diff --git a/index.rst b/index.rst
index 1ddba17d1bb..7781628c851 100644
--- a/index.rst
+++ b/index.rst
@@ -3,11 +3,11 @@ Welcome to PyTorch Tutorials
 
 **What's new in PyTorch tutorials?**
 
-* `Using User-Defined Triton Kernels with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_user_defined_triton_kernel_tutorial.html>`__
-* `Large Scale Transformer model training with Tensor Parallel (TP) <https://pytorch.org/tutorials/intermediate/TP_tutorial.html>`__
-* `Accelerating BERT with semi-structured (2:4) sparsity <https://pytorch.org/tutorials/advanced/semi_structured_sparse.html>`__
-* `torch.export Tutorial with torch.export.Dim <https://pytorch.org/tutorials/intermediate/torch_export_tutorial.html>`__
-* `Extension points in nn.Module for load_state_dict and tensor subclasses <https://pytorch.org/tutorials/recipes/recipes/swap_tensors.html>`__
+* `Introduction to Distributed Pipeline Parallelism <https://pytorch.org/tutorials/intermediate/pipelining_tutorial.html>`__
+* `Introduction to Libuv TCPStore Backend <https://pytorch.org/tutorials/intermediate/TCPStore_libuv_backend.html>`__ 
+* `Asynchronous Saving with Distributed Checkpoint (DCP) <https://pytorch.org/tutorials/recipes/distributed_async_checkpoint_recipe.html>`__
+* `Python Custom Operators <https://pytorch.org/tutorials/advanced/python_custom_ops.html>`__
+* Updated `Getting Started with DeviceMesh <https://pytorch.org/tutorials/recipes/distributed_device_mesh.html>`__
 
 .. raw:: html
 
diff --git a/intermediate_source/TCPStore_libuv_backend.rst b/intermediate_source/TCPStore_libuv_backend.rst
index 34037b5be7c..1e285eba7c4 100644
--- a/intermediate_source/TCPStore_libuv_backend.rst
+++ b/intermediate_source/TCPStore_libuv_backend.rst
@@ -8,7 +8,8 @@ Introduction to Libuv TCPStore Backend
 .. grid:: 2
 
    .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn
-    :class-card: card-prerequisites
+      :class-card: card-prerequisites
+  
       *  What is the new TCPStore backend
       *  Compare the new libuv backend against the legacy backend
       *  How to enable to use the legacy backend
diff --git a/intermediate_source/pipelining_tutorial.rst b/intermediate_source/pipelining_tutorial.rst
index 3d6533cef2b..0c6fc798463 100644
--- a/intermediate_source/pipelining_tutorial.rst
+++ b/intermediate_source/pipelining_tutorial.rst
@@ -12,6 +12,7 @@ APIs.
 .. grid:: 2
 
    .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn
+      :class-card: card-prerequisites
 
       *  How to use ``torch.distributed.pipelining`` APIs
       *  How to apply pipeline parallelism to a transformer model
@@ -19,6 +20,7 @@ APIs.
 
 
    .. grid-item-card:: :octicon:`list-unordered;1em;` Prerequisites
+      :class-card: card-prerequisites
 
       * Familiarity with `basic distributed training  <https://pytorch.org/tutorials/beginner/dist_overview.html>`__ in PyTorch