Update what's new in tutorials to 2.5 (#3095)

Author: svekars

index.rst

@@ -3,13 +3,13 @@ Welcome to PyTorch Tutorials
 
 **What's new in PyTorch tutorials?**
 
-* `torch.export AOTInductor Tutorial for Python runtime (Beta) <https://pytorch.org/tutorials/recipes/torch_export_aoti_python.html>`__
-* `A guide on good usage of non_blocking and pin_memory() in PyTorch <https://pytorch.org/tutorials/intermediate/pinmem_nonblock.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>`__
+* `Compiled Autograd: Capturing a larger backward graph for torch.compile <https://pytorch.org/tutorials/intermediate/compiled_autograd_tutorial>`__
+* `Reducing torch.compile cold start compilation time with regional compilation <https://pytorch.org/tutorials/recipes/regional_compilation.html>`__
+* `Introduction to TorchRec <https://pytorch.org/tutorials/intermediate/torchrec_intro_tutorial.html>`__
+* `(prototype) Flight Recorder for Debugging Stuck Jobs <https://pytorch.org/tutorials/prototype/flight_recorder_tutorial.html>`__
+* `(prototype) How to use TorchInductor on Windows CPU <https://pytorch.org/tutorials/prototype/inductor_windows_cpu.html>`__
+* `(prototype) Using Max-Autotune Compilation on CPU for Better Performance <https://pytorch.org/tutorials/prototype/max_autotune_on_CPU_tutorial.html>`__
+* `(prototype) Autoloading Out-of-Tree Extension <https://pytorch.org/tutorials/prototype/python_extension_autoload.html>`__
 
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