diff --git a/docs/compatibility/ml-compatibility/pytorch-compatibility.rst b/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
index 2ca99886c..245296532 100644
--- a/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
+++ b/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
@@ -338,7 +338,7 @@ with ROCm.
     * - Library
       - Description
 
-    * - `torchaudio <https://docs.pytorch.org/audio/stable/index.html>`_ 
+    * - `torchaudio <https://docs.pytorch.org/audio/stable/index.html>`_
       - Audio and signal processing library for PyTorch. Provides utilities for
         audio I/O, signal and data processing functions, datasets, model
         implementations, and application components for audio and speech
@@ -365,11 +365,11 @@ with ROCm.
         and popular datasets for natural language processing, including
         tokenization, vocabulary management, and text embeddings.
 
-        **Note:** ``torchtext`` does not implement ROCm-specific kernels. 
+        **Note:** ``torchtext`` does not implement ROCm-specific kernels.
         ROCm acceleration is provided through the underlying PyTorch framework
         and ROCm library integration. Only official release exists.
 
-    * - `torchdata <https://docs.pytorch.org/data/beta/index.html>`_
+    * - `torchdata <https://meta-pytorch.org/data/beta/index.html#torchdata>`_
       - Beta library of common modular data loading primitives for easily
         constructing flexible and performant data pipelines, with features still
         in prototype stage.
@@ -471,7 +471,7 @@ Known issues and notes for PyTorch 2.7 with ROCm 7.0
 ================================================================================
 
 - The ``matmul.allow_fp16_reduced_precision_reduction`` and
-  ``matmul.allow_bf16_reduced_precision_reduction`` options under 
-  ``torch.backends.cuda`` are not supported. As a result, 
+  ``matmul.allow_bf16_reduced_precision_reduction`` options under
+  ``torch.backends.cuda`` are not supported. As a result,
   reduced-precision reductions using FP16 or BF16 accumulation types are not
   available.
diff --git a/docs/how-to/rocm-for-ai/system-health-check.rst b/docs/how-to/rocm-for-ai/system-health-check.rst
index 63a5274c6..2014556bc 100644
--- a/docs/how-to/rocm-for-ai/system-health-check.rst
+++ b/docs/how-to/rocm-for-ai/system-health-check.rst
@@ -75,8 +75,8 @@ This helps ensure optimal scaling for multi-accelerator tasks.
       make
 
 2. Run the suggested RCCL tests -- see `RCCL benchmarking
-   <https://instinct.docs.amd.com/projects/system-acceptance/en/latest/mi300x/performance-bench.html#rccl-benchmarking-results>`_
-   in the Instinct performance benchmarking documentation for instructions.
+   <https://instinct.docs.amd.com/projects/system-acceptance/en/latest/network/rdma-benchmarking.html#rccl-benchmarking-results>`_
+   in the AMD Instinct customer acceptance guide.
 
 TransferBench test
 ==================
diff --git a/docs/how-to/rocm-for-ai/training/benchmark-docker/jax-maxtext.rst b/docs/how-to/rocm-for-ai/training/benchmark-docker/jax-maxtext.rst
index 24a89d31e..49d8acdc0 100644
--- a/docs/how-to/rocm-for-ai/training/benchmark-docker/jax-maxtext.rst
+++ b/docs/how-to/rocm-for-ai/training/benchmark-docker/jax-maxtext.rst
@@ -369,7 +369,7 @@ benchmark results:
                benchmark. Run them outside of any Docker container.
 
             1. Make sure ``$HF_HOME`` is set before running the test. See
-               `ROCm benchmarking <https://github.com/ROCm/maxtext/blob/main/benchmarks/gpu-rocm/readme.md>`__
+               `ROCm benchmarking <https://github.com/ROCm/MAD/blob/develop/scripts/jax-maxtext/gpu-rocm/readme.md>`__
                for more details on downloading the Llama models before running the
                benchmark.
 
diff --git a/docs/how-to/rocm-for-ai/training/benchmark-docker/previous-versions/jax-maxtext-v25.4.rst b/docs/how-to/rocm-for-ai/training/benchmark-docker/previous-versions/jax-maxtext-v25.4.rst
index 3fe728c35..8b8dd65bd 100644
--- a/docs/how-to/rocm-for-ai/training/benchmark-docker/previous-versions/jax-maxtext-v25.4.rst
+++ b/docs/how-to/rocm-for-ai/training/benchmark-docker/previous-versions/jax-maxtext-v25.4.rst
@@ -202,16 +202,14 @@ Getting started
 
 The following examples demonstrate how to get started with single node
 and multi-node training using the benchmarking scripts provided at
-`<https://github.com/ROCm/maxtext/blob/main/benchmarks/gpu-rocm/>`__.
+`<https://github.com/ROCm/maxtext/>`__.
 
 .. important::
 
    The provided scripts launch a Docker container and execute a benchmark. Ensure you run these commands outside of any existing Docker container.
 
 Before running any benchmarks, ensure the ``$HF_HOME`` environment variable is
-set correctly and points to your Hugging Face cache directory. Refer to the
-README at `<https://github.com/ROCm/maxtext/blob/main/benchmarks/gpu-rocm/>`__
-for more detailed instructions.
+set correctly and points to your Hugging Face cache directory.
 
 Single node training benchmarking examples
 ------------------------------------------
diff --git a/docs/how-to/rocm-for-ai/training/benchmark-docker/pytorch-training.rst b/docs/how-to/rocm-for-ai/training/benchmark-docker/pytorch-training.rst
index f2e52fc65..59e86c4f9 100644
--- a/docs/how-to/rocm-for-ai/training/benchmark-docker/pytorch-training.rst
+++ b/docs/how-to/rocm-for-ai/training/benchmark-docker/pytorch-training.rst
@@ -299,28 +299,28 @@ Run training
                     - `Hugging Face Datasets <https://huggingface.co/docs/datasets/v3.2.0/en/index>`_ 3.2.0
 
                   * - ``torchdata``
-                    - `TorchData <https://pytorch.org/data/beta/index.html>`_
+                    - `TorchData <https://meta-pytorch.org/data/beta/index.html#torchdata>`__
 
                   * - ``tomli``
-                    - `Tomli <https://pypi.org/project/tomli/>`_
+                    - `Tomli <https://pypi.org/project/tomli/>`__
 
                   * - ``tiktoken``
-                    - `tiktoken <https://github.com/openai/tiktoken>`_
+                    - `tiktoken <https://github.com/openai/tiktoken>`__
 
                   * - ``blobfile``
-                    - `blobfile <https://pypi.org/project/blobfile/>`_
+                    - `blobfile <https://pypi.org/project/blobfile/>`__
 
                   * - ``tabulate``
-                    - `tabulate <https://pypi.org/project/tabulate/>`_
+                    - `tabulate <https://pypi.org/project/tabulate/>`__
 
                   * - ``wandb``
-                    - `Weights & Biases <https://github.com/wandb/wandb>`_
+                    - `Weights & Biases <https://github.com/wandb/wandb>`__
 
                   * - ``sentencepiece``
-                    - `SentencePiece <https://github.com/google/sentencepiece>`_ 0.2.0
+                    - `SentencePiece <https://github.com/google/sentencepiece>`__ 0.2.0
 
                   * - ``tensorboard``
-                    - `TensorBoard <https://www.tensorflow.org/tensorboard>`_ 2.18.0
+                    - `TensorBoard <https://www.tensorflow.org/tensorboard>`__ 2.18.0
 
             .. container:: model-doc pyt_train_flux
 
@@ -336,50 +336,50 @@ Run training
                     - `Hugging Face Accelerate <https://huggingface.co/docs/accelerate/en/index>`_
 
                   * - ``datasets``
-                    - `Hugging Face Datasets <https://huggingface.co/docs/datasets/v3.2.0/en/index>`_ 3.2.0
+                    - `Hugging Face Datasets <https://huggingface.co/docs/datasets/v3.2.0/en/index>`__ 3.2.0
 
                   * - ``sentencepiece``
-                    - `SentencePiece <https://github.com/google/sentencepiece>`_ 0.2.0
+                    - `SentencePiece <https://github.com/google/sentencepiece>`__ 0.2.0
 
                   * - ``tensorboard``
-                    - `TensorBoard <https://www.tensorflow.org/tensorboard>`_ 2.18.0
+                    - `TensorBoard <https://www.tensorflow.org/tensorboard>`__ 2.18.0
 
                   * - ``csvkit``
-                    - `csvkit <https://csvkit.readthedocs.io/en/latest/>`_ 2.0.1
+                    - `csvkit <https://csvkit.readthedocs.io/en/latest/>`__ 2.0.1
 
                   * - ``deepspeed``
-                    - `DeepSpeed <https://github.com/deepspeedai/DeepSpeed>`_ 0.16.2
+                    - `DeepSpeed <https://github.com/deepspeedai/DeepSpeed>`__ 0.16.2
 
                   * - ``diffusers``
-                    - `Hugging Face Diffusers <https://huggingface.co/docs/diffusers/en/index>`_ 0.31.0
+                    - `Hugging Face Diffusers <https://huggingface.co/docs/diffusers/en/index>`__ 0.31.0
 
                   * - ``GitPython``
-                    - `GitPython <https://github.com/gitpython-developers/GitPython>`_ 3.1.44
+                    - `GitPython <https://github.com/gitpython-developers/GitPython>`__ 3.1.44
 
                   * - ``opencv-python-headless``
-                    - `opencv-python-headless <https://pypi.org/project/opencv-python-headless/>`_ 4.10.0.84
+                    - `opencv-python-headless <https://pypi.org/project/opencv-python-headless/>`__ 4.10.0.84
 
                   * - ``peft``
-                    - `PEFT <https://huggingface.co/docs/peft/en/index>`_ 0.14.0
+                    - `PEFT <https://huggingface.co/docs/peft/en/index>`__ 0.14.0
 
                   * - ``protobuf``
-                    - `Protocol Buffers <https://github.com/protocolbuffers/protobuf>`_ 5.29.2
+                    - `Protocol Buffers <https://github.com/protocolbuffers/protobuf>`__ 5.29.2
 
                   * - ``pytest``
-                    - `PyTest <https://docs.pytest.org/en/stable/>`_ 8.3.4
+                    - `PyTest <https://docs.pytest.org/en/stable/>`__ 8.3.4
 
                   * - ``python-dotenv``
-                    - `python-dotenv <https://pypi.org/project/python-dotenv/>`_ 1.0.1
+                    - `python-dotenv <https://pypi.org/project/python-dotenv/>`__ 1.0.1
 
                   * - ``seaborn``
-                    - `Seaborn <https://seaborn.pydata.org/>`_ 0.13.2
+                    - `Seaborn <https://seaborn.pydata.org/>`__ 0.13.2
 
                   * - ``transformers``
-                    - `Transformers <https://huggingface.co/docs/transformers/en/index>`_ 4.47.0
+                    - `Transformers <https://huggingface.co/docs/transformers/en/index>`__ 4.47.0
 
             ``pytorch_benchmark_setup.sh`` downloads the following datasets from Hugging Face:
 
-            * `bghira/pseudo-camera-10k <https://huggingface.co/datasets/bghira/pseudo-camera-10k>`_
+            * `bghira/pseudo-camera-10k <https://huggingface.co/datasets/bghira/pseudo-camera-10k>`__
 
    {% for model_group in model_groups %}
       {% for model in model_group.models %}