diff --git a/.github/workflows/_build_and_publish_documentation.yml b/.github/workflows/_build_and_publish_documentation.yml
index 4f33efb4..97cf1e95 100644
--- a/.github/workflows/_build_and_publish_documentation.yml
+++ b/.github/workflows/_build_and_publish_documentation.yml
@@ -12,72 +12,62 @@ jobs:
     name: Build and publish documentation in combined version (farn, dictIO, ospx)
     runs-on: ubuntu-latest
     steps:
-      # Checkout farn (active branch)
-      - name: Checkout farn (active branch)
+      - name: Checkout active branch
         uses: actions/checkout@v5
         with:
           lfs: true
-      - name: prepare farn
+      # ---- BEGIN: Extra steps to merge the documentation of the sub-packages dictIO and ospx into the farn documentation ----
+      - name: Copy farn README and CHANGELOG to docs/source
         run: |
           cp -v -f README.md docs/source/README_farn.md
           cp -v -f CHANGELOG.md docs/source/CHANGELOG_farn.md
           sed -i '1 s/Changelog/farn/' docs/source/CHANGELOG_farn.md
-
-      # Create temporary subfolders to hold the checked out sub-packages
-      - name: Create temporary subfolders
+      - name: Create temporary subfolders for dictIO and ospx
         run: |
           mkdir dictIO
           mkdir ospx
-
-      # Checkout dictIO (same branch as the one that triggered the workflow here in farn)
       - name: Checkout dictIO (same branch as in farn)
         uses: actions/checkout@v5
         with:
+          lfs: true
           repository: 'dnv-opensource/dictIO'
           ref: ${{github.ref}}
           path: dictIO
-          lfs: true
-      - name: Prepare dictIO
+      - name: Copy dictIO README and CHANGELOG to docs/source
         run: |
           rm -rf dictIO/.git/
           cp -v -f dictIO/README.md dictIO/docs/source/README_dictIO.md
           cp -v -f dictIO/CHANGELOG.md dictIO/docs/source/CHANGELOG_dictIO.md
           sed -i '1 s/Changelog/dictIO/' dictIO/docs/source/CHANGELOG_dictIO.md
-
-      # Checkout ospx (same branch as the one that triggered the workflow here in farn)
       - name: Checkout ospx (same branch as in farn)
         uses: actions/checkout@v5
         with:
+          lfs: true
           repository: 'dnv-opensource/ospx'
           ref: ${{github.ref}}
           path: ospx
-          lfs: true
-      - name: Prepare ospx
+      - name: Copy ospx README and CHANGELOG to docs/source
         run: |
           rm -rf ospx/.git/
           cp -v -f ospx/README.md ospx/docs/source/README_ospx.md
           cp -v -f ospx/CHANGELOG.md ospx/docs/source/CHANGELOG_ospx.md
           sed -i '1 s/Changelog/ospx/' ospx/docs/source/CHANGELOG_ospx.md
-
-      # merge sub-packages into root
-      - name: merge sub-packages
+      - name: Merge sub-packages dictIO and ospx into root
         run: |
           cp -v -n -r dictIO/* .
           cp -v -n -r ospx/* .
-
-      # replace TOC files by its combined versions
-      - name: replace TOC files
+      - name: replace TOC files in docs/source by its combined versions
         run: |
           cp -v -f docs/source/combined/* docs/source
           rm -v -r docs/source/combined
-
+      # ---- END: Extra steps to merge the documentation of the sub-packages dictIO and ospx into the farn documentation ----
       - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
-        run: uv sync -U
+        run: uv sync --frozen
       - name: Print debugging information
         run: |
           echo "github.ref:" ${{github.ref}}
diff --git a/.github/workflows/_build_and_publish_documentation.yml.original_single_repo_version.disabled b/.github/workflows/_build_and_publish_documentation.yml.original_single_repo_version.disabled
index 3f39aa7b..8df022f1 100644
--- a/.github/workflows/_build_and_publish_documentation.yml.original_single_repo_version.disabled
+++ b/.github/workflows/_build_and_publish_documentation.yml.original_single_repo_version.disabled
@@ -13,20 +13,16 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout active branch
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
         with:
           lfs: true
       - name: Install uv
-        uses: astral-sh/setup-uv@v5
+        uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version-file: "pyproject.toml"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
-        run: uv sync --upgrade
+        run: uv sync --frozen
       - name: Print debugging information
         run: |
           echo "github.ref:" ${{github.ref}}
diff --git a/.github/workflows/_build_package.yml b/.github/workflows/_build_package.yml
index c48c122e..509ec20a 100644
--- a/.github/workflows/_build_package.yml
+++ b/.github/workflows/_build_package.yml
@@ -15,7 +15,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Build source distribution and wheels
         run: uv build
       - name: Check build artifacts
diff --git a/.github/workflows/_code_quality.yml b/.github/workflows/_code_quality.yml
index 321bcb3e..6d7f696a 100644
--- a/.github/workflows/_code_quality.yml
+++ b/.github/workflows/_code_quality.yml
@@ -13,7 +13,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
         run: uv sync -U
       - name: Run ruff format
@@ -29,7 +29,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
         run: uv sync -U
       - name: Run ruff check
@@ -45,7 +45,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
         run: uv sync -U
       - name: Run pyright
@@ -61,7 +61,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
         run: uv sync -U
       - name: Run mypy
diff --git a/.github/workflows/_test.yml b/.github/workflows/_test.yml
index 1850affb..3c34a4f1 100644
--- a/.github/workflows/_test.yml
+++ b/.github/workflows/_test.yml
@@ -7,6 +7,7 @@ jobs:
     name: Test (Python ${{ matrix.python }}, ${{ matrix.os }})
     runs-on: ${{ matrix.os }}
     strategy:
+      fail-fast: true
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
         python: ['3.11', '3.12', '3.13', '3.14']
@@ -17,7 +18,7 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
       - name: Install the project
         run: uv sync -p ${{ matrix.python }} -U --no-dev
       - name: Run pytest
diff --git a/.github/workflows/_test_future.yml b/.github/workflows/_test_future.yml
index b3bb7fd9..80b10f0d 100644
--- a/.github/workflows/_test_future.yml
+++ b/.github/workflows/_test_future.yml
@@ -9,6 +9,7 @@ jobs:
     continue-on-error: true
     runs-on: ${{ matrix.os }}
     strategy:
+      fail-fast: true
       matrix:
         os: [ubuntu-latest, windows-latest]
         python:
@@ -21,7 +22,18 @@ jobs:
         uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
-          cache-dependency-glob: "uv.lock"
+          cache-dependency-glob: 'uv.lock'
+      - name: Remove Python upper version constraint from pyproject.toml
+        shell: pwsh
+        run: |
+          $File = Get-Item pyproject.toml
+          $Content = Get-Content $File -Raw
+          [regex]$RequiresPythonPattern = '(?<!-)(\brequires-python = "\s?[>=]{1,2}\s?\d+\.\d+\.?\d*\.?[\d\w]*\s?)(,\s?[<=]{1,2}\s?\d+\.?\d*\.?\d*\.?[\d\w]*\s?)?(")'
+          if ($Content -match $RequiresPythonPattern) {
+              $RequiresPythonFound = $Matches[0]
+              $RequiresPythonReplacement = $Matches[1] + $Matches[3]
+              $Content -Replace $RequiresPythonFound, $RequiresPythonReplacement | Set-Content $File -NoNewline
+          }
       - name: Install the project
         run: uv sync -p ${{ matrix.python.uvpy }} -U --no-dev
       - name: Run pytest
diff --git a/.gitignore b/.gitignore
index 63f89273..d4144e5a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -91,7 +91,7 @@ ipython_config.py
 #   It is generally recommended to include `uv.lock` in version control.
 #   However, in case of collaboration, if having platform-specific dependencies or dependencies
 #   having no cross-platform support, `uv` might install dependencies in one environment that don't work in another.
-#   In such case, `uv.lock` should be added to `.gitignore`
+#   In such case, `uv.lock` should be added to `.gitignore` (and, as such, excluded from version control).
 # uv.lock
 
 # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c7ca41c9..80216739 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,7 +9,7 @@ repos:
       - id: check-toml
       - id: check-merge-conflict
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.1
+    rev: v0.15.9
     hooks:
       - id: ruff-format
       - id: ruff-check
diff --git a/.vscode/launch.json b/.vscode/launch.json
index 215d34d7..48299a63 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -19,7 +19,11 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true, // pipe stdout/stderr to Debug Console
+            "showReturnValue": true,
+            "logToFile": false, // set true temporarily when diagnosing debugger issues
         },
         {
             "name": "Python: Current File, cwd = file dir",
@@ -28,10 +32,14 @@
             "cwd": "${fileDirname}", // working dir = dir where current file is
             "program": "${file}",
             "console": "integratedTerminal",
-            "justMyCode": true,
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
+            "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "Python: Current File, cwd = workspace root folder",
@@ -43,14 +51,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test sample and generate test_farnDict",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "test_farnDict",
                 "--sample",
@@ -60,14 +72,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test generate test_farnDict",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "test_farnDict",
                 "-g",
@@ -76,14 +92,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test execute test_farnDict",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "sampled.test_farnDict",
                 "-e",
@@ -93,14 +113,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test sample test_farnDict_v4",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "test_farnDict_v4",
                 "--sample",
@@ -109,14 +133,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test generate test_farnDict_v4",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "sampled.test_farnDict_v4",
                 "-g",
@@ -125,14 +153,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test sample and generate test_farnDict_v4",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "test_farnDict_v4",
                 "--sample",
@@ -142,14 +174,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test execute test_farnDict_v4",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "sampled.test_farnDict_v4",
                 "-e",
@@ -159,14 +195,18 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
         {
             "name": "farn test generate test_farnDict logfile in subdir",
             "type": "debugpy",
             "request": "launch",
             "cwd": "${workspaceFolder}\\tests\\test_working_directory",
-            "program": "${workspaceFolder}\\src\\farn\\cli\\farn.py",
+            "program": "${workspaceFolder}\\src\\farn\\cli\\__main__.py",
             "args": [
                 "test_farnDict",
                 "-g",
@@ -179,7 +219,11 @@
             "autoReload": {
                 "enable": true
             },
+            "subProcess": true,
             "justMyCode": true,
+            "redirectOutput": true,
+            "showReturnValue": true,
+            "logToFile": false,
         },
     ]
 }
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
index f48f8042..efe9d309 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -49,4 +49,4 @@
     "mypy-type-checker.reportingScope": "custom",
     "mypy-type-checker.preferDaemon": true,
     "ruff.configurationPreference": "filesystemFirst",
-}
\ No newline at end of file
+}
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3dfb1ee2..0e66c983 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,30 @@ The changelog format is based on [Keep a Changelog](https://keepachangelog.com/e
 * -/-
 
 
+## [0.5.0] - 2026-04-09
+
+### BREAKING Changes
+* Moved module `farn.run.utils.threading` to  `farn.utils.threading`
+* Renamed and moved module `farn.run.subProcess` to `farn.utils.sub_process`
+* Renamed and moved module `farn.run.batchProcess` to `farn.batch.batch_processor`
+* Renamed module `farn.sampling.sampling` to `farn.sampling.discrete` (because the only class it actually contains is `DiscreteSampling`
+
+### Changed
+* Updated code base with latest changes in python_project_template v0.2.10
+* Python modules: Changed `__ALL__` to `__all__` (lowercase, PEP8 and PEP257 compliant).
+
+### Dependencies
+* .pre-commit-config.yaml: Updated rev of ruff-pre-commit to v0.15.9
+* Updated to dictIO>=0.4.4
+* Updated to numpy>=2.4
+* Updated to ospx>=0.3.5
+* Updated to pytest-cov>=7.1
+* Updated to ruff>=0.15.9
+* Updated to scipy>=1.17.1
+* Updated to sphinx-argparse-cli>=1.21.3
+* Updated to types-lxml>=2026.2
+
+
 ## [0.4.4] - 2026-03-17
 
 ### Solved
diff --git a/LICENSE b/LICENSE
index 90b0cc37..8f54c6d1 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2024 [DNV](https://www.dnv.com) [open source](https://github.com/dnv-opensource)
+Copyright (c) 2026 [DNV](https://www.dnv.com) [open source](https://github.com/dnv-opensource)
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index 5943e6e2..0a9f1466 100644
--- a/README.md
+++ b/README.md
@@ -26,13 +26,8 @@ farn
 ```sh
 pip install farn
 ```
-farn requires the following two (sub-)packages:
-1. [dictIO][dictIO_docs]: foundation package, enabling farn to handle configuration files in dictIO dict file format.
-2. [ospx][ospx_docs]: extension package, enabling farn to generate OSP (co-)simulation files.
 
-However, both get installed automatically with farn (just pip install farn and you're done).
-
-## Usage Example
+## Usage
 
 farn provides both an API for use inside Python as well as a CLI for shell execution of core functions.
 
@@ -48,7 +43,7 @@ The above task can also be invoked from the command line, using the 'farn' comma
 farn farnDict --sample --generate
 ```
 
-_For more examples and usage, please refer to [farn's documentation][farn_docs]._
+_For more examples and usage, please refer to farn's [documentation][farn_docs]._
 
 Further, the [farn-demo][farn_demo_repo] repository on GitHub is an excellent place for a jumpstart into farn.
 Simply clone the [farn-demo][farn_demo_repo] repository to your local machine and click through the demos and related READMEs, by recommendation in the following sequence:
@@ -87,7 +82,7 @@ uv self update
 ```
 
 ### 2. Install Python
-This project requires Python 3.10 or later. <br>
+This project requires Python 3.11 or later. <br>
 If you don't already have a compatible version installed on your machine, the probably most comfortable way to install Python is through `uv`:
 ```sh
 uv python install
@@ -111,15 +106,18 @@ cd farn
 ```
 
 ### 4. Install dependencies
-Run `uv sync` to create a virtual environment and install all project dependencies into it:
+Run `uv sync -U` to create a virtual environment and install all project dependencies into it:
 ```sh
-uv sync
+uv sync -U
 ```
 > **Note**: Using `--no-dev` will omit installing development dependencies.
 
+> **Explanation**: The `-U` option stands for `--update`. It forces `uv` to fetch and install the latest versions of all dependencies,
+> ensuring that your environment is up-to-date.
+
 > **Note**: `uv` will create a new virtual environment called `.venv` in the project root directory when running
-> `uv sync` the first time. Optionally, you can create your own virtual environment using e.g. `uv venv`, before running
-> `uv sync`.
+> `uv sync -U` the first time. Optionally, you can create your own virtual environment using e.g. `uv venv`, before running
+> `uv sync -U`.
 
 ### 5. (Optional) Activate the virtual environment
 When using `uv`, there is in almost all cases no longer a need to manually activate the virtual environment. <br>
@@ -197,7 +195,7 @@ Distributed under the MIT license. See [LICENSE](LICENSE.md) for more informatio
 For your contribution, please make sure you follow the [STYLEGUIDE](STYLEGUIDE.md) before creating the Pull Request.
 
 <!-- Markdown link & img dfn's -->
-[dictIO_docs]: https://dnv-opensource.github.io/dictIO/README.html
-[ospx_docs]: https://dnv-opensource.github.io/ospx/README.html
 [farn_docs]: https://dnv-opensource.github.io/farn/README.html
 [farn_demo_repo]: https://github.com/dnv-opensource/farn-demo
+[dictIO_docs]: https://dnv-opensource.github.io/dictIO/README.html
+[ospx_docs]: https://dnv-opensource.github.io/ospx/README.html
diff --git a/docs/source/cli.batchProcess.rst b/docs/source/cli.batchProcess.rst
index 23e7516a..7e7d18e2 100644
--- a/docs/source/cli.batchProcess.rst
+++ b/docs/source/cli.batchProcess.rst
@@ -1,3 +1,3 @@
-.. sphinx_argparse_cli::
-   :module: farn.run.cli.batchProcess
-   :func: _argparser
+.. sphinx_argparse_cli::
+   :module: farn.cli.batchProcess
+   :func: _argparser
diff --git a/docs/source/combined/cli.sub.dictIO.rst b/docs/source/combined/cli.sub.dictIO.rst
index 4191b176..4af6f0de 100644
--- a/docs/source/combined/cli.sub.dictIO.rst
+++ b/docs/source/combined/cli.sub.dictIO.rst
@@ -4,4 +4,4 @@ dictIO
 .. toctree::
    :maxdepth: 3
 
-   cli.dict_parser
+   cli.__main__
diff --git a/docs/source/combined/cli.sub.farn.rst b/docs/source/combined/cli.sub.farn.rst
index be3a008d..881cc079 100644
--- a/docs/source/combined/cli.sub.farn.rst
+++ b/docs/source/combined/cli.sub.farn.rst
@@ -1,8 +1,8 @@
-farn
-----
-
-.. toctree::
-   :maxdepth: 3
-
-   cli.farn
-   cli.batchProcess
+farn
+----
+
+.. toctree::
+   :maxdepth: 3
+
+   cli.__main__
+   cli.batchProcess
diff --git a/docs/source/farn.rst b/docs/source/farn.rst
index 703e23c3..78ac0e39 100644
--- a/docs/source/farn.rst
+++ b/docs/source/farn.rst
@@ -9,8 +9,8 @@ Subpackages
    :template: custom-module.rst
    :recursive:
 
+   farn.batch
    farn.core
-   farn.run
    farn.sampling
    farn.utils
 
diff --git a/docs/source/farn_example.md b/docs/source/farn_example.md
index 0aefe80d..90303724 100644
--- a/docs/source/farn_example.md
+++ b/docs/source/farn_example.md
@@ -1,181 +1,180 @@
-# Example of farn API usage
-
-The following gives an example of how the farn API can be used in conjunction with OSP cosim and the ospx package.
-
-## Case
-
-Case is a simple dataclass designed to hold case-specific information as instance attributes.<br>
-Below example uses the most typical / important ones:
-
-~~~py
-from pathlib import Path
-from typing import Dict, List
-from farn.core import Case, Parameter
-
-case_name: str = "test_001"
-
-case_folder: Path = Path("path/to/your/experiment/cases") / case_name
-
-case_parameters: List[Parameter] = [
-    Parameter("x1", 1.0),
-    Parameter("x2", 2.0),
-    Parameter("x3", 3.0),
-]
-
-command_sets: Dict[str, List[str]] = {
-    "prepare": [
-        "copy path/to/template/dir/caseDict .",  # copy a (case-agnostic) ospx config file from a template directory into the case folder
-        "dictParser caseDict",  # parse the ospx config file. This will make it case-specific
-        "ospCaseBuilder parsed.caseDict",  # build the (case-specific) OspSystemStructure.xml
-    ],
-    "run": [
-        "cosim run OspSystemStructure.xml -b 0 -d 10",  # run OSP cosim
-    ],
-    "post": [
-        "watchCosim -d watchDict",  # optional post-processing. watchCosim creates a sub-folder 'results' in the case folder
-    ],
-}
-
-case: Case = Case(
-    case=case_name,
-    path=case_folder,
-    is_leaf=True,
-    parameters=case_parameters,
-    command_sets=command_sets,
-)
-~~~
-
-
-## Cases
-
-Many farn functions expect not a single Case object, but a list of Case objects passed in.<br>
-So, even if you create only a single Case object, you will likely need to wrap it in a Cases list for processing.
-
-~~~py
-from farn.core import Cases
-
-cases: Cases = Cases()
-cases.append(case)
-~~~
-
-## Create case folder(s)
-
-~~~py
-from farn.farn import create_case_folders
-
-_ = create_case_folders(cases)
-~~~
-
-## Create paramDict file in case folder(s)
-
-It is a convention used by both farn and ospx that a 'paramDict' file is expected to exist in the case folder
-which contains the case-specific values of all varied parameters.<br>
-create_param_dict_files() will create this paramDict file in the case folder(s):
-
-~~~py
-from farn.farn import create_param_dict_files
-
-_ = create_param_dict_files(cases)
-~~~
-
-
-## Prepare OSP simulation case(s)
-
-Execute the command_set that performs preparatory tasks in your case folder(s).
-
-~~~py
-from farn.farn import execute_command_set
-
-_ = execute_command_set(
-    cases=cases,
-    command_set="prepare",
-)
-~~~
-
-
-## Run OSP simulation case(s)
-
-Execute the command_set that actually runs your simulation case(s).
-
-~~~py
-_ = execute_command_set(
-    cases=cases,
-    command_set="run",
-)
-~~~
-
-## Execute post-processing (optional)
-
-Execute the command_set that performs post-processing tasks in your case folder(s) (if any).
-
-~~~py
-_ = execute_command_set(
-    cases=cases,
-    command_set="post",
-)
-~~~
-
-## Read results
-
-Reading results after your simulation cases finished can be rather individual and there will surely be multiple ways to accomplish this.
-Two exemplary ways being
-
-a) You can read the *.csv files that cosim.exe generates, i.e. by reading them into a Pandas DataFrame.
-
-b) In case you executed watchCosim as a post-processing step, a sub-folder 'results' will exist in each case folder that contains the results additionally as a resultDict file.
-
-Variant a) is less complex and can be done with Pandas (no example given here). <br>
-Variant b) offers some additional possibilities but requires also additional code. <br>
-Below hence an example for variant b), i.e. how to read a resultDict file generated by watchCosim
-
-~~~py
-from typing import Any, Dict, List
-from pandas import DataFrame, Series
-from dictIO import DictReader
-from dictIO.utils.path import relative_path
-
-# @NOTE: Adjust 'component_name' and 'variable_name' to what is defined in your (FMU) model
-# @NOTE: 'y' is just an example. Add mappings for more column names / variables as you like and need.
-mapping: Dict[str, Dict[str, Any]] = {
-    "y": {  # column name you want to map a variable to
-        "key": "component_name|variable_name:latestValue",  # variable in FMU
-        "unit": 1,  # usually 1, unless you want to apply a scaling factor
-    }
-}
-
-# column names
-names: List[str] = [name for name in mapping if not re.search("(^_|COMMENT)", name)]
-
-series: Dict[str, Series] = {
-    "path": Series(data=None, dtype=dtype(str), name="path"),
-}
-
-for index, case in cases:
-
-    case_folder: Path = case.path
-    result_folder: Path = case_folder / "results"
-    result_dict_file: Path = result_folder / "watchDict-test_project-resultDict"  # adapt to output of watchCosim.
-
-    series["path"].loc[index] = str(relative_path(Path.cwd(), case_folder))
-
-    result_dict = DictReader.read(result_dict_file, includes=False, comments=False)
-
-    for name in names:
-        value: Any = None
-        value_eval_string = "result_dict['" + "']['".join(mapping[name]["key"].split(":")) + "']"
-        try:
-            value = eval(value_eval_string)
-        except Exception:
-            logger.warning(f'"{value_eval_string}" not in {result_dict_file}')
-            continue
-
-        if name not in series:
-            series[name] = Series(data=None, dtype=dtype(type(value)), name=name)
-
-        if value is not None:
-            series[name].loc[index] = value
-
-df: DataFrame = DataFrame(data=series)
-
-df.set_index("path", inplace=True)  # optional. Makes the 'path' column the DataFrame's index
-~~~
\ No newline at end of file
+# Example of farn API usage
+
+The following gives an example of how the farn API can be used in conjunction with OSP cosim and the ospx package.
+
+## Case
+
+Case is a simple dataclass designed to hold case-specific information as instance attributes.<br>
+Below example uses the most typical / important ones:
+
+~~~py
+from pathlib import Path
+from typing import Dict, List
+from farn.core import Case, Parameter
+
+case_name: str = "test_001"
+
+case_folder: Path = Path("path/to/your/experiment/cases") / case_name
+
+case_parameters: List[Parameter] = [
+    Parameter("x1", 1.0),
+    Parameter("x2", 2.0),
+    Parameter("x3", 3.0),
+]
+
+command_sets: Dict[str, List[str]] = {
+    "prepare": [
+        "copy path/to/template/dir/caseDict .",  # copy a (case-agnostic) ospx config file from a template directory into the case folder
+        "dictParser caseDict",  # parse the ospx config file. This will make it case-specific
+        "ospCaseBuilder parsed.caseDict",  # build the (case-specific) OspSystemStructure.xml
+    ],
+    "run": [
+        "cosim run OspSystemStructure.xml -b 0 -d 10",  # run OSP cosim
+    ],
+    "post": [
+        "watchCosim -d watchDict",  # optional post-processing. watchCosim creates a sub-folder 'results' in the case folder
+    ],
+}
+
+case: Case = Case(
+    case=case_name,
+    path=case_folder,
+    is_leaf=True,
+    parameters=case_parameters,
+    command_sets=command_sets,
+)
+~~~
+
+
+## Cases
+
+Many farn functions expect not a single Case object, but a list of Case objects passed in.<br>
+So, even if you create only a single Case object, you will likely need to wrap it in a Cases list for processing.
+
+~~~py
+from farn.core import Cases
+
+cases: Cases = Cases()
+cases.append(case)
+~~~
+
+## Create case folder(s)
+
+~~~py
+from farn import create_case_folders
+
+_ = create_case_folders(cases)
+~~~
+
+## Create paramDict file in case folder(s)
+
+It is a convention used by both farn and ospx that a 'paramDict' file is expected to exist in the case folder
+which contains the case-specific values of all varied parameters.<br>
+create_param_dict_files() will create this paramDict file in the case folder(s):
+
+~~~py
+from farn import create_param_dict_files
+
+_ = create_param_dict_files(cases)
+~~~
+
+
+## Prepare OSP simulation case(s)
+
+Execute the command_set that performs preparatory tasks in your case folder(s).
+
+~~~py
+from farn import execute_command_set
+
+_ = execute_command_set(
+    cases=cases,
+    command_set="prepare",
+)
+~~~
+
+
+## Run OSP simulation case(s)
+
+Execute the command_set that actually runs your simulation case(s).
+
+~~~py
+_ = execute_command_set(
+    cases=cases,
+    command_set="run",
+)
+~~~
+
+## Execute post-processing (optional)
+
+Execute the command_set that performs post-processing tasks in your case folder(s) (if any).
+
+~~~py
+_ = execute_command_set(
+    cases=cases,
+    command_set="post",
+)
+~~~
+
+## Read results
+
+Reading results after your simulation cases finished can be rather individual and there will surely be multiple ways to accomplish this.
+Two exemplary ways being
+
+a) You can read the *.csv files that cosim.exe generates, i.e. by reading them into a Pandas DataFrame.
+
+b) In case you executed watchCosim as a post-processing step, a sub-folder 'results' will exist in each case folder that contains the results additionally as a resultDict file.
+
+Variant a) is less complex and can be done with Pandas (no example given here). <br>
+Variant b) offers some additional possibilities but requires also additional code. <br>
+Below hence an example for variant b), i.e. how to read a resultDict file generated by watchCosim
+
+~~~py
+from typing import Any, Dict, List
+from pandas import DataFrame, Series
+from dictIO import DictReader
+from dictIO.utils.path import relative_path
+
+# @NOTE: Adjust 'component_name' and 'variable_name' to what is defined in your (FMU) model
+# @NOTE: 'y' is just an example. Add mappings for more column names / variables as you like and need.
+mapping: Dict[str, Dict[str, Any]] = {
+    "y": {  # column name you want to map a variable to
+        "key": "component_name|variable_name:latestValue",  # variable in FMU
+        "unit": 1,  # usually 1, unless you want to apply a scaling factor
+    }
+}
+
+# column names
+names: List[str] = [name for name in mapping if not re.search("(^_|COMMENT)", name)]
+
+series: Dict[str, Series] = {
+    "path": Series(data=None, dtype=dtype(str), name="path"),
+}
+
+for index, case in cases:
+    case_folder: Path = case.path
+    result_folder: Path = case_folder / "results"
+    result_dict_file: Path = result_folder / "watchDict-test_project-resultDict"  # adapt to output of watchCosim.
+
+    series["path"].loc[index] = str(relative_path(Path.cwd(), case_folder))
+
+    result_dict = DictReader.read(result_dict_file, includes=False, comments=False)
+
+    for name in names:
+        value: Any = None
+        value_eval_string = "result_dict['" + "']['".join(mapping[name]["key"].split(":")) + "']"
+        try:
+            value = eval(value_eval_string)
+        except Exception:
+            logger.warning(f'"{value_eval_string}" not in {result_dict_file}')
+            continue
+
+        if name not in series:
+            series[name] = Series(data=None, dtype=dtype(type(value)), name=name)
+
+        if value is not None:
+            series[name].loc[index] = value
+
+df: DataFrame = DataFrame(data=series)
+
+df.set_index("path", inplace=True)  # optional. Makes the 'path' column the DataFrame's index
+~~~
diff --git a/pyproject.toml b/pyproject.toml
index 1b35dd1f..6efc1e02 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,6 @@ only-include = [
     ".coveragerc",
     ".editorconfig",
     ".pre-commit-config.yaml",
-    "manage.py",
     "pyproject.toml",
     "pytest.ini",
     "ruff.toml",
@@ -23,6 +22,9 @@ packages = [
     "src/farn",
 ]
 
+[tool.hatch.metadata]
+allow-direct-references = true
+
 [project]
 name = "farn"
 version = "0.4.4"
@@ -61,16 +63,16 @@ classifiers = [
 ]
 dependencies = [
     "lxml>=6.0",
-    "numpy>=2.3",
-    "scipy>=1.17.0",
+    "numpy>=2.4",
+    "scipy>=1.17.1",
     "pandas>=3.0",
     "matplotlib>=3.10",
     "pillow>=12.1",
     "pyDOE3>=1.6.2",
     "psutil>=7.2",
     "hilbertcurve>=2.0",
-    "dictIO>=0.4.3",
-    "ospx>=0.3.3",
+    "dictIO>=0.4.4",
+    "ospx>=0.3.5",
 ]
 
 [project.urls]
@@ -84,24 +86,24 @@ Changelog = "https://github.com/dnv-opensource/farn/blob/main/CHANGELOG.md"
 [dependency-groups]
 dev = [
     "pytest>=9.0",
-    "pytest-cov>=7.0",
-    "ruff>=0.15.1",
+    "pytest-cov>=7.1",
+    "ruff>=0.15.9",
     "pyright>=1.1.408",
     "mypy>=1.19.1",
     "sourcery>=1.43.0",
     "pre-commit>=4.5",
     "Sphinx>=9.0",
-    "sphinx-argparse-cli>=1.20.1",
+    "sphinx-argparse-cli>=1.21.3",
     "sphinx-autodoc-typehints>=3.6",
     "sphinxcontrib-mermaid>=2.0",
     "myst-parser>=5.0",
     "furo>=2025.12",
-    "nbconvert>=7.17",
     "jupyter>=1.1.1",
-    "jupyter-client>=8.8",
+    "nbconvert>=7.17",
     "pandas-stubs>=3.0",
+    "types-lxml>=2026.2",
+    "scipy-stubs>=1.17.1",
     "types-psutil>=7.2",
-    "types-lxml>=2026.1",
 ]
 
 [tool.uv]
@@ -118,7 +120,7 @@ required-environments = [
 
 [project.scripts]
 farn = "farn.cli.__main__:main"
-batchProcess = "farn.run.cli.batchProcess:main"
+batchProcess = "farn.cli.batchProcess:main"
 
 
 [tool.mypy]
@@ -151,6 +153,7 @@ exclude = [
     "**/__pycache__",
     "**/.*",
     ".venv",
+    "src/folder_to_be_excluded",
 ]
 
 typeCheckingMode = "basic"
diff --git a/ruff.toml b/ruff.toml
index 4e4405ab..1e984ec8 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -27,6 +27,7 @@ ignore = [
     "PLR0911", # Too many return statements   <- @TODO: reactivate and resolve  @CLAROS, 2024-10-21
     "PLR0912", # Too many branches   <- @TODO: reactivate and resolve  @CLAROS, 2024-10-21
     "PLR0915", # Too many statements   <- @TODO: reactivate and resolve  @CLAROS, 2024-10-21
+
     # Ruff lint rules considered as too strict and hence ignored
     "FIX002",  # Line contains TODO, consider resolving the issue
     "TD003",   # Missing issue link on the line following a TODO
@@ -150,20 +151,24 @@ raises-require-match-for = [
     "T201",    # `print` found
     "E402",    # Module level import not at top of cell
 ]
+# utils/logging specific ignores
+"**/utils/logging.py" = [
+    "A005", # Module `logging` shadows a Python standard-library module
+]
 # docs/source/conf.py specific ignores
 "docs/source/conf.py" = [
     "INP001", # File is part of an implicit namespace package. Add an `__init__.py`. (NOTE: conf.py is not intended to be a module, __init__.py hence not required.)
     "A001",   # Variable {name} is shadowing a Python builtin
     "D100",   # Missing docstring in public module
 ]
-# utils/*.py specific ignores
-"**/utils/*.py" = [
-    "A005", # Module {name} shadows a Python standard-library module (applies to logging.py, threading.py, os.py)
+# types.py specific ignores
+"**/types.py" = [
+    "A005", # Module `types` shadows a Python standard-library module
 ]
 
-
 [lint.pydocstyle]
 convention = "numpy"
 
 [format]
 docstring-code-format = true
+# preview = true  # uncomment to enable preview features of Ruff formatter (https://docs.astral.sh/ruff/formatter/#preview-features)
diff --git a/src/farn/__init__.py b/src/farn/__init__.py
index df493505..dff397f6 100644
--- a/src/farn/__init__.py
+++ b/src/farn/__init__.py
@@ -1,11 +1,21 @@
 """farn package."""
 
-from .farn import (
-    run_farn as run_farn,
-    create_samples as create_samples,
-    create_cases as create_cases,
-    create_case_folders as create_case_folders,
-    create_param_dict_files as create_param_dict_files,
-    create_case_list_files as create_case_list_files,
-    execute_command_set as execute_command_set,
+from farn.farn import (
+    run_farn,
+    create_samples,
+    create_cases,
+    create_case_folders,
+    create_param_dict_files,
+    create_case_list_files,
+    execute_command_set,
 )
+
+__all__ = [
+    "create_case_folders",
+    "create_case_list_files",
+    "create_cases",
+    "create_param_dict_files",
+    "create_samples",
+    "execute_command_set",
+    "run_farn",
+]
diff --git a/src/farn/batch/__init__.py b/src/farn/batch/__init__.py
new file mode 100644
index 00000000..ebec34db
--- /dev/null
+++ b/src/farn/batch/__init__.py
@@ -0,0 +1 @@
+from farn.batch.batch_processor import AsyncBatchProcessor
diff --git a/src/farn/run/batchProcess.py b/src/farn/batch/batch_processor.py
similarity index 95%
rename from src/farn/run/batchProcess.py
rename to src/farn/batch/batch_processor.py
index bf7ee8e4..ed5b07e5 100644
--- a/src/farn/run/batchProcess.py
+++ b/src/farn/batch/batch_processor.py
@@ -3,8 +3,8 @@
 
 from psutil import cpu_count
 
-from farn.run.subProcess import execute_in_sub_process
-from farn.run.utils.threading import JobQueue, Worker
+from farn.utils.sub_process import execute_in_sub_process
+from farn.utils.threading import JobQueue, Worker
 
 logger = logging.getLogger(__name__)
 
diff --git a/src/farn/cli/__init__.py b/src/farn/cli/__init__.py
index e69de29b..753505c9 100644
--- a/src/farn/cli/__init__.py
+++ b/src/farn/cli/__init__.py
@@ -0,0 +1 @@
+"""Command line interfaces."""
diff --git a/src/farn/cli/__main__.py b/src/farn/cli/__main__.py
index 6d7ba4ed..e3ea01da 100644
--- a/src/farn/cli/__main__.py
+++ b/src/farn/cli/__main__.py
@@ -1,10 +1,10 @@
 #!/usr/bin/env python
-# coding utf-8
+"""farn command line interface."""
 
 import argparse
 import logging
-import sys
-from argparse import ArgumentParser
+import pprint
+from importlib import metadata
 from pathlib import Path
 
 from farn import run_farn
@@ -13,8 +13,17 @@
 logger = logging.getLogger(__name__)
 
 
+def _get_version() -> str:
+    """Return the installed package version, or a safe fallback if unavailable."""
+    try:
+        return metadata.version("farn")
+    except metadata.PackageNotFoundError:
+        # Fallback when package metadata is not available (e.g. running from source)
+        return "farn (version unknown)"
+
+
 def _argparser() -> argparse.ArgumentParser:
-    parser = ArgumentParser(
+    parser = argparse.ArgumentParser(
         prog="farn",
         usage="%(prog)s farn_dict_file [options [args]]",
         epilog="_________________farn___________________",
@@ -92,7 +101,7 @@ def _argparser() -> argparse.ArgumentParser:
         "-q",
         "--quiet",
         action="store_true",
-        help="console output will be quiet.",
+        help=("console output will be quiet."),
         default=False,
     )
 
@@ -100,7 +109,7 @@ def _argparser() -> argparse.ArgumentParser:
         "-v",
         "--verbose",
         action="store_true",
-        help="console output will be verbose.",
+        help=("console output will be verbose."),
         default=False,
     )
 
@@ -123,30 +132,32 @@ def _argparser() -> argparse.ArgumentParser:
         required=False,
     )
 
+    _ = parser.add_argument(
+        "-V",
+        "--version",
+        action="version",
+        version=_get_version(),
+    )
+
     return parser
 
 
 def main() -> None:
-    """Entry point for console script as configured in setup.cfg.
+    """Entry point for console script as configured in pyproject.toml.
 
     Runs the command line interface and parses arguments and options entered on the console.
     """
     parser = _argparser()
-    try:
-        args = parser.parse_args()
-    except Exception:  # noqa: BLE001
-        parser.print_help()
-        sys.exit(0)
+    args = parser.parse_args()
 
     # Configure Logging
     # ..to console
-    log_level_console: str = (
-        "INFO"  # default would usually be 'WARNING', but for farn it makes sense to set default level to 'INFO'
-    )
+    # NOTE: Default would usually be 'WARNING', but for farn it makes sense to set default level to 'INFO'
+    log_level_console: str = "INFO"
     if any([args.quiet, args.verbose]):
         log_level_console = "ERROR" if args.quiet else log_level_console
         log_level_console = "DEBUG" if args.verbose else log_level_console
-        # ..to file
+    # ..to file
     log_file: Path | None = Path(args.log) if args.log else None
     log_level_file: str = args.log_level
     configure_logging(log_level_console, log_file, log_level_file)
@@ -158,28 +169,31 @@ def main() -> None:
     batch: bool = args.batch
     test: bool = args.test
 
-    # catch missing arguments {sample, generate, command}
-    # and drop an error
-    # as one of them IS required
-    if not sample and not generate and command is None:
+    # Ensure that at least one of the arguments {sample, generate, command} is given.
+    # (minimum one of them is required)
+    # Drop an error if not.
+    if not (sample or generate or command):
         parser.print_help()
         logger.error("farn: none of the required options given: '--sample' or '--generate' or '--execute'")
 
     # Check whether farn dict file exists
     if not farn_dict_file.is_file():
         logger.error(f"farn: File {farn_dict_file} not found.")
-        # easter egg: Generate Barnsley fern
-        # _generate_barnsley_fern()  # noqa: ERA001
         return
 
+    # Print the parsed commandline arguments for documentation and debugging purposes.
+    # The arguments will be split into one argument per line, if possible.
+    # If extracting a mapping from `args` fails, fall back to its string representation.
+    _indent: str = " " * 13
+    try:
+        _arg_mapping = vars(args)
+    except TypeError:
+        _arg_mapping = {"args": str(args)}
+    _formatted_args = pprint.pformat(_arg_mapping, sort_dicts=True)
+    _indented_args = "\n".join(f"{_indent}{line}" for line in _formatted_args.splitlines())
     logger.info(
-        f"Start farn.py with following arguments:\n"
-        f"\t farn_dict_file: \t{farn_dict_file}\n"
-        f"\t sample: \t\t{sample}\n"
-        f"\t generate: \t\t{generate}\n"
-        f"\t command: \t\t{command}\n"
-        f"\t batch: \t\t\t{batch}\n"
-        f"\t test: \t\t\t{test}"
+        "Start farn.py with following arguments:\n%s\n",
+        _indented_args,
     )
 
     # Invoke API
diff --git a/src/farn/run/cli/batchProcess.py b/src/farn/cli/batchProcess.py
similarity index 68%
rename from src/farn/run/cli/batchProcess.py
rename to src/farn/cli/batchProcess.py
index 3b3d693d..7008e901 100644
--- a/src/farn/run/cli/batchProcess.py
+++ b/src/farn/cli/batchProcess.py
@@ -1,18 +1,29 @@
 #!/usr/bin/env python
+"""batchProcess command line interface."""
 
 import argparse
 import logging
-from argparse import ArgumentParser
+import pprint
+from importlib import metadata
 from pathlib import Path
 
-from farn.run.batchProcess import AsyncBatchProcessor
+from farn.batch.batch_processor import AsyncBatchProcessor
 from farn.utils.logging import configure_logging
 
 logger = logging.getLogger(__name__)
 
 
+def _get_version() -> str:
+    """Return the installed package version, or a safe fallback if unavailable."""
+    try:
+        return metadata.version("farn")
+    except metadata.PackageNotFoundError:
+        # Fallback when package metadata is not available (e.g. running from source)
+        return "farn (version unknown)"
+
+
 def _argparser() -> argparse.ArgumentParser:
-    parser = ArgumentParser(
+    parser = argparse.ArgumentParser(
         prog="batchProcess",
         usage="%(prog)s caseList [options [args]]",
         epilog="_________________batchProcess___________________",
@@ -22,8 +33,8 @@ def _argparser() -> argparse.ArgumentParser:
     )
 
     _ = parser.add_argument(
-        "caseList",
-        metavar="caseList",
+        "case_list_file",
+        metavar="case_list_file",
         type=str,
         help="name of the text file containing all paths of the cases to be processed.",
     )
@@ -31,7 +42,7 @@ def _argparser() -> argparse.ArgumentParser:
     _ = parser.add_argument(
         "-e",
         "--execute",
-        metavar="CMD",
+        metavar="command",
         action="store",
         type=str,
         help=(
@@ -99,11 +110,18 @@ def _argparser() -> argparse.ArgumentParser:
         required=False,
     )
 
+    _ = parser.add_argument(
+        "-V",
+        "--version",
+        action="version",
+        version=_get_version(),
+    )
+
     return parser
 
 
 def main() -> None:
-    """Entry point for console script as configured in setup.cfg.
+    """Entry point for console script as configured in pyproject.toml.
 
     Runs the command line interface and parses arguments and options entered on the console.
     """
@@ -121,16 +139,31 @@ def main() -> None:
     log_level_file: str = args.log_level
     configure_logging(log_level_console, log_file, log_level_file)
 
-    case_list_file: Path = Path(args.caseList)
+    case_list_file: Path = Path(args.case_list_file)
     command: str = args.execute
     timeout: int = args.timeout
     max_number_of_cpus: int = args.cpu
 
-    # Check whether caselist file exists
+    # Check whether case list file exists
     if not case_list_file.is_file():
-        logger.error(f"runCases.py: File {case_list_file} not found.")
+        logger.error(f"batchProcess.py: File {case_list_file} not found.")
         return
 
+    # Print the parsed commandline arguments for documentation and debugging purposes.
+    # The arguments will be split into one argument per line, if possible.
+    # If extracting a mapping from `args` fails, fall back to its string representation.
+    _indent: str = " " * 13
+    try:
+        _arg_mapping = vars(args)
+    except TypeError:
+        _arg_mapping = {"args": str(args)}
+    _formatted_args = pprint.pformat(_arg_mapping, sort_dicts=True)
+    _indented_args = "\n".join(f"{_indent}{line}" for line in _formatted_args.splitlines())
+    logger.info(
+        "Start batchProcess.py with following arguments:\n%s\n",
+        _indented_args,
+    )
+
     # Invoke API
     batch_processor: AsyncBatchProcessor = AsyncBatchProcessor(
         case_list_file=case_list_file,
diff --git a/src/farn/core/__init__.py b/src/farn/core/__init__.py
index 04969f08..92aad9e3 100644
--- a/src/farn/core/__init__.py
+++ b/src/farn/core/__init__.py
@@ -1,6 +1,6 @@
-from farn.core.parameter import Parameter as Parameter
+from farn.core.parameter import Parameter
 from farn.core.case import (
-    CaseStatus as CaseStatus,
-    Case as Case,
-    Cases as Cases,
+    CaseStatus,
+    Case,
+    Cases,
 )
diff --git a/src/farn/core/case.py b/src/farn/core/case.py
index 31185bc6..1a9f9899 100644
--- a/src/farn/core/case.py
+++ b/src/farn/core/case.py
@@ -18,11 +18,11 @@
 from numpy import ndarray
 from pandas import DataFrame, Series
 
-from farn.core import Parameter
+from farn.core.parameter import Parameter
 
-__ALL__ = [
-    "CaseStatus",
+__all__ = [
     "Case",
+    "CaseStatus",
     "Cases",
 ]
 
diff --git a/src/farn/core/parameter.py b/src/farn/core/parameter.py
index 52f37826..6020280f 100644
--- a/src/farn/core/parameter.py
+++ b/src/farn/core/parameter.py
@@ -2,7 +2,7 @@
 
 import numpy as np
 
-__ALL__ = ["Parameter"]
+__all__ = ["Parameter"]
 
 logger = logging.getLogger(__name__)
 
diff --git a/src/farn/farn.py b/src/farn/farn.py
index 0853caf0..c9ddf6c2 100644
--- a/src/farn/farn.py
+++ b/src/farn/farn.py
@@ -1,3 +1,5 @@
+"""farn API."""
+
 import logging
 import os
 import platform
@@ -12,20 +14,20 @@
 from dictIO import DictReader, DictWriter, SDict, create_target_file_name
 from dictIO.utils.strings import remove_quotes
 
+from farn.batch.batch_processor import AsyncBatchProcessor
 from farn.core import Case, Cases, Parameter
-from farn.run.batchProcess import AsyncBatchProcessor
-from farn.run.subProcess import execute_in_sub_process
 from farn.utils.logging import plural
 from farn.utils.os import append_system_variable
+from farn.utils.sub_process import execute_in_sub_process
 
-__ALL__ = [
-    "run_farn",
-    "create_samples",
-    "create_cases",
+__all__ = [
     "create_case_folders",
-    "create_param_dict_files",
     "create_case_list_files",
+    "create_cases",
+    "create_param_dict_files",
+    "create_samples",
     "execute_command_set",
+    "run_farn",
 ]
 
 logger = logging.getLogger(__name__)
@@ -160,7 +162,7 @@ def create_samples(farn_dict: SDict[str, Any]) -> None:
     farn_dict : SDict[str, Any]
         farn dict the samples shall be created in
     """
-    from farn.sampling.sampling import DiscreteSampling  # noqa: PLC0415
+    from farn.sampling.discrete import DiscreteSampling  # noqa: PLC0415
 
     if "_layers" not in farn_dict:
         logger.error(f"no '_layers' element in farn dict {farn_dict.name}. Sampling not possible.")
diff --git a/src/farn/run/__init__.py b/src/farn/run/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/farn/run/cli/__init__.py b/src/farn/run/cli/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/farn/run/utils/__init__.py b/src/farn/run/utils/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/farn/sampling/__init__.py b/src/farn/sampling/__init__.py
index e69de29b..8ad47bcb 100644
--- a/src/farn/sampling/__init__.py
+++ b/src/farn/sampling/__init__.py
@@ -0,0 +1 @@
+from farn.sampling.discrete import DiscreteSampling
diff --git a/src/farn/sampling/sampling.py b/src/farn/sampling/discrete.py
similarity index 98%
rename from src/farn/sampling/sampling.py
rename to src/farn/sampling/discrete.py
index a59ab8cf..cf5b4618 100644
--- a/src/farn/sampling/sampling.py
+++ b/src/farn/sampling/discrete.py
@@ -393,13 +393,16 @@ def _generate_values_using_uniform_lhs_sampling(self) -> np.ndarray[Any, np.dtyp
             criterion="corr" if self.number_of_fields > 1 else None,
             random_state=self.seed,
         )
-
+        if lhs_distribution is None:
+            msg: str = "lhs_distribution is None. This should not happen. Check pyDOE3.lhs function."
+            logger.error(msg)
+            raise ValueError(msg)
         _range_lower_bounds: np.ndarray[Any, np.dtype[np.float64]] = np.array([r[0] for r in self.ranges])
         _range_upper_bounds: np.ndarray[Any, np.dtype[np.float64]] = np.array([r[1] for r in self.ranges])
         loc: np.ndarray[Any, np.dtype[np.float64]] = _range_lower_bounds
         scale: np.ndarray[Any, np.dtype[np.float64]] = _range_upper_bounds - _range_lower_bounds
 
-        sample_set: np.ndarray[Any, np.dtype[np.float64]] = uniform(loc=loc, scale=scale).ppf(lhs_distribution)  # pyright: ignore[reportUnknownMemberType]
+        sample_set: np.ndarray[Any, np.dtype[np.float64]] = uniform(loc=loc, scale=scale).ppf(lhs_distribution)
 
         return sample_set
 
@@ -414,6 +417,10 @@ def _generate_values_using_normal_lhs_sampling(self) -> np.ndarray[Any, np.dtype
             criterion="corr" if self.number_of_fields > 1 else None,
             random_state=self.seed,
         )
+        if lhs_distribution is None:
+            msg: str = "lhs_distribution is None. This should not happen. Check pyDOE3.lhs function."
+            logger.error(msg)
+            raise ValueError(msg)
         # criterion: a string that tells lhs how to sample the points
         #   (default: None, which simply randomizes the points within the intervals)
         #   - center|c: center the points within the sampling intervals
@@ -425,7 +432,7 @@ def _generate_values_using_normal_lhs_sampling(self) -> np.ndarray[Any, np.dtype
         # std of type scalar (scale) or vector (stretch, scale), no rotation
         _std: np.ndarray[Any, np.dtype[np.float64]] = np.array(self.std)
 
-        sample_set: np.ndarray[Any, np.dtype[np.float64]] = norm(loc=self.mean, scale=_std).ppf(lhs_distribution)  # pyright: ignore[reportUnknownMemberType]
+        sample_set: np.ndarray[Any, np.dtype[np.float64]] = norm(loc=self.mean, scale=_std).ppf(lhs_distribution)
 
         return sample_set
 
diff --git a/src/farn/utils/__init__.py b/src/farn/utils/__init__.py
index e69de29b..a7cdd247 100644
--- a/src/farn/utils/__init__.py
+++ b/src/farn/utils/__init__.py
@@ -0,0 +1 @@
+"""Utilities for farn."""
diff --git a/src/farn/run/subProcess.py b/src/farn/utils/sub_process.py
similarity index 100%
rename from src/farn/run/subProcess.py
rename to src/farn/utils/sub_process.py
diff --git a/src/farn/run/utils/threading.py b/src/farn/utils/threading.py
similarity index 100%
rename from src/farn/run/utils/threading.py
rename to src/farn/utils/threading.py
diff --git a/tests/.gitignore b/tests/.gitignore
index 7afaac4d..918c5117 100644
--- a/tests/.gitignore
+++ b/tests/.gitignore
@@ -1,2 +1,2 @@
 temp_*
-~$temp*
+~$temp*
\ No newline at end of file
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/tests/cli/test_farn_cli.py b/tests/cli/test_farn_cli.py
index 929d5d4e..9bfdcffe 100644
--- a/tests/cli/test_farn_cli.py
+++ b/tests/cli/test_farn_cli.py
@@ -7,7 +7,7 @@
 import pytest
 
 from farn.cli import __main__
-from farn.cli.__main__ import _argparser, main
+from farn.cli.__main__ import _argparser, _get_version, main
 
 # *****Test commandline interface (CLI)************************************************************
 
@@ -81,6 +81,23 @@ def test_cli(
         raise TypeError
 
 
+@pytest.mark.parametrize("flag", ["-V", "--version"])
+def test_cli_version(
+    flag: str,
+    monkeypatch: pytest.MonkeyPatch,
+    capsys: pytest.CaptureFixture[str],
+):
+    # Prepare
+    monkeypatch.setattr(sys, "argv", ["farn", flag])
+    parser = _argparser()
+    # Execute & Assert
+    with pytest.raises(SystemExit) as exc_info:
+        _ = parser.parse_args()
+    assert exc_info.value.code == 0
+    captured = capsys.readouterr()
+    assert _get_version() in captured.out
+
+
 # *****Ensure the CLI correctly configures logging*************************************************
 
 
diff --git a/tests/conftest.py b/tests/conftest.py
index cd7cb547..3e5d7df7 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,3 +1,5 @@
+"""Test configuration and fixtures."""
+
 import logging
 import os
 from pathlib import Path
@@ -7,24 +9,29 @@
 
 
 @pytest.fixture(scope="session", autouse=True)
-def chdir() -> None:
+def chdir():
     """
     Fixture that changes the current working directory to the 'test_working_directory' folder.
-    This fixture is automatically used for the entire package.
+    This fixture is automatically used for the entire session.
     """
+    original_cwd = Path.cwd()
     os.chdir(Path(__file__).parent.absolute() / "test_working_directory")
+    try:
+        yield
+    finally:
+        os.chdir(original_cwd)  # reset to original working directory after tests
 
 
 @pytest.fixture(scope="session", autouse=True)
 def test_dir() -> Path:
     """
     Fixture that returns the absolute path of the directory containing the current file.
-    This fixture is automatically used for the entire package.
+    This fixture is automatically used for the entire session.
     """
     return Path(__file__).parent.absolute()
 
 
-output_dirs = [
+output_dirs: list[str] = [
     "cases",
     "cases_one_layer",
     "cases_two_layers",
@@ -36,7 +43,7 @@ def test_dir() -> Path:
     "results",
     "templates",
 ]
-output_files = [
+output_files: list[str] = [
     "sampled*",
     "queueList*",
     "*.copy",
@@ -65,7 +72,8 @@ def _remove_output_dirs_and_files() -> None:
     for pattern in output_files:
         for file in Path.cwd().glob(pattern):
             _file = Path(file)
-            _file.unlink(missing_ok=True)
+            if _file.is_file():
+                _file.unlink(missing_ok=True)
 
 
 @pytest.fixture(autouse=True)
diff --git a/tests/test_sampling.py b/tests/test_sampling.py
index 9aecb50b..e0ed63d7 100644
--- a/tests/test_sampling.py
+++ b/tests/test_sampling.py
@@ -3,7 +3,7 @@
 import numpy as np
 import pytest
 
-from farn.sampling.sampling import DiscreteSampling
+from farn.sampling.discrete import DiscreteSampling
 
 
 def test_fixed_sampling_one_param() -> None:
diff --git a/tests/test_working_directory/.gitignore b/tests/test_working_directory/.gitignore
index 6e4e6e55..05d5e5bc 100644
--- a/tests/test_working_directory/.gitignore
+++ b/tests/test_working_directory/.gitignore
@@ -1,10 +1,7 @@
-/cases_expected/
-/cases_expected/*
-/cases/
-/cases/*
-/logs/
-/logs/*
-/caseList*
-/queueList_*
-/sampled*
-/parsed*
+cases_expected
+cases
+logs
+caseList*
+queueList_*
+sampled*
+parsed*
diff --git a/uv.lock b/uv.lock
index cfb8206c..d03373d9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -41,15 +41,15 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.12.1"
+version = "4.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
 [[package]]
@@ -128,20 +128,20 @@ wheels = [
 
 [[package]]
 name = "async-lru"
-version = "2.2.0"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/05/8a/ca724066c32a53fa75f59e0f21aa822fdaa8a0dffa112d223634e3caabf9/async_lru-2.2.0.tar.gz", hash = "sha256:80abae2a237dbc6c60861d621619af39f0d920aea306de34cb992c879e01370c", size = 14654, upload-time = "2026-02-20T19:11:43.848Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e8/1f/989ecfef8e64109a489fff357450cb73fa73a865a92bd8c272170a6922c2/async_lru-2.3.0.tar.gz", hash = "sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6", size = 16332, upload-time = "2026-03-19T01:04:32.413Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/5c/af990f019b8dd11c5492a6371fe74a5b0276357370030b67254a87329944/async_lru-2.2.0-py3-none-any.whl", hash = "sha256:e2c1cf731eba202b59c5feedaef14ffd9d02ad0037fcda64938699f2c380eafe", size = 7890, upload-time = "2026-02-20T19:11:42.273Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/e2/c2e3abf398f80732e58b03be77bde9022550d221dd8781bf586bd4d97cc1/async_lru-2.3.0-py3-none-any.whl", hash = "sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315", size = 8403, upload-time = "2026-03-19T01:04:30.883Z" },
 ]
 
 [[package]]
 name = "attrs"
-version = "25.4.0"
+version = "26.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
+    { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" },
 ]
 
 [[package]]
@@ -273,91 +273,91 @@ wheels = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.6"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7b/60/e3bec1881450851b087e301bedc3daa9377a4d45f1c26aa90b0b235e38aa/charset_normalizer-3.4.6.tar.gz", hash = "sha256:1ae6b62897110aa7c79ea2f5dd38d1abca6db663687c0b1ad9aed6f6bae3d9d6", size = 143363, upload-time = "2026-03-15T18:53:25.478Z" }
-wheels = [
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@@ -3393,9 +3446,9 @@ dependencies = [
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