diff --git a/docs/compatibility/compatibility-matrix.rst b/docs/compatibility/compatibility-matrix.rst
index 9c061331d..91d692ce6 100644
--- a/docs/compatibility/compatibility-matrix.rst
+++ b/docs/compatibility/compatibility-matrix.rst
@@ -147,7 +147,7 @@ compatibility and system requirements.
 .. rubric:: Footnotes
 
 .. [#oracle89] Oracle Linux is supported only on AMD Instinct MI300X.
-.. [#debian12] Supported only on AMD Instinct accelerators.
+.. [#debian12] Debian is supported only on AMD Instinct accelerators.
 .. [#mi300_620] **For ROCm 6.2.0** - MI300X (gfx942) is supported on listed operating systems *except* Ubuntu 22.04.5 [6.8 HWE] and Ubuntu 22.04.4 [6.5 HWE].
 .. [#kfd_support] ROCm provides forward and backward compatibility between the AMD Kernel-mode GPU Driver (KMD) and its user space software for +/- 2 releases. These are the compatibility combinations that are currently supported.
 .. [#ROCT-rocr] Starting from ROCm 6.3.0, the ROCT Thunk Interface is included as part of the ROCr runtime package.
@@ -212,7 +212,7 @@ Expand for full historical view of:
    .. rubric:: Footnotes
 
    .. [#oracle89-past-60] Oracle Linux is supported only on AMD Instinct MI300X.
-   .. [#debian12-past-60] Supported only on AMD Instinct accelerators.
+   .. [#debian12-past-60] Debian is supported only on AMD Instinct accelerators.
    .. [#mi300_624-past-60] **For ROCm 6.2.4** - MI300X (gfx942) is supported on listed operating systems *except* Ubuntu 22.04.5 [6.8 HWE] and Ubuntu 22.04.4 [6.5 HWE].
    .. [#mi300_622-past-60] **For ROCm 6.2.2** - MI300X (gfx942) is supported on listed operating systems *except* Ubuntu 22.04.5 [6.8 HWE] and Ubuntu 22.04.4 [6.5 HWE].
    .. [#mi300_621-past-60] **For ROCm 6.2.1** - MI300X (gfx942) is supported on listed operating systems *except* Ubuntu 22.04.5 [6.8 HWE] and Ubuntu 22.04.4 [6.5 HWE].
diff --git a/docs/data/rocm-software-stack-6_3_0.jpg b/docs/data/rocm-software-stack-6_3_0.jpg
deleted file mode 100644
index 5632f0b19..000000000
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diff --git a/docs/data/rocm-software-stack-6_3_1.jpg b/docs/data/rocm-software-stack-6_3_1.jpg
new file mode 100644
index 000000000..fb858bf00
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diff --git a/docs/reference/rocm-tools.md b/docs/reference/rocm-tools.md
index 201464dee..9ff9452d5 100644
--- a/docs/reference/rocm-tools.md
+++ b/docs/reference/rocm-tools.md
@@ -35,7 +35,6 @@
 * {doc}`ROCProfiler <rocprofiler:index>`
 * {doc}`ROCprofiler-SDK <rocprofiler-sdk:index>`
 * {doc}`ROCTracer <roctracer:index>`
-* {doc}`TransferBench <transferbench:index>`
 :::
 
 (development-tools)=
diff --git a/docs/what-is-rocm.rst b/docs/what-is-rocm.rst
index d37d4e657..e8bf73296 100644
--- a/docs/what-is-rocm.rst
+++ b/docs/what-is-rocm.rst
@@ -10,7 +10,7 @@ ROCm is a software stack, composed primarily of open-source software, that
 provides the tools for programming AMD Graphics Processing Units (GPUs), from
 low-level kernels to high-level end-user applications.
 
-.. image:: data/rocm-software-stack-6_3_0.jpg
+.. image:: data/rocm-software-stack-6_3_1.jpg
   :width: 800
   :alt: AMD's ROCm software stack and enabling technologies.
   :align: center
@@ -115,8 +115,6 @@ Performance
   ":doc:`ROCProfiler <rocprofiler:index>`", "Profiling tool for HIP applications"
   ":doc:`ROCprofiler-SDK <rocprofiler-sdk:index>`", "Toolkit for developing analysis tools for profiling and tracing GPU compute applications. This toolkit is in beta and subject to change"
   ":doc:`ROCTracer <roctracer:index>`", "Intercepts runtime API calls and traces asynchronous activity"
-  ":doc:`TransferBench <transferbench:index>`", "Benchmark simultaneous transfers between user-specified devices (CPUs or GPUs)."
-
 
 Development
 ^^^^^^^^^^^