutorials/advanced/custom_class_pt2.html>`__
 * `Accelerating torch.save and torch.load with GPUDirect Storage <https://docs.pytorch.org/tutorials/unstable/gpu_direct_storage.html>`__
 * `Getting Started with Fully Sharded Data Parallel (FSDP2) <https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial.html>`__
+* `Interactive Distributed Applications with Monarch <https://docs.pytorch.org/tutorials/intermediate/monarch_distributed_tutorial.html>`__
 
 .. raw:: html
 

From 351323c3ad269dda85ee6a17104d1afc2ea84c1c Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Thu, 13 Nov 2025 12:45:43 -0500
Subject: [PATCH 3/3] Update distributed.rst

---
 distributed.rst | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/distributed.rst b/distributed.rst
index 5ae3079555..8fe636d725 100644
--- a/distributed.rst
+++ b/distributed.rst
@@ -16,6 +16,7 @@ PyTorch with each method having their advantages in certain use cases:
 * `Tensor Parallel (TP) <#learn-tp>`__
 * `Device Mesh <#device-mesh>`__
 * `Remote Procedure Call (RPC) distributed training <#learn-rpc>`__
+* `Monarch Framework <#learn-monarch>`__
 * `Custom Extensions <#custom-extensions>`__
 
 Read more about these options in `Distributed Overview <https://docs.pytorch.org/tutorials/beginner/dist_overview.html?utm_source=distr_landing>`__.
@@ -159,6 +160,22 @@ Learn RPC
         +++
         :octicon:`code;1em` Code
 
+.. _learn-monarch:
+
+Learn Monarch
+----------
+
+.. grid:: 3
+
+     .. grid-item-card:: :octicon:`file-code;1em`
+        Interactive Distributed Applications with Monarch
+        :link: https://docs.pytorch.org/tutorials/intermediate/monarch_distributed_tutorial.html
+        :link-type: url
+
+        Learn how to use Monarch's actor framework
+        +++
+        :octicon:`code;1em` Code
+
 .. _custom-extensions:
 
 Custom Extensions