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     new 25c1ad7da2 [MINOR] Documentation Improvements
25c1ad7da2 is described below

commit 25c1ad7da282cff66ff44aa7ec59616f386b2855
Author: Jannik Lindemann <[email protected]>
AuthorDate: Mon Mar 2 12:01:16 2026 +0100

    [MINOR] Documentation Improvements
---
 docs/site/release_install.md | 16 ++++++++--------
 docs/site/source_install.md  |  2 +-
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/docs/site/release_install.md b/docs/site/release_install.md
index 1b0c61378f..229d50a6b7 100644
--- a/docs/site/release_install.md
+++ b/docs/site/release_install.md
@@ -29,7 +29,7 @@ This guide explains how to install and set up SystemDS using 
the pre-built relea
 - [1. Download a Release](#1-download-a-release)
 - [2. Install on Windows](#2-install-on-windows)
 - [3. Install on Ubuntu 22.04](#3-install-on-ubuntu-2204)
-- [4. Install on macOS](#4-install-on-macos)
+- [4. Install on MacOS](#4-install-on-macos)
 
 ---
 
@@ -37,7 +37,7 @@ This guide explains how to install and set up SystemDS using 
the pre-built relea
 
 Download the official release archive from the Apache SystemDS website:
 
-https://systemds.apache.org/download
+<https://systemds.apache.org/download/>
 
 After downloading the file `systemds-<VERSION>.tar.gz`, place the file in any 
directory you choose for installation.
 
@@ -64,7 +64,7 @@ Use Windows built-in extractor.
 
 On Windows, the `systemds`CLI wrapper may not be executable. This is expected 
because the `bin/systemds`launcher is implemented as a shell script, which 
Windows cannot execute natively. To verify the installation on Windows, 
navigate to the bin directory and run the JAR directly. Note that running 
`systemds -help` without JAR may result in a CommandNotFoundExeption:
 
-```bash
+```ps1
 java -jar systemds-<VERSION>.jar -help
 ```
 
@@ -73,7 +73,7 @@ You should see usage information as an output printed to the 
console.
 ### 2.3 Create a Simple Script
 
 On Windows, especially when using PowerShell, creating text files via shell 
redirection (e.g., echo...) may result in unexpected encoding or invisible 
characters. This can lead to parsing errors when executing the script, even 
though the file appears correct in an editor. Therefore, you may try creating 
the file explicitly using PowerShell:
-```bash
+```ps1
 Set-Content -Path .\hello.dml -Value 'print("Hello World!")' -Encoding Ascii
 ```
 
@@ -81,24 +81,24 @@ This ensures the script is stored as plain text without 
additional encoding meta
 Note: This behavior depends on the shell and environment configuration and may 
not affect all Windows setups.
 
 Verify the file contents:
-```bash
+```ps1
 Get-Content .\hello.dml
 ```
 
 Expected output:
-```bash
+```ps1
 print("Hello World!")
 ```
 
 ### 2.4 Run the Script
 
 Now run the script:
-```bash
+```ps1
 java -jar systemds-3.3.0.jar -f .\hello.dml
 ```
 
 Expected output:
-```bash
+```ps1
 Hello World!
 SystemDS Statistics:
 Total execution time: 0.012 sec.
diff --git a/docs/site/source_install.md b/docs/site/source_install.md
index 77c0aedffd..8704dbd39e 100644
--- a/docs/site/source_install.md
+++ b/docs/site/source_install.md
@@ -49,7 +49,7 @@ To run the system we also have to setup some Hadoop and Spark 
specific libraries
 
 On Windows, cloning large repositories via GitHub Desktop may stall in some 
environments. If this happens, cloning via the Git command line is a reliable 
alternative.
 Example:
-```bash
+```ps1
 git clone https://github.com/apache/systemds.git 
 ```
 

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