diff --git a/.github/ISSUE_TEMPLATE/bug-report.md b/.github/ISSUE_TEMPLATE/bug-report.md
new file mode 100644
index 0000000..e7cdc06
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug-report.md
@@ -0,0 +1,20 @@
+---
+name: Bug Report
+about: Describe a bug or anything else that seems wrong
+title: ''
+labels: 'bug'
+
+---
+
+**Background**
+Give some context for how you encountered the problem. What were you doing?
+
+**Summary of the problem**
+A clear and concise description of the problem that seems to be happening.
+
+**Expected behaviour**
+What did you expect to happen instead?
+
+**Reproduction**
+Are you able to reproduce the error or is it intermittent? Which version of YOUR_PACKAGE_NAME
+are you using? Which operating system are you using?
diff --git a/.github/ISSUE_TEMPLATE/enhancement.md b/.github/ISSUE_TEMPLATE/enhancement.md
new file mode 100644
index 0000000..84910b7
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/enhancement.md
@@ -0,0 +1,12 @@
+---
+name: Enhancement Request
+about: A high-level description of a feature or other enhancement you'd like
+title: ''
+labels: ''
+---
+
+**Motivation**
+A clear and concise description of what benefit you would get from this enhancement.
+
+**Summary**
+A clear and concise description of what you want to happen, at a high level.
diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md
new file mode 100644
index 0000000..444a81e
--- /dev/null
+++ b/.github/copilot-instructions.md
@@ -0,0 +1,95 @@
+# Custom Instructions
+
+## General Guidelines
+
+- We are using Windows for development and Linux for deployment/CI. When running commands in terminal, use Windows commands for local development (like ";" instead of "&&" to separate commands) and Linux commands when running in CI environments.
+- Every time I ask you to fix linter errors and provide the error messages, update the Linter section in `.github/copilot-instructions.md` accordingly. Use concise, oneliner instruction. Ensure your future responses avoid repeating the same errors.
+- Never create notebooks (ipynb files) unless asked explicitly.
+
+## Testing  
+
+- Write unit tests using `pytest` inside `tests/`, structured based on `src/`.  
+  - Example: `src/x/y/z` → `tests/x/y/test_z.py`  
+- Use test fixtures and group tests into classes when appropriate.  
+- After modifying a function, run its unit tests using pytest.
+- Run tests in virtual environment: `.\.venv\Scripts\activate; python -m pytest tests/path/to/test_file.py -v`
+
+## Python
+
+- We use Python 3.12, so ensure that the code is compatible and up to date with this version.
+- When adding a new package that requires installation, list it under dependencies in `pyproject.toml`, then run `tasks\dev_sync.ps1`.
+- Limit line length to 100 characters.
+- We are using uv to install packages.
+- Never create functions that return more than one output value.
+- Never use entry points via CLI tooling (e.g., click, argparse entry scripts) unless explicitly instructed.
+- Never return tuples; use dictionaries for multiple return values.
+- Do not add exceptions to functions unless explicitly requested.
+- Prefer to type hint strictly with the likes of `Literal["a", "b"]` instead of hinting broader types like `str`. This means the constraints on the input arguments to a function can reside in the type annotation rather than the docstring. Consider @validate_call (from pydantic import validate_call) to avoid boilerplate case-checking in such cases.
+- Refrain from backslash unescaping in raw strings (e.g., `r"\\path"` should be `r"\path"`).
+- When writing scripts, always use "Scripting Style" (Top-Level Code) unless stated otherwise. Write code directly at the module level instead of wrapping in functions or `if __name__ == "__main__":` blocks.
+- We do not use `if __name__ == "__main__":` guards in this codebase.
+- For scripts that need to access package files (e.g., templates, data files):
+
+  ```python
+  from importlib.resources import files
+  
+  # Define package path as a module-level constant
+  PACKAGE_PATH = files('package.subpackage.module')
+  
+  # Use joinpath for accessing files
+  file_path = Path(str(PACKAGE_PATH.joinpath('filename')))
+  ```
+
+  This ensures consistent path resolution in both interactive and script modes.
+
+## Documenting Functions
+
+- Remove dtype specifications from all `Args:` sections (e.g., `text (str):` → `text:`)
+- Use "Args:" instead of "Parameters:" for consistency
+
+## Code Structure & Data Handling
+
+- Use value objects stored in `src/<package_name>/domain/value_object.py`, implemented using Pandera > v0.2 and Pydantic. Prefer passing DataFrame when possible.  
+- Use Pandera > v0.2 syntax, such as `DataFrameModel` when possible.
+- When importing internal modules, do not include the "src" folder in the import path as it is already defined in pyproject.toml
+
+## Linter
+
+- For file-level linter suppressions, use `# ruff: noqa: RULE1, RULE2` format (not `# ruff noqa:`)
+- For line-level suppressions, use `# noqa: RULE1, RULE2` format
+- Use `pathlib.Path` for all filesystem operations instead of `os.path`. Path objects provide a more readable and maintainable object-oriented interface (e.g., `Path('dir') / 'file.txt'` instead of `os.path.join()`, `path.exists()` instead of `os.path.exists()`, etc.)
+- Exception messages must not use string literals directly, assign to variables first
+- Try-except patterns: Use bare `raise` in except blocks to preserve the original traceback, put return statements in the `else` block when using try-except (e.g., `try: result = process() except Exception: raise else: return result`)
+- Remove trailing whitespace from blank lines (W293)
+- Move statements after try blocks into else blocks when the statements depend on the try block's success (TRY300)
+- Use logging.exception instead of logging.error in except blocks (TRY400)
+- Do not include the exception object in logging.exception calls (TRY401)
+- Use keyword arguments for boolean parameters (FBT003) instead of positional arguments
+- Make boolean default arguments keyword-only using `*` to prevent positional passing (FBT002)
+- Avoid variable names that shadow Python builtins (A001)
+- Use snake_case for all variables in global scope (N816), not camelCase or mixedCase
+- Remove unused code instead of commenting it out (ERA001)
+- Break long docstring lines at logical points to stay under the 88 character limit (E501)
+- Include a blank line between docstring summary and description (D205)
+- Add type annotations to function signatures (ANN201, ANN204)
+- Add `# noqa: N806` comment for scikit-learn convention of uppercase X in tests
+- Use `dict` instead of `Dict` for type annotation (UP006)
+- Avoid importing deprecated types like `typing.Dict` (UP035)
+- Remove unused code instead of commenting it out (ERA001)
+- Never use `from __future__ import annotations` in any file; Python 3.11+ does not require it.
+
+## Testing
+
+- Use `pytest` for testing, and ensure all tests are passing before committing changes.
+- Do not perform equality checks with floating point values; instead, use `pytest.approx`.
+- Use only one assert statement per test function to ensure clarity and simplicity.
+
+## Documentation & Workflow Management
+
+- Document reusable knowledge (e.g., library versions, fixes, corrections) in the `Lessons` section of `.github/scratchpad.md`.  
+- Use `.github/scratchpad.md` to organise tasks:  
+  - Clear old tasks when starting a new one.  
+  - Plan steps and track progress using TODO markers:  
+    - [X] Task 1  
+    - [ ] Task 2  
+  - Update task progress, especially after milestones.
\ No newline at end of file
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..7e26f73
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,125 @@
+name: CI
+permissions:
+  contents: read
+  pull-requests: write
+on:
+  workflow_dispatch:
+  push:
+    branches: ['master', 'develop']
+    paths-ignore:
+      - 'docs/**'
+      - '**/*.md'
+      - 'mkdocs.yml'
+  pull_request:
+    branches: ['master', 'develop']
+    paths-ignore:
+      - 'docs/**'
+      - '**/*.md'
+      - 'mkdocs.yml'
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+jobs:
+  tests:
+    runs-on: ${{ matrix.os }}
+    env:
+      PYTHONIOENCODING: utf-8
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+
+      - name: Setup git user config
+        run: |
+          git config --global user.name placeholder
+          git config --global user.email placeholder@example.com
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@f94ec6bedd8674c4426838e6b50417d36b6ab231 # v5.3.1
+        with:
+          version: "0.8.3" # Sync with pyproject.toml
+          enable-cache: true
+
+      - name: Set up Python
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+        with:
+          python-version: ${{ matrix.python-version }}
+        
+      - name: Setup dependencies
+        run: |
+          uv python pin ${{ matrix.python-version }}
+          uv export --no-managed-python --no-group doc --resolution ${{ matrix.resolution }} > ci-requirements.txt 
+          uv pip install --system -r ci-requirements.txt
+
+      - name: Run pre-commit
+        if: matrix.pre-commit
+        run: |
+          uv run --frozen pre-commit run --all-files
+
+      - name: Run pytest
+        uses: pavelzw/pytest-action@510c5e90c360a185039bea56ce8b3e7e51a16507 # v2.2.0
+        if: matrix.pytest
+        with:
+          custom-arguments: --cov --junitxml=junit.xml -o junit_family=legacy --cov-report=xml
+
+      - name: Create test reports directory
+        if: matrix.pytest && matrix.os == 'ubuntu-latest' && matrix.python-version == '3.13'
+        run: mkdir -p ./test-reports
+
+      - name: Upload coverage reports
+        if: matrix.pytest && matrix.os == 'ubuntu-latest' && matrix.python-version == '3.13'
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
+        with:
+          name: coverage-reports
+          path: test-reports/coverage.xml
+
+    strategy:
+      matrix:
+        os: ["ubuntu-latest", "macos-latest", "windows-latest"]
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        resolution: ["highest"]
+        pre-commit: [true]
+        pytest: [true]
+        include:
+          - os: "ubuntu-latest"
+            python-version: "3.10"
+            resolution: "lowest-direct"
+            pre-commit: false
+            pytest: true
+
+  code-analysis:
+    name: Analyse Code Quality
+    runs-on: ubuntu-latest
+    needs: tests
+    if: always() && needs.tests.result == 'success'
+    
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0  # Shallow clones should be disabled for better relevancy of analysis
+      
+      - name: Download coverage reports
+        uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8
+        with:
+          name: coverage-reports
+          path: test-reports/
+        continue-on-error: true
+      
+      - name: Create SonarQube properties
+        run: |
+          cat > sonar-project.properties << EOF
+          sonar.projectKey=${{ vars.SONAR_PROJECT_KEY }}
+          sonar.language=py
+          sonar.python.version=3.13
+          sonar.sources=./src
+          sonar.tests=./tests
+          sonar.python.coverage.reportPaths=./test-reports/coverage.xml
+          sonar.exclusions=**/Dockerfile,**/notebooks/**,**/scripts/**
+          sonar.verbose=false
+          EOF
+      
+      - name: Run SonarQube analysis
+        uses: SonarSource/sonarqube-scan-action@884b79409bbd464b2a59edc326a4b77dc56b2195 # v3.1.0
+        env:
+          SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
+          SONAR_HOST_URL: ${{ vars.SONAR_HOST_URL }}
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..28320ad
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,32 @@
+
+name: Release to PyPI
+permissions:
+  contents: read
+on:
+  push:
+    tags:
+      - 'v*'
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    environment: release
+    permissions:
+      id-token: write
+    steps:
+        - name: Checkout code
+          uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+
+        - name: Set up uv
+          uses: astral-sh/setup-uv@3b9817b1bf26186f03ab8277bab9b827ea5cc254 # v3.2.0
+          with:
+            version: "0.8.3" # Sync with pyproject.toml
+
+        - name: "Set up Python"
+          uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+          with:
+            python-version: 3.13
+
+        - name: Release
+          run: |
+            uv build
+            uv publish --trusted-publishing always
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index b7faf40..b0fce9b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -205,3 +205,7 @@ cython_debug/
 marimo/_static/
 marimo/_lsp/
 __marimo__/
+.github/scratchpad.md
+
+# Auto-generated version file
+src/**/_version.py
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..f4328ed
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,149 @@
+ci:
+    autofix_prs: false
+repos:
+  - repo: local
+    hooks:
+      # Prevent committing .rej files from copier
+      - id: forbidden-copier-rej-files
+        name: forbidden copier rej files
+        entry: found Copier update rejection files; review them and remove them
+        language: fail
+        files: \.rej$
+
+  - repo: local
+    hooks:
+      # Prevent committing test.py files within the tests directory
+      - id: forbidden-testpy-files
+        name: forbidden testpy files
+        entry: found test.py file inside tests directory; rename or remove them
+        language: fail
+        files: ((./tests/.*/test.py)|(./tests/test.py))$
+
+  - repo: https://github.com/abravalheri/validate-pyproject
+    rev: v0.23
+    hooks:
+      - id: validate-pyproject
+
+  - repo: local
+    hooks:
+      - id: uv-lock
+        name: uv-lock
+        entry: uv lock --offline
+        files: ^(uv\.lock|pyproject\.toml|uv\.toml)$
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        always_run: true
+        pass_filenames: false
+      - id: uv-sync
+        name: uv-sync
+        entry: uv sync --no-active --offline
+        args: [--locked]
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        always_run: true
+        pass_filenames: false
+        stages: [manual, pre-commit, pre-push, post-checkout, post-merge, 
+                post-rewrite]
+      - id: uv-export
+        name: uv-export
+        files: ^uv\.lock|requirements.txt$
+        entry: uv export --frozen --offline --quiet --no-default-groups 
+            -o="requirements.txt"
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        pass_filenames: false
+        require_serial: true
+
+  - repo: https://github.com/tox-dev/pyproject-fmt
+    rev: v2.6.0
+    hooks:
+      - id: pyproject-fmt
+  - repo: https://github.com/python-formate/flake8-dunder-all
+    rev: v0.4.1
+    hooks:
+      - id: ensure-dunder-all
+        files: .*/__init__\.py$
+        exclude: tests/assets/
+
+  - repo: local
+    hooks:
+      - id: ruff-format
+        name: ruff-format
+        always_run: true
+        entry: uv run --frozen --offline ruff format --force-exclude
+        types_or: [python, pyi, jupyter]
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        pass_filenames: false
+      - id: ruff-check
+        name: ruff-check
+        always_run: true
+        entry: uv run --frozen --offline ruff check --fix  --force-exclude 
+            --ignore "FIX"
+        types_or: [python, pyi, jupyter]
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        pass_filenames: false
+
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: check-added-large-files
+        args: [--maxkb=100000]
+      - id: trailing-whitespace
+        exclude: (.*\.sh|.*\.d2|.*\.md|.*\.drawio|.*egg-info.*|)$
+      - id: check-merge-conflict
+        args: [--assume-in-merge]
+
+  - repo: local
+    hooks:
+      - id: nbstripout
+        name: nbstripout
+        entry: uv run --frozen --offline nbstripout
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        files: .*\.(ipynb)$
+        exclude: .*\.(example|template|keepoutput|)\.ipynb$
+
+  - repo: local
+    hooks:
+      - id: deptry
+        name: deptry
+        entry: uv run --frozen --offline deptry src
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        always_run: true
+        pass_filenames: false
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.4.1
+    hooks:
+      - id: codespell
+        additional_dependencies:
+          - tomli
+  - repo: local
+    hooks:
+      - id: pyright
+        name: pyright
+        entry: uv run --frozen --offline pyright
+        additional_dependencies:
+          - uv==0.8.3
+        language: python
+        types_or: [python, pyi]
+        always_run: true
+        require_serial: true
+default_install_hook_types:
+  - pre-commit
+  - pre-push
+  - post-checkout
+  - post-merge
+  - post-rewrite
+default_stages:
+  - pre-commit
+  - pre-push
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..7eebfaf
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12.11
diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..c06d503
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,12 @@
+{
+    "python.testing.pytestEnabled": true,
+    "python.testing.unittestEnabled": false,
+    "python.testing.pytestArgs": [
+        "tests/"
+    ],
+    "python.defaultInterpreterPath": "./.venv/Scripts/python.exe",
+    "python.terminal.activateEnvironment": true,
+    "pythonTestExplorer.testFramework": "pytest",
+    "pythonTestExplorer.testplanEnabled": false,
+    "testExplorer.useNativeTesting": true
+}
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..c3f6a8b
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,75 @@
+# CI: pass pre-commit gate before committing
+
+## One-time setup
+- Sync dependencies (uv):
+  - `uv sync`
+- Install the git hook:
+  - `uv run pre-commit install` (or `pre-commit install` if pre-commit is on PATH)
+
+## Before every commit (from repo root)
+1) Auto-format fast path (optional, speeds things up)
+- `uv run ruff format .`
+
+2) Run all hooks and apply fixes
+- `uv run pre-commit run --all-files`
+- If it reports “files were modified by this hook”:
+  - `git add -A`
+  - `uv run pre-commit run --all-files`
+- Repeat until pre-commit finishes with no modifications.
+
+3) Commit
+- `git commit -m "…"`
+
+---
+
+# Before implementing a function: fetch fresh context with MCP tool `context7`
+
+Always gather up-to-date docs before writing new code or using a new API.
+
+## What to fetch with `context7`
+- Package/API docs for every third‑party dependency you plan to call.
+- Latest Python 3.12 syntax and typing features relevant to the change.
+
+## How to use `context7`
+- Invoke the MCP tool with clear, targeted queries and ask for official sources and version info.
+- Example invocations (adapt to your client’s syntax):
+  - `context7: docs package=requests topics=install,quickstart,api,examples`
+  - `context7: python version=3.12 topic=typing changes summary for "<task>"`
+  - `context7: python version=3.12 topic="pattern matching" examples minimal`
+
+## Apply the results
+- Prefer APIs shown as current/stable in the fetched docs.
+- Conform examples to Python 3.12 syntax.
+- If results conflict, choose the latest stable and note the source in the PR description.
+
+## If `context7` is unavailable
+- Retry once. If still unavailable, proceed only with well‑established APIs and add a PR note to re‑verify with `context7`.
+
+---
+
+# Comment policy: never use “TODO”
+
+- Do not introduce “TODO” (or variants like “TO DO”, “ToDo”, “@todo”) anywhere:
+  - Not in code comments, docstrings, notebooks, or commit messages.
+- If follow‑up work is needed:
+  - Open a GitHub issue and reference it without using the word “TODO”.
+  - Preferred format in code/comments: `NOTE: see issue #123 for follow‑up rationale` or `FOLLOW‑UP: see issue #123`.
+
+Quick self-check before committing:
+- Search and remove any occurrences: `git grep -n -E '\bT[O0]\s?DO\b|@todo' || true`
+- Then run: `uv run ruff format . && uv run pre-commit run --all-files`
+
+---
+
+## Function and Test Writing Guidelines
+
+### Functions
+
+- When writing functions, refrain from using try-except statements, unless necessary, as it bloats the code.
+
+### Tests
+
+- When writing tests, do not test for edge cases, unless instructed otherwise.
+- When writing tests, write one test case per function with one assertion, assume happy path, unless instructed differently.
+
+---
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..24c2622
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2025 Tonkin + Taylor Limited
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
index 74d777d..507c0fc 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,56 @@
-# python-pypi-template
-A Repository Template for PyPi Packages
+# Python PyPI Package Template
+
+A minimal template for creating Python packages with a simple "Hello World" example.
+
+## Quick Start
+
+### 1. Use this template
+
+Click the "Use this template" button on GitHub to create your own repository:
+
+### 2. Install dependencies
+
+```bash
+# Run the development setup script
+.\tasks\dev_sync.ps1
+```
+
+### 3. Customize the package
+
+#### Rename the package
+
+1. Rename directories:
+   ```bash
+   mv src/whitelabel src/YOUR_PACKAGE_NAME
+   mv tests/whitelabel tests/YOUR_PACKAGE_NAME
+   ```
+
+2. Update `pyproject.toml`:
+   - Change `name = "whitelabel"` to `name = "YOUR_PACKAGE_NAME"`
+   - Update author information
+   - Update repository URLs
+
+3. Update import statements in your code from `whitelabel` to `YOUR_PACKAGE_NAME`
+
+
+## Next Steps
+
+1. Replace the hello_world function with your own code
+2. Add your functions to `src/YOUR_PACKAGE_NAME/functions/`
+3. Write tests in `tests/YOUR_PACKAGE_NAME/`
+4. Update `pyproject.toml` with your package details
+
+## CI/CD Configuration
+
+### SonarQube Setup
+
+To enable SonarQube analysis in your CI/CD pipeline, set the following variables:
+
+- `SONAR_TOKEN`: Set as a **secret** in your CI/CD platform (authentication token for SonarQube)
+- `SONAR_PROJECT_KEY`: Set as an **environment variable** in your CI/CD pipeline (unique key for your project, e.g., `your-org_your-repo`)
+
+`SONAR_HOST_URL` is typically configured at the organization level.
+
+## License
+
+MIT License
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..6125a8f
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,3 @@
+site_name: YOUR_PACKAGE_NAME
+nav:
+  - Home: index.md
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..e853e02
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,233 @@
+# PEP 621 compliant file for project metadata
+# See here for more information:
+# https://packaging.python.org/en/latest/specifications/declaring-project-metadata/#declaring-project-metadata
+# https://www.python.org/dev/peps/pep-0621/
+
+[build-system]
+build-backend = "hatchling.build"
+
+requires = [
+  "hatch-vcs>=0.5.0,<0.6.0",
+  "hatchling>=1.27.0,<1.28.0",
+]
+
+[project]
+name = "whitelabel"
+description = "A minimal Python package template with a simple Hello World example."
+readme = "README.md"
+license = "MIT"
+license-files = [ "LICENSE" ]
+maintainers = [
+  { name = "Data + Analytics", email = "Sub-DisciplineData+AnalyticsStaff@tonkintaylor.co.nz" },
+]
+authors = [
+  { name = "Bilbo Baggins", email = "bbaggins@tonkintaylor.co.nz" },
+]
+requires-python = ">=3.10"
+
+classifiers = [
+  "Programming Language :: Python :: 3 :: Only",
+  "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+]
+dynamic = [ "urls", "version" ]
+dependencies = [  ]
+
+[dependency-groups]
+dev = [
+  "build>=1.2.2.post1",
+  "deptry>=0.23.0",
+  "ipykernel>=6.30.0",
+  "ipython>=8.37.0",
+  "ipywidgets>=8.1.7",
+  "matplotlib>=3.10.3",
+  "nbstripout>=0.8.1",
+  "perfplot>=0.10.2",
+  "pip>=25.1.1",
+  "pre-commit>=4.2.0",
+  "pre-commit-update>=0.8.0",
+  "pyright[nodejs]>=1.1.403",
+  "ruff>=0.12.5",
+  "tqdm>=4.67.1",
+  "usethis>=0.15.2",
+]
+test = [
+  "coverage[toml]>=7.10.1",
+  "pytest>=8.4.1",
+  "pytest-cov>=6.2.1",
+  "pytest-emoji>=0.2.0",
+  "pytest-md>=0.2.0",
+]
+doc = [
+  "mkdocs>=1.6.1",
+]
+
+[tool.hatch.version]
+source = "vcs"
+
+[tool.hatch.metadata.hooks.vcs.urls]
+"Source Code" = "https://github.com/tonkintaylor/YOUR_REPOSITORY"
+"Bug Tracker" = "https://github.com/tonkintaylor/YOUR_REPOSITORY/issues"
+"Releases" = "https://github.com/tonkintaylor/YOUR_REPOSITORY/releases"
+"Source Archive" = "https://github.com/tonkintaylor/YOUR_REPOSITORY/archive/{commit_hash}.zip"
+
+[tool.hatch.build.hooks.vcs]
+version-file = "src/whitelabel/_version.py"
+
+[tool.ruff]
+line-length = 88
+src = [ "src" ]
+include = [ "**/pyproject.toml", "*.ipynb", "*.py", "*.pyi" ]
+extend-exclude = [ "src/**/_version.py", "src/archive/**" ]
+
+lint.select = [ "ALL" ]
+lint.ignore = [
+  # ##############################
+  # The following rules are disabled for general reasons.
+  # ##############################
+  "ANN401", # This is too strict for dunder methods.
+  "B023",   # Prevents using df.loc[lambda _: ...]; too many false positives.
+  "B024",   # This is controversial, ABC's don't always need methods.
+  "C408",   # This is controversial, calls to `dict` can be more idiomatic than {}.
+  "COM812", # Incompatible with the ruff formatter.
+  "D100",   # Too excessive for our purposes (Docstring in public module).
+  "D105",   # This is controversial, we don't always need docstrings for magic methods.
+  "D107",   # This is controversial, we don't always need docstrings for magic methods.
+  "D202",   # This is controversial, it is useful to have a blank line after a docstring.
+  "D203",   # This is controversial, no need to have a blank line before a docstring.
+  "D213",   # This conflicts with D212 and violates PEP 257.
+  "D406",   # This rule is for non-Google style docstrings.
+  "D407",   # This rule is for non-Google style docstrings.
+  "D408",   # This rule is for non-Google style docstrings.
+  "D409",   # This rule is for non-Google style docstrings.
+  "D415",   # Too excessive for our purposes (Docstring ending in punctuation).
+  "G004",   # This is controversial, f-strings are too convenient to avoid.
+  "ISC001", # Incompatible with the ruff formatter.
+  # ##############################
+  # The following rules trade-off code quality for performance.
+  # In some cases where your code is poorly-performing you might want to enable them again.
+  # ##############################
+  "PD101",   # Harms readability for a performance optimization.
+  "PD901",   # We often call variables "df" in functions dealing with pandas DataFrames.
+  "PERF203", # Too many false positives.
+  "PERF401", # This can hurt readability; the performance is not always worth it.
+  "PIE804",  # This is controversial, some pandas APIs work better with dict approach.
+  "PLR2004", # Too strict for exploratory work
+  "PLW2901", # Too many false positives.
+  "PT003",   # Explicit is better than implicit
+  "PTH201",  # This is controversial, when dealing with relative paths "." is clearer.
+  "RET504",  # This is controversial, named returns are often clearer.
+  "RET505",  # This is controversial, returns within ``else`` are often clearer.
+  "RET506",  # This is controversial, explicit branch structure is often clearer.
+  "S105",    # Too many false positives.
+  "S311",    # Too many false positives in a data science context.
+  "S324",    # Too many false positives.
+  "S603",    # Too many false positives.
+  "SIM105",  # This harms refactorability, is slower, and increases learning curve.
+  "SIM108",  # This is controversial, the ternary operator is not always clearer.
+  "SIM118",  # This is controversial, sometimes .keys() explicitly is clearer.
+  "TC001",   # Too many false positives.
+  "TC002",   # Too many false positives.
+  "TC003",   # Too many false positives.
+  "TD",      # These rules don't align well with the way we use TODOs.
+  "TD003",   # Too excessive for our purposes (TODO Links).
+  "UP015",   # This is controversial, explicit is better than implicit.
+  "UP040",   # This doesn't integrate well with pydantic.
+]
+lint.per-file-ignores."!tests/**/*py" = [
+  "PT015", # This is pytest specific and not applicable outside of the tests directory
+  "T201",  # Print statements forbidden in tests but not elsewhere
+]
+lint.per-file-ignores."**/__init__.py" = [
+  "D104", # Don't need a docstring in (usually empty) __init__.py files
+  "F403", # We often use * imports in __init__.py files
+  "F405", # We often use * imports in __init__.py files
+]
+lint.per-file-ignores."doc/source/conf.py" = [
+  "BLE001", # We want to catch all errors blindly in Sphinx builds
+  "INP001", # Not actually a namespace package, a special Sphinx file
+]
+# We aren't as strict about code quality in notebooks and scripts
+lint.per-file-ignores."src/{scripts,notebooks}/**" = [
+  "ANN",     # Annotations
+  "ARG001",  # Unused function arguments
+  "B018",    # "Useless" expressions are used for displaying cell outputs
+  "BLE001",  # OK to catch blind exceptions
+  "D",       # Documentation
+  "E501",    # Line length
+  "FBT",     # Defensive programming techniques for function definitions are overkill
+  "INP001",  # __init__.py not applicable for standalone scripts anyway
+  "PLR0913", # OK to have functions with many arguments in scripts and notebooks
+  "S101",    # Asserts fine in scripts and notebooks
+  "T201",    # Prints fine in scripts and notebooks
+]
+lint.per-file-ignores."tests/**/*.py" = [
+  "ANN",     # We don't need annotations in tests
+  "D",       # We don't need docstrings in tests
+  "FBT001",  # Fine for fixtures
+  "INP",     # Tests don't need __init__.py files
+  "PLR0913", # When we use fixtures, our test functions can have many arguments
+  "S101",    # Using assert is fine in tests
+]
+lint.allowed-confusables = [ "ℹ", "–", "σ" ]
+lint.flake8-tidy-imports.banned-api."pytz".msg = "'zoneinfo' should be preferred to 'pytz' when using Python 3.9 and later, see https://tonkintaylor-sonarqube.azurewebsites.net/coding_rules?open=python%3AS6890&rule_key=python%3AS6890"
+lint.pydocstyle.convention = "google"
+
+[tool.codespell]
+ignore-regex = [ "[A-Za-z0-9+/]{100,}" ]
+ignore-words-list = [ "..." ]
+
+[tool.deptry]
+extend_exclude = [ "src/notebooks", "src/scripts", "src/archive" ]
+experimental_namespace_package = true
+
+[tool.pyproject-fmt]
+keep_full_version = true
+
+[tool.pytest.ini_options]
+testpaths = [ "tests" ]
+norecursedirs = [ "tests/assets", "src/notebooks", "src/scripts", "src/archive" ]
+addopts = [
+  "--import-mode=importlib",
+  "-ra",
+  "--strict-config",
+  "--strict-markers",
+]
+console_output_style = "progress"
+filterwarnings = [ "error" ]
+xfail_strict = true
+log_cli_level = "INFO"
+
+[tool.coverage.run]
+source = [ "src" ]
+omit = [ "*/pytest-of-*/*", "*/_version.py", "src/archive/*" ]
+relative_files = true
+
+[tool.coverage.report]
+ignore_errors = true
+show_missing = true
+exclude_lines = [
+  # Don't complain if tests don't hit defensive assertion code:
+  "raise AssertionError",
+  "raise NotImplementedError",
+  "AbstractMethodError",
+  # Don't complain if non-runnable code isn't run:
+  "if __name__ == .__main__.:",
+  "if TYPE_CHECKING:",
+  "if 0:",
+  # Don't complain about missing debug-only code:
+  "def __repr__",
+  "if self\\.debug",
+  # Don't complain about abstract methods, they aren't run:
+  "@(abc\\.)?abstractmethod",
+]
+
+[tool.coverage.xml]
+output = "test-reports/coverage.xml"
+
+[tool.uv]
+default-groups = [ "dev", "test", "doc" ]
+required-version = "==0.8.3"              # sync with .pre-commit-config.yaml and release.yml
+link-mode = "symlink"
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..6902737
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,3 @@
+# This file was autogenerated by uv via the following command:
+#    uv export --frozen --offline --no-default-groups -o=requirements.txt
+-e .
diff --git a/src/archive/.gitkeep b/src/archive/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/src/notebooks/.gitkeep b/src/notebooks/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/src/scripts/.gitkeep b/src/scripts/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/src/whitelabel/AGENTS.md b/src/whitelabel/AGENTS.md
new file mode 100644
index 0000000..b0cff80
--- /dev/null
+++ b/src/whitelabel/AGENTS.md
@@ -0,0 +1,19 @@
+# whitelabel Package Guidelines
+
+## API Communication
+
+- When communicating with APIs, use the `httpx` package unless explicitly instructed otherwise.
+- When using HTTP status codes, use constants from the `http` package instead of hardcoding them (e.g., `http.HTTPStatus.OK`).
+
+## Imports
+
+- When importing internal modules, do not include the "src" folder in the import path as it is already defined in `pyproject.toml`.
+- Example: `from whitelabel.functions import hello_world` instead of `from src.whitelabel.functions import hello_world`.
+
+## Package API Guidelines
+
+- Every package (mypkg/) must define a clear public API in its `__init__.py`.
+- If submodules provide functionality that is likely to be directly consumed, re-export the relevant classes, functions, or constants in `__init__.py`.
+- Use `__all__` to explicitly mark what is public.
+- Internal utilities should remain private (prefix with `_` and do not re-export).
+- This helps consumers of the package avoid deep imports like `mypkg.submodule.foo`.
diff --git a/src/whitelabel/__init__.py b/src/whitelabel/__init__.py
new file mode 100644
index 0000000..4c1858c
--- /dev/null
+++ b/src/whitelabel/__init__.py
@@ -0,0 +1,7 @@
+"""A minimal Python package template."""
+
+__version__ = "0.1.0"
+
+from .functions.hello_world import hello_world
+
+__all__ = ["hello_world"]
diff --git a/src/whitelabel/functions/__init__.py b/src/whitelabel/functions/__init__.py
new file mode 100644
index 0000000..dd1cc87
--- /dev/null
+++ b/src/whitelabel/functions/__init__.py
@@ -0,0 +1,5 @@
+"""Functions module for the whitelabel package."""
+
+from .hello_world import hello_world
+
+__all__ = ["hello_world"]
diff --git a/src/whitelabel/functions/hello_world.py b/src/whitelabel/functions/hello_world.py
new file mode 100644
index 0000000..93a6eae
--- /dev/null
+++ b/src/whitelabel/functions/hello_world.py
@@ -0,0 +1,20 @@
+"""A simple hello world function for the template."""
+
+
+def hello_world(name: str = "World") -> str:
+    """Return a greeting message.
+
+    Args:
+        name: The name to greet. Defaults to "World".
+
+    Returns:
+        A greeting string.
+
+    Examples:
+        >>> hello_world()
+        'Hello, World!'
+
+        >>> hello_world("Python")
+        'Hello, Python!'
+    """
+    return f"Hello, {name}!"
diff --git a/tasks/dev_sync.ps1 b/tasks/dev_sync.ps1
new file mode 100644
index 0000000..0400381
--- /dev/null
+++ b/tasks/dev_sync.ps1
@@ -0,0 +1,4 @@
+. ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/shims/dev_sync"
+. ./.venv/Scripts/activate.ps1
diff --git a/tasks/scripts/activate_venv.sh b/tasks/scripts/activate_venv.sh
new file mode 100644
index 0000000..4a90094
--- /dev/null
+++ b/tasks/scripts/activate_venv.sh
@@ -0,0 +1,37 @@
+#!/bin/bash
+
+echo "Activating virtual environment..."
+if [ -f ".venv/Scripts/activate" ]
+then
+    activate=".venv/Scripts/activate"
+elif [ -f ".venv/bin/activate" ]
+then
+    activate=".venv/bin/activate"
+else
+    echo "Error: Could not find the activate script for the virtual environment."
+    exit 1
+fi
+
+if ! source $activate
+then
+    echo "Error: Virtual environment could not be activated."
+    exit 1
+fi
+
+# If in Windows
+if [ -n "$WINDIR" ]
+then
+    # When we activate a virtual environment, it checks _OLD_VIRTUAL_PATH for value of
+    # PATH at the time of the most recent activation, to revert that previous activation
+    # ready for the current activation. But if the previous activation was at the level
+    # of PowerShell then _OLD_VIRTUAL_PATH will be missing all our Git Bash executables.
+    # So we need to add them back in manually.
+    # Normally, when we add environment variables within a venv, we don't want these to
+    # persist outside of the venv. But in the case of shell tools, we do want that.
+    export PATH="/mingw64/bin:/usr/local/bin:/usr/bin:/bin:/mingw64/bin:/usr/bin:$PATH"
+
+    # Same thing for any uv installation; it should persist.
+    export PATH="$PATH:$HOME/.local/bin"
+    # Legacy install support < v0.5.0
+    export PATH="$PATH:$HOME/.cargo/bin"
+fi
diff --git a/tasks/scripts/configure_project.sh b/tasks/scripts/configure_project.sh
new file mode 100644
index 0000000..5a9e61e
--- /dev/null
+++ b/tasks/scripts/configure_project.sh
@@ -0,0 +1,54 @@
+#!/bin/bash
+
+output=$(uv pip show pre-commit &> /dev/null)
+if [ $? -eq 0 ]
+then
+    echo Installing pre-commit hooks...
+    output=$(uv run pre-commit install 2>&1)
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: pre-commit install failed."
+        exit 1
+    fi
+fi
+
+if [ -f ".config.template.yaml" ] && [ ! -f ".config.yaml" ]
+then
+    echo "Creating .config.yaml file from template..."
+    output=$(cp .config.template.yaml .config.yaml)
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: Failed to create .config.yaml from .config.template.yaml file"
+        exit 1
+    fi
+fi
+
+if [ -f ".vscode/settings.template.json" ] && [ ! -f ".vscode/settings.json" ]
+then
+    echo "Creating VS Code settings.json..."
+    output=$(mkdir -p ".vscode")
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: Failed to create .vscode directory."
+        exit 1
+    fi
+
+    output=$(cp ".vscode/settings.template.json" ".vscode/settings.json")
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: Failed to copy settings.template.json to settings.json."
+        exit 1
+    fi
+fi
+
+output=$(find tasks -type f -exec chmod +x {} \; 2>&1)
+if [ $? -ne 0 ]
+then
+    echo "$output"
+    echo "Error: Failed to update file permissions for scripts in tasks/ directory."
+    exit 1
+fi
diff --git a/tasks/scripts/dev_sync.sh b/tasks/scripts/dev_sync.sh
new file mode 100644
index 0000000..3cd3746
--- /dev/null
+++ b/tasks/scripts/dev_sync.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+source ./tasks/shims/install_backend
+source ./tasks/shims/install_venv
+source ./tasks/shims/activate_venv
+source ./tasks/shims/sync_requirements
+source ./tasks/shims/configure_project
+
+echo Done!
diff --git a/tasks/scripts/install_backend.sh b/tasks/scripts/install_backend.sh
new file mode 100644
index 0000000..559bb25
--- /dev/null
+++ b/tasks/scripts/install_backend.sh
@@ -0,0 +1,64 @@
+#!/bin/bash
+
+echo "Ensuring project directory has a Git repository initialized..."
+# Git is a pre-condition for using pyproject.toml with setuptools_scm
+if [ ! -d ".git" ]; then
+    echo "Error: No Git repository found!"
+    exit 1
+fi
+
+# Ideally remove this duplication via https://github.com/astral-sh/uv/issues/10547
+uv_version="0.8.3" # Sync with .pre-commit-config.yaml and pyproject.toml
+
+export PATH="$PATH:$HOME/.local/bin"
+# Legacy install support < v0.5.0
+export PATH="$PATH:$HOME/.cargo/bin"
+
+echo "Ensuring uv is installed at v$uv_version..."
+
+# Check if the uv command exists
+if ! output=$(command -v uv)
+then
+    need_to_install=true
+else
+    output=$(uv self update $uv_version 2>&1)
+    if [ $? -ne 0 ]
+    then
+        need_to_install=true
+    else
+        need_to_install=false
+    fi
+fi
+
+if [ "$need_to_install" = true ]
+then
+    if [ -n "$WINDIR" ]
+    then
+        # If in Windows
+        if command -v pwsh &> /dev/null
+        then
+            output=$(pwsh -Command "irm https://astral.sh/uv/$uv_version/install.ps1 | iex" 2>&1)
+        elif command -v powershell &> /dev/null
+        then
+            output=$(powershell -Command "irm https://astral.sh/uv/$uv_version/install.ps1 | iex" 2>&1)
+        else
+            output=$(C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -Command "irm https://astral.sh/uv/$uv_version/install.ps1 | iex" 2>&1)
+        fi
+    else
+        # Otherwise, assume in Linux, and we might be in CI so use backoff
+        for i in 1 2 3; do
+            curl -LsSf https://astral.sh/uv/$uv_version/install.sh -o install-uv.sh && break 2>&1
+            sleep $((2**i))
+        done
+        chmod +x install-uv.sh
+        output=$(./install-uv.sh 2>&1)
+        rm -f install-uv.sh
+    fi
+
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: Failed to install uv at v$uv_version!"
+        exit 1
+    fi
+fi
diff --git a/tasks/scripts/install_venv.sh b/tasks/scripts/install_venv.sh
new file mode 100644
index 0000000..1afef46
--- /dev/null
+++ b/tasks/scripts/install_venv.sh
@@ -0,0 +1,37 @@
+#!/bin/bash
+
+if command -v deactivate
+then
+    deactivate
+fi
+
+source ./tasks/shims/recover_corrupt_venv
+
+# Finding Python version
+output=$(version=$(cat .python-version))
+if [ $? -ne 0 ]
+then
+    echo "$output"
+    echo "Error: No .python-version file found. Please create one and try again."
+    exit 1
+fi
+
+echo "Creating virtual environment..."
+if [ -d .venv ]
+then
+    output=$(rm -rf .venv 2>&1)
+    if [ $? -ne 0 ]
+    then
+        echo "$output"
+        echo "Error: Existing virtual environment directory could not be deleted."
+        exit 1
+    fi
+fi
+
+output=$(uv venv 2>&1)
+if [ $? -ne 0 ]
+then
+    echo "$output"
+    echo "Error: Virtual environment could not be created."
+    exit 1
+fi
diff --git a/tasks/scripts/recover_corrupt_venv.sh b/tasks/scripts/recover_corrupt_venv.sh
new file mode 100644
index 0000000..6ad2ced
--- /dev/null
+++ b/tasks/scripts/recover_corrupt_venv.sh
@@ -0,0 +1,55 @@
+#!/bin/bash
+
+# Sometimes the virtual environment gets corrupted. This script will try to recover it
+# without having to delete it and create a new one.
+
+# There are many ways a virtual environment can get corrupted, but the main way is that
+# temp directories get created (starting with a tilde/~) and then pip gives warnings/errors
+# about partially installed/incorrectly installed packages. This script will remove
+# those temp directories.
+
+if [ ! -d ".venv" ]
+then
+    # No need to recover if there is no virtual environment
+    return 0
+fi
+
+# If in windows
+if [ -n "$WINDIR" ]
+then
+    sitePackagesPath=".venv/Lib/site-packages"
+else
+    venvLibPath=".venv/lib/"
+
+    if ! directories=$(ls $venvLibPath)
+    then
+        echo "Error: Failed to list directories in lib directory in virtual environment"
+        exit 1
+    fi
+
+    if [ $(echo "$directories" | wc -l) -ne 1 ]
+    then
+        echo "Error: Found more than one directory in lib directory in virtual environment"
+        exit 1
+    fi
+
+    # Get the one directory
+    directory=$(echo "$directories" | head -n 1)
+    sitePackagesPath="$venvLibPath/$directory/site-packages"
+fi
+
+if ! directories=$(ls $sitePackagesPath)
+then
+    echo "Error: Failed to list directories in site-packages directory in virtual environment"
+    exit 1
+fi
+
+for directory in $directories
+do
+    if [[ $directory == ~* ]]
+    then
+        echo "Found corrupted temp directory in virtual environment: $directory"
+        echo "Removing..."
+        rm -rf "$sitePackagesPath/$directory"
+    fi
+done
diff --git a/tasks/scripts/sh_runner.ps1 b/tasks/scripts/sh_runner.ps1
new file mode 100644
index 0000000..aca55bd
--- /dev/null
+++ b/tasks/scripts/sh_runner.ps1
@@ -0,0 +1,37 @@
+if (-not (Get-Command git -ErrorAction SilentlyContinue)) {
+    Write-Error "Git is not installed"
+    exit 1
+}
+
+$gitPath = (Get-Command git).Path
+# Recursively check parents of gitPath until we find that $parent\bin\bash.exe exists.
+# Otherwise, give up and error out.
+$gitInstallPath = $gitPath
+while ($gitInstallPath -and -not (Test-Path "$gitInstallPath\bin\bash.exe")) {
+    $gitInstallPath = Split-Path $gitInstallPath -Parent
+}
+if (-not $gitInstallPath) {
+    Write-Error "Could not find git bash"
+    exit 1
+}
+$gitBashPath = "$gitInstallPath\bin\bash.exe"
+
+function RunShFileWithGitBash {
+    param (
+        [Parameter(Mandatory = $true)]
+        [string]$ShFilePath,
+        [Parameter(Mandatory = $false)]
+        [string]$Args
+    )
+    $ThisArgs = $Args
+
+    if (-not $ThisArgs) {
+        $ThisArgs = ""
+    }
+
+    $process = Start-Process -FilePath $gitBashPath -ArgumentList "--login", "-c", "`"$ShFilePath $ThisArgs`"" -NoNewWindow -Wait -PassThru
+    $exitCode = $process.ExitCode
+    if ($exitCode -ne 0) {
+        exit $exitCode
+    }
+}
diff --git a/tasks/scripts/sync_requirements.sh b/tasks/scripts/sync_requirements.sh
new file mode 100644
index 0000000..b9f47e8
--- /dev/null
+++ b/tasks/scripts/sync_requirements.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+echo "Syncing environment..."
+
+output=$(uv sync 2>&1)
+if [ $? -ne 0 ]
+then
+    echo "$output"
+    echo "Error: Failed to sync the environment."
+    exit 1
+fi
+
diff --git a/tasks/scripts/sync_template.sh b/tasks/scripts/sync_template.sh
new file mode 100644
index 0000000..2d41674
--- /dev/null
+++ b/tasks/scripts/sync_template.sh
@@ -0,0 +1,24 @@
+source ./tasks/shims/install_backend
+
+template_url="https://bitbucket.org/tonkintaylor/python-template"
+copier_version="9.4.1"
+
+# check whether the .copier/.copier-answers.yml already exists, if so we should update
+# otherwise just call copier directly
+if [ -f ".copier/.copier-answers.yml" ]
+then
+    if ! uvx --python 3.12 copier@$copier_version update "git+$template_url" --trust
+    then
+        echo "Error: Could not update from the template repository"
+        exit
+    fi
+else
+    if [ -f "README.md" ]; then
+        rm README.md
+    fi
+    if ! uvx --python 3.12 copier@$copier_version copy "git+$template_url" . --trust
+    then
+        echo "Error: Could not copy the template repository"
+        exit
+    fi
+fi
diff --git a/tasks/shims/activate_venv b/tasks/shims/activate_venv
new file mode 100644
index 0000000..7a4fad1
--- /dev/null
+++ b/tasks/shims/activate_venv
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/activate_venv.sh
diff --git a/tasks/shims/activate_venv.cmd b/tasks/shims/activate_venv.cmd
new file mode 100644
index 0000000..0134129
--- /dev/null
+++ b/tasks/shims/activate_venv.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/activate_venv.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/activate_venv.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/activate_venv.ps1"
+)
diff --git a/tasks/shims/activate_venv.ps1 b/tasks/shims/activate_venv.ps1
new file mode 100644
index 0000000..f467415
--- /dev/null
+++ b/tasks/shims/activate_venv.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/activate_venv.sh"
diff --git a/tasks/shims/configure_project b/tasks/shims/configure_project
new file mode 100644
index 0000000..f7cfd4c
--- /dev/null
+++ b/tasks/shims/configure_project
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/configure_project.sh
diff --git a/tasks/shims/configure_project.cmd b/tasks/shims/configure_project.cmd
new file mode 100644
index 0000000..62f4993
--- /dev/null
+++ b/tasks/shims/configure_project.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/configure_project.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/configure_project.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/configure_project.ps1"
+)
diff --git a/tasks/shims/configure_project.ps1 b/tasks/shims/configure_project.ps1
new file mode 100644
index 0000000..b4cc0a3
--- /dev/null
+++ b/tasks/shims/configure_project.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/configure_project.sh"
diff --git a/tasks/shims/dev_sync b/tasks/shims/dev_sync
new file mode 100644
index 0000000..0ad3119
--- /dev/null
+++ b/tasks/shims/dev_sync
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/dev_sync.sh
diff --git a/tasks/shims/dev_sync.cmd b/tasks/shims/dev_sync.cmd
new file mode 100644
index 0000000..17c348c
--- /dev/null
+++ b/tasks/shims/dev_sync.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/dev_sync.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/dev_sync.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/dev_sync.ps1"
+)
diff --git a/tasks/shims/dev_sync.ps1 b/tasks/shims/dev_sync.ps1
new file mode 100644
index 0000000..42ba57a
--- /dev/null
+++ b/tasks/shims/dev_sync.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/dev_sync.sh"
diff --git a/tasks/shims/install_backend b/tasks/shims/install_backend
new file mode 100644
index 0000000..3d739a6
--- /dev/null
+++ b/tasks/shims/install_backend
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/install_backend.sh
diff --git a/tasks/shims/install_backend.cmd b/tasks/shims/install_backend.cmd
new file mode 100644
index 0000000..1f4f9b0
--- /dev/null
+++ b/tasks/shims/install_backend.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/install_backend.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/install_backend.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/install_backend.ps1"
+)
diff --git a/tasks/shims/install_backend.ps1 b/tasks/shims/install_backend.ps1
new file mode 100644
index 0000000..946e9d1
--- /dev/null
+++ b/tasks/shims/install_backend.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/install_backend.sh"
diff --git a/tasks/shims/install_venv b/tasks/shims/install_venv
new file mode 100644
index 0000000..b177670
--- /dev/null
+++ b/tasks/shims/install_venv
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/install_venv.sh
diff --git a/tasks/shims/install_venv.cmd b/tasks/shims/install_venv.cmd
new file mode 100644
index 0000000..adeed98
--- /dev/null
+++ b/tasks/shims/install_venv.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/install_venv.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/install_venv.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/install_venv.ps1"
+)
diff --git a/tasks/shims/install_venv.ps1 b/tasks/shims/install_venv.ps1
new file mode 100644
index 0000000..b25cc60
--- /dev/null
+++ b/tasks/shims/install_venv.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/install_venv.sh"
diff --git a/tasks/shims/recover_corrupt_venv b/tasks/shims/recover_corrupt_venv
new file mode 100644
index 0000000..e04fe15
--- /dev/null
+++ b/tasks/shims/recover_corrupt_venv
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/recover_corrupt_venv.sh
diff --git a/tasks/shims/recover_corrupt_venv.cmd b/tasks/shims/recover_corrupt_venv.cmd
new file mode 100644
index 0000000..80f27a7
--- /dev/null
+++ b/tasks/shims/recover_corrupt_venv.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/recover_corrupt_venv.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/recover_corrupt_venv.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/recover_corrupt_venv.ps1"
+)
diff --git a/tasks/shims/recover_corrupt_venv.ps1 b/tasks/shims/recover_corrupt_venv.ps1
new file mode 100644
index 0000000..e8d8efd
--- /dev/null
+++ b/tasks/shims/recover_corrupt_venv.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/recover_corrupt_venv.sh"
diff --git a/tasks/shims/sync_requirements b/tasks/shims/sync_requirements
new file mode 100644
index 0000000..e6991e6
--- /dev/null
+++ b/tasks/shims/sync_requirements
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/sync_requirements.sh
diff --git a/tasks/shims/sync_requirements.cmd b/tasks/shims/sync_requirements.cmd
new file mode 100644
index 0000000..efde814
--- /dev/null
+++ b/tasks/shims/sync_requirements.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/sync_requirements.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/sync_requirements.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/sync_requirements.ps1"
+)
diff --git a/tasks/shims/sync_requirements.ps1 b/tasks/shims/sync_requirements.ps1
new file mode 100644
index 0000000..d96ca97
--- /dev/null
+++ b/tasks/shims/sync_requirements.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/sync_requirements.sh"
diff --git a/tasks/shims/sync_template b/tasks/shims/sync_template
new file mode 100644
index 0000000..d5535af
--- /dev/null
+++ b/tasks/shims/sync_template
@@ -0,0 +1,2 @@
+#!/bin/bash
+source ./tasks/scripts/sync_template.sh
diff --git a/tasks/shims/sync_template.cmd b/tasks/shims/sync_template.cmd
new file mode 100644
index 0000000..dc71529
--- /dev/null
+++ b/tasks/shims/sync_template.cmd
@@ -0,0 +1,12 @@
+@ECHO OFF
+WHERE pwsh > nul 2> nul
+IF %ERRORLEVEL% NEQ 0 (
+    WHERE powershell > nul 2> nul
+    IF %ERRORLEVEL% NEQ 0 (
+        C:\Windows\System32\WindowsPowerShell\v1.0\powershell.exe -ExecutionPolicy Bypass -File "./tasks/shims/sync_template.ps1"
+    ) ELSE (
+        powershell -ExecutionPolicy Bypass -File "./tasks/shims/sync_template.ps1"
+    )
+) ELSE (
+    pwsh -ExecutionPolicy Bypass -File "./tasks/shims/sync_template.ps1"
+)
diff --git a/tasks/shims/sync_template.ps1 b/tasks/shims/sync_template.ps1
new file mode 100644
index 0000000..ed4919f
--- /dev/null
+++ b/tasks/shims/sync_template.ps1
@@ -0,0 +1,3 @@
+Import-Module ./tasks/scripts/sh_runner.ps1
+
+RunShFileWithGitBash -ShFilePath "./tasks/scripts/sync_template.sh"
diff --git a/tests/AGENTS.md b/tests/AGENTS.md
new file mode 100644
index 0000000..a86f199
--- /dev/null
+++ b/tests/AGENTS.md
@@ -0,0 +1,33 @@
+# Testing Guidelines
+
+## Overview
+
+- Use `pytest` for all unit tests.
+- Structure tests to mirror the `src/` directory: `src/x/y/z.py` → `tests/x/y/test_z.py`.
+- Do not add `__init__.py` files in the `tests/` folder.
+
+## Writing Tests
+
+- Write one test case per function with one assertion, assuming the happy path, unless instructed otherwise.
+- Do not test for edge cases unless explicitly requested.
+- Use test fixtures when appropriate to set up common test data.
+- Use `@pytest.mark.parametrize` for similar tests with different inputs.
+- Group related tests into classes when it improves organization.
+- Use `pytest.approx` for floating-point comparisons instead of exact equality.
+- Use only one assert statement per test function for clarity and simplicity.
+
+## Test Data and Fixtures
+
+- Access test data in the `assets/` folder via `tests/conftest.py`.
+- Define shared fixtures in `conftest.py` for reuse across test files.
+
+## Running Tests
+
+- After modifying a function, run its unit tests using pytest.
+- Run tests in the virtual environment: `.\.venv\Scripts\activate; python -m pytest tests/path/to/test_file.py -v`
+- For all tests: `python -m pytest tests/ -v`
+
+## Best Practices
+
+- Ensure tests are passing before committing changes.
+- Keep tests focused and minimal to avoid bloat.
diff --git a/tests/assets/.gitkeep b/tests/assets/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..3a91541
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,12 @@
+from pathlib import Path
+
+import pytest
+
+collect_ignore_glob = ["assets/**"]
+pytest_plugins = []
+
+
+@pytest.fixture(scope="session")
+def assets_dir() -> Path:
+    """Return a path to the test assets directory."""
+    return Path(__file__).parent / "assets"
diff --git a/tests/whitelabel/test_hello_world.py b/tests/whitelabel/test_hello_world.py
new file mode 100644
index 0000000..852f782
--- /dev/null
+++ b/tests/whitelabel/test_hello_world.py
@@ -0,0 +1,9 @@
+"""Tests for the hello_world function."""
+
+from whitelabel.functions.hello_world import hello_world
+
+
+def test_hello_world():
+    """Test hello_world function returns expected greeting."""
+    result = hello_world("World")
+    assert result == "Hello, World!"
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..a41f865
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2744 @@
+version = 1
+revision = 2
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" },
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978, upload-time = "2024-11-30T04:30:14.439Z" }
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+]
+
+[[package]]
+name = "attrs"
+version = "25.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5a/b0/1367933a8532ee6ff8d63537de4f1177af4bff9f3e829baf7331f595bb24/attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b", size = 812032, upload-time = "2025-03-13T11:10:22.779Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
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+[[package]]
+name = "build"
+version = "1.2.2.post1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "os_name == 'nt'" },
+    { name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
+    { name = "packaging" },
+    { name = "pyproject-hooks" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7d/46/aeab111f8e06793e4f0e421fcad593d547fb8313b50990f31681ee2fb1ad/build-1.2.2.post1.tar.gz", hash = "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7", size = 46701, upload-time = "2024-10-06T17:22:25.251Z" }
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+[[package]]
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