diff --git a/.github/scripts/filter-matrix.py b/.github/scripts/filter-matrix.py
index 2c8ce38b63..f31616cd9c 100644
--- a/.github/scripts/filter-matrix.py
+++ b/.github/scripts/filter-matrix.py
@@ -13,10 +13,11 @@
 # jetpack 6.2 only officially supports python 3.10 and cu126
 jetpack_python_versions: List[str] = ["3.10"]
 jetpack_cuda_versions: List[str] = ["cu126"]
-# rtx 1.2 currently only supports cu129 and cu130
+# rtx 1.3 currently only supports cu129 and cu130
 rtx_cuda_versions: List[str] = ["cu129", "cu130"]
-# trt 10.14.1 currently only supports cu129 and cu130
-trt_cuda_versions: List[str] = ["cu129", "cu130"]
+# CUDA versions for TensorRT: aarch64 only supports cu130, x86 supports cu126/128/129/130
+trt_cuda_versions_x86: List[str] = ["cu126", "cu128", "cu129", "cu130"]
+trt_cuda_versions_aarch64: List[str] = ["cu130"]
 
 jetpack_container_image: str = "nvcr.io/nvidia/l4t-jetpack:r36.4.0"
 sbsa_container_image: str = "quay.io/pypa/manylinux_2_39_aarch64"
@@ -60,6 +61,11 @@ def filter_matrix_item(
             if item["desired_cuda"] not in rtx_cuda_versions:
                 return False
         else:
+            # Select CUDA versions based on architecture
+            if item["gpu_arch_type"] == "cuda-aarch64":
+                trt_cuda_versions = trt_cuda_versions_aarch64
+            else:
+                trt_cuda_versions = trt_cuda_versions_x86
             if item["desired_cuda"] not in trt_cuda_versions:
                 return False
         if item["gpu_arch_type"] == "cuda-aarch64":
diff --git a/.github/workflows/release-linux-x86_64_rtx.yml b/.github/workflows/release-linux-x86_64_rtx.yml
index f3860a5ed3..217755468e 100644
--- a/.github/workflows/release-linux-x86_64_rtx.yml
+++ b/.github/workflows/release-linux-x86_64_rtx.yml
@@ -1,4 +1,4 @@
-name: Release x86_64 Linux wheels and tarball artifacts
+name: RTX Release x86_64 Linux wheels and tarball artifacts
 
 on:
   push:
diff --git a/.github/workflows/release-windows_rtx.yml b/.github/workflows/release-windows_rtx.yml
index f1e8932ffe..378284e924 100644
--- a/.github/workflows/release-windows_rtx.yml
+++ b/.github/workflows/release-windows_rtx.yml
@@ -1,4 +1,4 @@
-name: Release Windows wheels artifacts
+name: RTX Release Windows wheels artifacts
 
 on:
   push:
diff --git a/docs/v2.2.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py b/docs/v2.2.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
index 96146a43d8..fc16e5170c 100644
--- a/docs/v2.2.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
+++ b/docs/v2.2.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Torch Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.2.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py b/docs/v2.2.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
index 797e41f5fd..5826e28d1e 100644
--- a/docs/v2.2.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
+++ b/docs/v2.2.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT Dyanmo Frontend
 ==========================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.2.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py b/docs/v2.2.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
index 9015538fec..65b5c0231a 100644
--- a/docs/v2.2.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
+++ b/docs/v2.2.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT `torch.compile` Backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.2.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py b/docs/v2.2.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
index 5422f9cc1d..7ff6634906 100644
--- a/docs/v2.2.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
+++ b/docs/v2.2.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.2.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py b/docs/v2.2.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
index f73bd1e780..3fb63e8a32 100644
--- a/docs/v2.2.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
+++ b/docs/v2.2.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Dynamo Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.2.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py b/docs/v2.2.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
index dd7fe2e07a..59319078a4 100644
--- a/docs/v2.2.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
+++ b/docs/v2.2.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py b/docs/v2.3.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
index 96146a43d8..fc16e5170c 100644
--- a/docs/v2.3.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
+++ b/docs/v2.3.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Torch Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py b/docs/v2.3.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
index 797e41f5fd..5826e28d1e 100644
--- a/docs/v2.3.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
+++ b/docs/v2.3.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT Dyanmo Frontend
 ==========================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py b/docs/v2.3.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
index 9015538fec..65b5c0231a 100644
--- a/docs/v2.3.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
+++ b/docs/v2.3.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT `torch.compile` Backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py b/docs/v2.3.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
index 5422f9cc1d..7ff6634906 100644
--- a/docs/v2.3.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
+++ b/docs/v2.3.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py b/docs/v2.3.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
index f73bd1e780..3fb63e8a32 100644
--- a/docs/v2.3.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
+++ b/docs/v2.3.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Dynamo Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.3.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py b/docs/v2.3.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
index dd7fe2e07a..59319078a4 100644
--- a/docs/v2.3.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
+++ b/docs/v2.3.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py b/docs/v2.4.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
index 8ebedab111..af7d4b212d 100644
--- a/docs/v2.4.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
+++ b/docs/v2.4.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Torch Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py b/docs/v2.4.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
index 797e41f5fd..5826e28d1e 100644
--- a/docs/v2.4.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
+++ b/docs/v2.4.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT Dyanmo Frontend
 ==========================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py b/docs/v2.4.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
index 420c5390d3..da32bb22e3 100644
--- a/docs/v2.4.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
+++ b/docs/v2.4.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT `torch.compile` Backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py b/docs/v2.4.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
index 01d46e96f6..f27e2ae6ab 100644
--- a/docs/v2.4.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
+++ b/docs/v2.4.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py b/docs/v2.4.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
index f73bd1e780..3fb63e8a32 100644
--- a/docs/v2.4.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
+++ b/docs/v2.4.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Dynamo Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.4.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py b/docs/v2.4.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
index dd7fe2e07a..59319078a4 100644
--- a/docs/v2.4.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
+++ b/docs/v2.4.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py b/docs/v2.5.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
index 8ebedab111..af7d4b212d 100644
--- a/docs/v2.5.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
+++ b/docs/v2.5.0/_downloads/0e30a6276601af7e5fc4d5166e2e3d37/torch_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Torch Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.compile(..., ir="torch_compile", ...)` works, and how it integrates with the `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/2a9ac10f2667047a7f398d1593b7ca33/torch_export_gpt2.py b/docs/v2.5.0/_downloads/2a9ac10f2667047a7f398d1593b7ca33/torch_export_gpt2.py
index a26305e4a3..aafd64cc18 100644
--- a/docs/v2.5.0/_downloads/2a9ac10f2667047a7f398d1593b7ca33/torch_export_gpt2.py
+++ b/docs/v2.5.0/_downloads/2a9ac10f2667047a7f398d1593b7ca33/torch_export_gpt2.py
@@ -4,7 +4,8 @@
 Compiling GPT2 using the Torch-TensorRT with dynamo backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with dynamo backend on a GPT2 model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with dynamo backend on a GPT2 model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/3d4d74f6636d986f33167154f6553961/torch_export_cudagraphs.py b/docs/v2.5.0/_downloads/3d4d74f6636d986f33167154f6553961/torch_export_cudagraphs.py
index db7041b94d..cf16dd866a 100644
--- a/docs/v2.5.0/_downloads/3d4d74f6636d986f33167154f6553961/torch_export_cudagraphs.py
+++ b/docs/v2.5.0/_downloads/3d4d74f6636d986f33167154f6553961/torch_export_cudagraphs.py
@@ -4,16 +4,16 @@
 Torch Export with Cudagraphs
 ======================================================
 
-This interactive script is intended as an overview of the process by which the Torch-TensorRT Cudagraphs integration can be used in the `ir="dynamo"` path. The functionality works similarly in the `torch.compile` path as well."""
+This interactive script is intended as an overview of the process by which the Torch-TensorRT Cudagraphs integration can be used in the `ir="dynamo"` path. The functionality works similarly in the `torch.compile` path as well.
+"""
 
 # %%
 # Imports and Model Definition
 # ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 import torch
-import torchvision.models as models
-
 import torch_tensorrt
+import torchvision.models as models
 
 # %%
 # Compilation with `torch_tensorrt.compile` Using Default Settings
diff --git a/docs/v2.5.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py b/docs/v2.5.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
index 797e41f5fd..5826e28d1e 100644
--- a/docs/v2.5.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
+++ b/docs/v2.5.0/_downloads/418941399c146271a7b7728ba3059960/dynamo_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT Dyanmo Frontend
 ==========================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/7b7004dc2ea6f839be532665e16e0426/torch_export_llama2.py b/docs/v2.5.0/_downloads/7b7004dc2ea6f839be532665e16e0426/torch_export_llama2.py
index 195944688b..7da1967945 100644
--- a/docs/v2.5.0/_downloads/7b7004dc2ea6f839be532665e16e0426/torch_export_llama2.py
+++ b/docs/v2.5.0/_downloads/7b7004dc2ea6f839be532665e16e0426/torch_export_llama2.py
@@ -4,7 +4,8 @@
 Compiling Llama2 using the Torch-TensorRT with dynamo backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with dynamo backend on a Llama2 model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with dynamo backend on a Llama2 model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py b/docs/v2.5.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
index 420c5390d3..da32bb22e3 100644
--- a/docs/v2.5.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
+++ b/docs/v2.5.0/_downloads/d6e1bb6ec5f884994554d9d12e37a0f6/torch_compile_resnet_example.py
@@ -4,7 +4,8 @@
 Compiling ResNet using the Torch-TensorRT `torch.compile` Backend
 ==========================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a ResNet model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py b/docs/v2.5.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
index 01d46e96f6..f27e2ae6ab 100644
--- a/docs/v2.5.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
+++ b/docs/v2.5.0/_downloads/dfa60e8f9850fd7761f3e7da81304d32/torch_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model."""
+This interactive script is intended as a sample of the Torch-TensorRT workflow with `torch.compile` on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py b/docs/v2.5.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
index f73bd1e780..3fb63e8a32 100644
--- a/docs/v2.5.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
+++ b/docs/v2.5.0/_downloads/e1ef5a42560a98a132f56a79d0b66f79/dynamo_compile_advanced_usage.py
@@ -4,7 +4,8 @@
 Dynamo Compile Advanced Usage
 ======================================================
 
-This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API."""
+This interactive script is intended as an overview of the process by which `torch_tensorrt.dynamo.compile` works, and how it integrates with the new `torch.compile` API.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docs/v2.5.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py b/docs/v2.5.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
index dd7fe2e07a..59319078a4 100644
--- a/docs/v2.5.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
+++ b/docs/v2.5.0/_downloads/e550c5f53cc43e11aa6da8cfb79b54df/dynamo_compile_transformers_example.py
@@ -4,7 +4,8 @@
 Compiling a Transformer using torch.compile and TensorRT
 ==============================================================
 
-This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model."""
+This interactive script is intended as a sample of the `torch_tensorrt.dynamo.compile` workflow on a transformer-based model.
+"""
 
 # %%
 # Imports and Model Definition
diff --git a/docsrc/getting_started/tensorrt_rtx.rst b/docsrc/getting_started/tensorrt_rtx.rst
index f5800e3397..ae41d38f96 100644
--- a/docsrc/getting_started/tensorrt_rtx.rst
+++ b/docsrc/getting_started/tensorrt_rtx.rst
@@ -92,11 +92,12 @@ Before building, install the required Python packages:
 
    # Install PyTorch
    # Note: If you are building Torch-TensorRT at tip-of-tree, you need to install the latest PyTorch nightly build rather than the stable release. See below for details.
-   pip install torch torchvision
+   # Do not 'pip install torch torchvision' which will install the stable release of PyTorch, only install the nightly build.
+   # See below for details.
 
    # Install PyTorch nightly build (check CUDA version in MODULE.bazel)
    # Replace cuXXX with your CUDA version (e.g., cu130 for CUDA 13.0)
-   # pip install --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/cuXXX
+   pip install --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/cuXXX
 
    # Install additional build dependencies
    pip install pyyaml numpy
@@ -133,7 +134,7 @@ Install TensorRT-RTX Tarball
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 TensorRT-RTX tarball can be downloaded from https://developer.nvidia.com/tensorrt-rtx.
-Currently, Torch-TensorRT uses TensorRT-RTX version **1.2.0.54**.
+Currently, Torch-TensorRT uses TensorRT-RTX version **1.3.0.35**.
 
 Once downloaded:
 
@@ -143,8 +144,8 @@ Make sure you add the lib path to the ``LD_LIBRARY_PATH`` environment variable.
 
 .. code-block:: sh
 
-    # If TensorRT-RTX is downloaded in /your_local_download_path/TensorRT-RTX-1.2.0.54
-    export LD_LIBRARY_PATH=/your_local_download_path/TensorRT-RTX-1.2.0.54/lib:$LD_LIBRARY_PATH
+    # If TensorRT-RTX is downloaded in /your_local_download_path/TensorRT-RTX-1.3.0.35
+    export LD_LIBRARY_PATH=/your_local_download_path/TensorRT-RTX-1.3.0.35/lib:$LD_LIBRARY_PATH
     echo $LD_LIBRARY_PATH | grep TensorRT-RTX
 
 **In Windows:**
@@ -153,8 +154,8 @@ Make sure you add the lib path to the Windows system variable ``PATH``.
 
 .. code-block:: sh
 
-    # If TensorRT-RTX is downloaded in C:\your_local_download_path\TensorRT-RTX-1.2.0.54
-    set PATH="%PATH%;C:\your_local_download_path\TensorRT-RTX-1.2.0.54\lib"
+    # If TensorRT-RTX is downloaded in C:\your_local_download_path\TensorRT-RTX-1.3.0.35
+    set PATH="%PATH%;C:\your_local_download_path\TensorRT-RTX-1.3.0.35\lib"
     echo %PATH% | findstr TensorRT-RTX
 
 Install TensorRT-RTX Wheel
@@ -162,11 +163,12 @@ Install TensorRT-RTX Wheel
 
 Currently, the `tensorrt_rtx` wheel is not published on PyPI.
 You must install it manually from the downloaded tarball.
+Will be published on PyPI from RTX 1.4 release.
 
 .. code-block:: sh
 
-   # If the tarball is downloaded in /your_local_download_path/TensorRT-RTX-1.2.0.54
-   python -m pip install /your_local_download_path/TensorRT-RTX-1.2.0.54/python/tensorrt_rtx-1.2.0.54-cp39-none-linux_x86_64.whl
+   # If the tarball is downloaded in /your_local_download_path/TensorRT-RTX-1.3.0.35
+   python -m pip install /your_local_download_path/TensorRT-RTX-1.3.0.35/python/tensorrt_rtx-1.3.0.35-cp39-none-linux_x86_64.whl
 
 Build Torch-TensorRT with TensorRT-RTX
 --------------------------------------
@@ -197,16 +199,15 @@ Then build the wheel:
     # Build wheel with TensorRT-RTX
     python setup.py bdist_wheel --use-rtx
 
-    # Install the wheel (note: the wheel filename uses underscores, not hyphens)
-    python -m pip install dist/torch_tensorrt-*.whl
+    # Install the wheel (note: the wheel filename uses underscores, not hyphens, and should contain the word 'rtx')
+    python -m pip install dist/torch_tensorrt_rtx-*.whl
 
 Quick Start
 -----------
 
 .. code-block:: python
 
-    # You must set USE_TRT_RTX=true to use TensorRT-RTX
-    USE_TRT_RTX=true python examples/dynamo/torch_compile_resnet_example.py
+    python examples/dynamo/torch_compile_resnet_example.py
 
 Troubleshooting
 ---------------
@@ -246,9 +247,9 @@ First, check the exact version constraint in `pyproject.toml <https://github.com
 
 .. code-block:: sh
 
-    # Example: if pyproject.toml requires torch>=2.10.0.dev,<2.11.0
+    # Example: if pyproject.toml requires torch>=2.12.0.dev,<2.13.0
     # and MODULE.bazel specifies CUDA 13.0 (cu130):
-    pip install --pre "torch>=2.10.0.dev,<2.11.0" torchvision --index-url https://download.pytorch.org/whl/nightly/cu130
+    pip install --pre "torch>=2.12.0.dev,<2.13.0" torchvision --index-url https://download.pytorch.org/whl/nightly/cu130
 
 Replace the version constraint and CUDA version (cuXXX) according to your project's requirements.
 
@@ -286,4 +287,4 @@ If not, clean up the environment and rebuild.
 
     # Check if tensorrt_rtx_1_0.dll is linked, and libnvinfer.dll is NOT
     cd py/torch_tensorrt
-    dumpbin /DEPENDENTS torchtrt.dll
+    dumpbin /DEPENDENTS torchtrt.dll
\ No newline at end of file