diff --git a/index.rst b/index.rst
index cb7794d05a..38fdc16a04 100644
--- a/index.rst
+++ b/index.rst
@@ -3,10 +3,10 @@ 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/unstable/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/unstable/inductor_windows.html>`__
+* `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/unstable/gpu_direct_storage.html>`__
+* `Getting Started with Fully Sharded Data Parallel (FSDP2) <https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial.html>`__
 
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