From ea0581611f33352aedf08a5fa0a625b50f9360c6 Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Wed, 30 Jul 2025 12:51:52 -0400
Subject: [PATCH 1/4] Update index.rst

Update whats new in tutorials for 2.8
---
 index.rst | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/index.rst b/index.rst
index d3057169921..650baca9379 100644
--- a/index.rst
+++ b/index.rst
@@ -3,10 +3,7 @@ Welcome to PyTorch Tutorials
 
 **What's new in PyTorch tutorials?**
 
-* `Utilizing Torch Function modes with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_torch_function_modes.html>`__
-* `Context Parallel Tutorial <https://pytorch.org/tutorials/prototype/context_parallel.html>`__
-* `(beta) Explicit horizontal fusion with foreach_map and torch.compile <https://pytorch.org/tutorials/recipes/foreach_map.html>`__
-* Updated `Inductor Windows CPU Tutorial <https://pytorch.org/tutorials/prototype/inductor_windows.html>`__
+* `Integrating Custom Operators with Sycl for Intel GPU <https://pytorch.org/tutorials/advanced/cpp_custom_ops_sycl.html>`__
 
 .. raw:: html
 

From db7df59777f288cb2de939c70f03dbf8d9456378 Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Thu, 31 Jul 2025 10:16:20 -0400
Subject: [PATCH 2/4] Update index.rst

---
 index.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/index.rst b/index.rst
index 650baca9379..31ab51fc850 100644
--- a/index.rst
+++ b/index.rst
@@ -4,6 +4,9 @@ Welcome to PyTorch Tutorials
 **What's new in PyTorch tutorials?**
 
 * `Integrating Custom Operators with Sycl for Intel GPU <https://pytorch.org/tutorials/advanced/cpp_custom_ops_sycl.html>`__
+* `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/prototype/gpu_direct_storage.html>`__
+* `Getting Started with Fully Sharded Data Parallel (FSDP2) <https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial.html>`__
 
 .. raw:: html
 

From 4e5dd7fd6854cf16e7a7fca1fefa210588ecdc0f Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Tue, 5 Aug 2025 10:10:56 -0400
Subject: [PATCH 3/4] Update index.rst

---
 index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.rst b/index.rst
index 31ab51fc850..f2df096945b 100644
--- a/index.rst
+++ b/index.rst
@@ -5,7 +5,7 @@ Welcome to PyTorch Tutorials
 
 * `Integrating Custom Operators with Sycl for Intel GPU <https://pytorch.org/tutorials/advanced/cpp_custom_ops_sycl.html>`__
 * `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/prototype/gpu_direct_storage.html>`__
+* `Accelerating torch.save and torch.load with GPUDirect Storage <https://docs.pytorch.org/tutorials/prototype/gpu_direct_storage.html>`__
 * `Getting Started with Fully Sharded Data Parallel (FSDP2) <https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial.html>`__
 
 .. raw:: html

From c8772ccc9f9cc11cfacda18af980babadb4f35d3 Mon Sep 17 00:00:00 2001
From: sekyondaMeta <127536312+sekyondaMeta@users.noreply.github.com>
Date: Wed, 6 Aug 2025 10:05:17 -0400
Subject: [PATCH 4/4] Update index.rst

---
 index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.rst b/index.rst
index b692a585087..7df3206335d 100644
--- a/index.rst
+++ b/index.rst
@@ -5,7 +5,7 @@ Welcome to PyTorch Tutorials
 
 * `Integrating Custom Operators with Sycl for Intel GPU <https://pytorch.org/tutorials/advanced/cpp_custom_ops_sycl.html>`__
 * `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/prototype/gpu_direct_storage.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>`__
 
 .. raw:: html