diff --git a/.copier-answers.yml b/.copier-answers.yml
new file mode 100644
index 0000000..945d1e9
--- /dev/null
+++ b/.copier-answers.yml
@@ -0,0 +1,18 @@
+# Changes here will be overwritten by Copier; NEVER EDIT MANUALLY
+_commit: v0.14.4
+_src_path: gl:openscm/copier-core-python-repository
+conda_release: true
+email: florence.bockting@tu-dortmund.de
+include_cli: false
+name: Florence Bockting
+notebook_based_docs: true
+package_manager: uv
+pandas_doctests: true
+plot_dependencies: true
+project_description_short: Learning prior distributions for model parameters in a
+    Bayesian model based on expert information.
+project_name_human: PyMC elicito
+project_name_pip: pymc-elicito
+project_name_python: pymc_elicito
+project_url: https://github.com/pymc-devs/pymc-elicito
+track_lock_file: true
diff --git a/.github/ISSUE_TEMPLATE/bug.md b/.github/ISSUE_TEMPLATE/bug.md
new file mode 100644
index 0000000..ebc3616
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug.md
@@ -0,0 +1,40 @@
+---
+name: Bug report
+about: Report a bug
+title: ''
+labels: bug
+assignees: ''
+
+---
+
+## Describe the bug
+<!--- A clear and concise description of what the bug is. -->
+
+## Failing Test
+<!---
+Please put the code (ideally in the form of a unit test) which fails below.
+
+e.g.
+
+```python
+def test_bug_12():
+    # Python code here which fails because of the bug
+    # This is best if other developers can simply copy and paste this test in
+    # order to run it
+```
+-->
+
+## Expected behavior
+<!--- A clear and concise description of what you expected to happen. -->
+
+## Screenshots
+<!--- If applicable, add screenshots to help explain your problem. -->
+
+## System
+<!--- Please complete the following information. -->
+
+ - OS: [e.g. Windows, Linux, macOS]
+ - Python version [e.g. Python 3.11]
+
+## Additional context
+<!--- Add any other context about the problem here. -->
diff --git a/.github/ISSUE_TEMPLATE/default.md b/.github/ISSUE_TEMPLATE/default.md
new file mode 100644
index 0000000..8b7025e
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/default.md
@@ -0,0 +1,21 @@
+---
+name: Default
+about: Report an issue or problem
+title: ''
+labels: triage
+assignees: ''
+
+---
+
+## The problem
+<!--- Useful to breakdown to "As a [persona], I [want to do], so that [reason] -->
+
+## Definition of "done"
+<!---
+What are the things that must be true in order to close this issue
+
+We find that describing these as dot points works well.
+-->
+
+## Additional context
+<!--- Add any additional context can go here -->
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 0000000..f297ebb
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,32 @@
+---
+name: Feature Request
+about: Request a feature or suggest an idea for this project
+title: ''
+labels: feature
+assignees: ''
+
+---
+
+## The motivation
+
+<!--- Useful to breakdown to "As a [persona], I [want to do], so that [reason] -->
+
+## The proposed solution
+
+<!---
+If you'd like, please provide a description of the solution you would like to see
+
+If you don't have any ideas for the solution, simply leave this blank
+-->
+
+## Alternatives
+
+<!---
+If you've considered any alternatives, please describe them here
+
+If you don't have any alternatives, simply leave this blank
+-->
+
+## Additional context
+
+<!--- Add any additional context can go here -->
diff --git a/.github/actions/setup/action.yml b/.github/actions/setup/action.yml
new file mode 100644
index 0000000..4fd0ef1
--- /dev/null
+++ b/.github/actions/setup/action.yml
@@ -0,0 +1,29 @@
+name: "Setup Python and uv"
+description: "setup Python and uv"
+
+inputs:
+  python-version:
+    description: "Python version to use"
+    required: true
+  uv-dependency-install-flags:
+    description: "Flags to pass to uv when running `uv install`"
+    required: true
+  run-uv-install:
+    description: "Should we run the uv install steps"
+    required: false
+    default: true
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup uv
+      id: setup-uv
+      uses: astral-sh/setup-uv@v4
+      with:
+        version: "0.8.8"
+        python-version: ${{ inputs.python-version }}
+    - name: Install dependencies
+      shell: bash
+      if: ${{ (inputs.run-uv-install == 'true') }}
+      run: |
+        uv sync ${{ inputs.uv-dependency-install-flags }}
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 0000000..7ff7065
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,9 @@
+## Description
+
+## Checklist
+
+Please confirm that this pull request has done the following:
+
+- [ ] Tests added
+- [ ] Documentation added (where applicable)
+- [ ] Changelog item added to `changelog/`
diff --git a/.github/release_template.md b/.github/release_template.md
new file mode 100644
index 0000000..73c69de
--- /dev/null
+++ b/.github/release_template.md
@@ -0,0 +1,3 @@
+## Announcements
+
+* Announcement 1
diff --git a/.github/workflows/bump.yaml b/.github/workflows/bump.yaml
new file mode 100644
index 0000000..8db1e1a
--- /dev/null
+++ b/.github/workflows/bump.yaml
@@ -0,0 +1,78 @@
+name: Bump version
+
+on:
+  workflow_dispatch:
+    inputs:
+      bump_rule:
+        type: choice
+        description: How to bump the project's version (see https://docs.astral.sh/uv/reference/cli/#uv-version)
+        options:
+          - patch
+          - minor
+          - major
+          - stable
+          - alpha
+          - beta
+          - rc
+          - post
+          - dev
+        required: true
+
+jobs:
+  bump_version:
+    name: "Bump version and create changelog"
+    if: "!startsWith(github.event.head_commit.message, 'bump:')"
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    env:
+      CI_COMMIT_EMAIL: "ci-runner@pymc-elicito.invalid"
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: "${{ secrets.PERSONAL_ACCESS_TOKEN }}"
+
+      - uses: ./.github/actions/setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          uv-dependency-install-flags: "--all-extras --group dev"
+
+      - name: Create bump and changelog
+        run: |
+          git config --global user.name "$GITHUB_ACTOR"
+          git config --global user.email "$CI_COMMIT_EMAIL"
+
+          BASE_VERSION=`sed -ne 's/^version = "\([0-9\.post]*\)"/\1/p' pyproject.toml`
+          echo "Bumping from version $BASE_VERSION"
+
+          # Bump
+          uv version --bump ${{ github.event.inputs.bump_rule }}
+
+          NEW_VERSION=`sed -ne 's/^version = "\([0-9\.]*\)"/\1/p' pyproject.toml`
+          echo "Bumping to version $NEW_VERSION"
+
+          # Build CHANGELOG
+          uv run towncrier build --yes --version v$NEW_VERSION
+
+          # Commit, tag and push
+          git commit -a -m "bump: version $BASE_VERSION -> $NEW_VERSION"
+          git tag v$NEW_VERSION
+          git push && git push --tags
+
+          # Bump to alpha (so that future commits do not have the same
+          # version as the tagged commit)
+          BASE_VERSION=`sed -ne 's/^version = "\([0-9\.]*\)"/\1/p' pyproject.toml`
+
+          # Bump to pre-release of next version
+          uv version --bump post
+
+          NEW_VERSION=`sed -ne 's/^version = "\([0-9\.post]*\)"/\1/p' pyproject.toml`
+          echo "Bumping version $BASE_VERSION > $NEW_VERSION"
+
+          # Commit and push
+          git commit -a -m "bump(pre-release): version $BASE_VERSION > $NEW_VERSION"
+          git push
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 0000000..0af8028
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,260 @@
+name: CI
+
+on:
+  pull_request:
+  push:
+    branches: [main]
+    tags: ['v*']
+
+jobs:
+  mypy:
+    if: ${{ !github.event.pull_request.draft }}
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.9" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          uv-dependency-install-flags: "--all-extras --group dev"
+      - name: mypy
+        run: |
+          MYPYPATH=stubs uv run mypy src
+
+  docs:
+    if: ${{ !github.event.pull_request.draft }}
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          uv-dependency-install-flags: "--all-extras --group docs"
+      - name: docs
+        run: |
+          uv run mkdocs build --strict
+      - uses: ./.github/actions/setup
+        with:
+          python-version: "3.11"
+          uv-dependency-install-flags: "--all-extras --group docs --group dev"
+      - name: docs-with-changelog
+        run: |
+          # Check CHANGELOG will build too
+          uv run towncrier build --yes
+          uv run mkdocs build --strict
+          # Just in case, undo the staged changes
+          git restore --staged . && git restore .
+
+  urls:
+    if: ${{ !github.event.pull_request.draft }}
+    runs-on: "ubuntu-latest"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: check-urls-are-valid
+        uses: lycheeverse/lychee-action@v2
+        with:
+          # Exclude local links
+          # and the template link in pyproject.toml
+          args: "--exclude 'file://' --exclude '^https://github\\.com/pymc-devs/pymc-elicito/pull/\\{issue\\}$' ."
+
+  tests:
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ "ubuntu-latest" ]
+        # Test against all security and bugfix versions: https://devguide.python.org/versions/
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
+    runs-on: "${{ matrix.os }}"
+    defaults:
+      run:
+        # This might be needed for Windows
+        # and doesn't seem to affect unix-based systems so we include it.
+        # If you have better proof of whether this is needed or not,
+        # feel free to update.
+        shell: bash
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          # When running the tests, install with all optional dependencies
+          # to get maximum test coverage.
+          # If we find that we're getting failures
+          # when people try to run without installing optional dependencies,
+          # we should add a CI step that runs the tests without optional dependencies too.
+          # We don't have that right now, because we're not sure this pain point exists.
+          uv-dependency-install-flags: "--all-extras --group tests"
+      - name: Run tests
+        run: |
+          uv run pytest -r a -v src tests --doctest-modules --doctest-report ndiff --cov=src --cov-report=term-missing --cov-report=xml
+          uv run coverage report
+      - name: Upload coverage reports to Codecov with GitHub Action
+        uses: codecov/codecov-action@v4.2.0
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+
+  tests-resolution-strategies:
+    strategy:
+      fail-fast: false
+      matrix:
+        # Only test on ubuntu here for now.
+        # We could consider doing this on different platforms too,
+        # although that probably belongs better with the PyPI tests.
+        os: [ "ubuntu-latest" ]
+        # Tests with lowest direct resolution.
+        # We don't do lowest because that is essentially testing
+        # whether downstream dependencies
+        # have set their minimum support dependencies correctly,
+        # which isn't our problem to solve.
+        resolution-strategy: [ "lowest-direct" ]
+        # Only test against the oldest supported python version
+        # because python is itself a direct dependency
+        # (so we're testing against the lowest direct python too).
+        python-version: [ "3.9" ]
+    runs-on: "${{ matrix.os }}"
+    defaults:
+      run:
+        # This might be needed for Windows
+        # and doesn't seem to affect unix-based systems so we include it.
+        # If you have better proof of whether this is needed or not,
+        # feel free to update.
+        shell: bash
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: Setup uv
+        id: setup-uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "0.8.8"
+          python-version: ${{ matrix.python-version }}
+      - name: Create venv
+        run: |
+          uv venv --seed
+      - name: Install dependencies
+        run: |
+          uv pip install --requirements requirements-only-tests-locked.txt
+          uv pip compile --python ${{ matrix.python-version }} --resolution ${{ matrix.resolution-strategy }} --all-extras pyproject.toml -o requirements-tmp.txt
+          uv pip install --requirements requirements-tmp.txt .
+      - name: Run tests
+        run: |
+          uv run --no-sync pytest tests -r a -v
+
+  tests-without-extras:
+    # Run the tests without installing extras.
+    # This is just a test to make sure to avoid
+    # breaking our test PyPI install workflow.
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ "ubuntu-latest" ]
+        # Just test against one Python version, this is just a helper.
+        # The real work happens in the test PyPI install
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    defaults:
+      run:
+        # This might be needed for Windows
+        # and doesn't seem to affect unix-based systems so we include it.
+        # If you have better proof of whether this is needed or not,
+        # feel free to update.
+        shell: bash
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: Set up Python "${{ matrix.python-version }}"
+        id: setup-python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "${{ matrix.python-version }}"
+      - name: Install
+        run: |
+          pip install --upgrade pip wheel
+          pip install --no-deps .
+          pip install -r requirements-locked.txt
+          pip install -r requirements-only-tests-min-locked.txt
+      - name: Run tests
+        run: |
+          pytest tests -r a -vv tests
+
+  imports-without-extras:
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ "ubuntu-latest" ]
+        # Test against all security and bugfix versions: https://devguide.python.org/versions/
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: Set up Python "${{ matrix.python-version }}"
+        id: setup-python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "${{ matrix.python-version }}"
+      - name: Install
+        run: |
+          pip install --upgrade pip wheel
+          pip install .
+      - name: Check importable without extras
+        run: python scripts/test-install.py
+
+  check-build:
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: Setup uv
+        id: setup-uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "0.8.8"
+          python-version: ${{ matrix.python-version }}
+      - name: Build package
+        run: |
+          uv run python scripts/add-locked-targets-to-pyproject-toml.py
+          cat pyproject.toml
+          uv build
+          # Just in case, undo the changes to `pyproject.toml`
+          git restore --staged . && git restore .
+      - name: Check build
+        run: |
+          tar -tvf dist/pymc_elicito-*.tar.gz --wildcards '*pymc_elicito/py.typed'
+          tar -tvf dist/pymc_elicito-*.tar.gz --wildcards 'pymc_elicito-*/LICENCE'
+
+  check-dependency-licences:
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          uv-dependency-install-flags: "--group dev"
+      - name: Check licences of dependencies
+        shell: bash
+        run: |
+          TEMP_FILE=$(mktemp)
+          uv export --no-dev > $TEMP_FILE
+          uv run liccheck -r $TEMP_FILE -R licence-check.txt
+          cat licence-check.txt
diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml
new file mode 100644
index 0000000..e31361c
--- /dev/null
+++ b/.github/workflows/deploy.yaml
@@ -0,0 +1,43 @@
+name: Deploy
+
+on:
+  release:
+    types: [published]
+
+defaults:
+  run:
+    shell: bash
+
+jobs:
+  deploy-pypi:
+    name: Deploy to PyPI
+    # Having an environment for deployment is strongly recommend by PyPI
+    # https://docs.pypi.org/trusted-publishers/adding-a-publisher/#github-actions
+    # You can comment this line out if you don't want it.
+    environment: deploy
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    permissions:
+      # this permission is mandatory for trusted publishing with PyPI
+      id-token: write
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Setup uv
+        id: setup-uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "0.8.8"
+          python-version: ${{ matrix.python-version }}
+      - name: Publish to PyPI
+        run: |
+          uv run python scripts/add-locked-targets-to-pyproject-toml.py
+          uv build
+          uv publish
+          # Just in case, undo the changes to `pyproject.toml`
+          git restore --staged . && git restore .
diff --git a/.github/workflows/install-conda.yaml b/.github/workflows/install-conda.yaml
new file mode 100644
index 0000000..3368f73
--- /dev/null
+++ b/.github/workflows/install-conda.yaml
@@ -0,0 +1,81 @@
+# Test installation of the latest version from conda/mamba works.
+# We make sure that we run the tests that apply to the version we installed,
+# rather than the latest tests in main.
+# The reason we do this, is that we want this workflow to test
+# that installing from conda/mamba leads to a correct installation.
+# If we tested against main, the tests could fail
+# because the tests from main require the new features in main to pass.
+name: Test installation conda
+
+on:
+  workflow_dispatch:
+  schedule:
+    # * is a special character in YAML so you have to quote this string
+    # This means At 03:00 on Wednesday.
+    # see https://crontab.guru/#0_0_*_*_3
+    - cron:  '0 3 * * 3'
+
+jobs:
+  test-micromamba-installation:
+    name: Test (micro)mamba install ${{ matrix.install-target }} (${{ matrix.python-version }}, ${{ matrix.os }})
+    strategy:
+      fail-fast: false
+      matrix:
+        os: ["ubuntu-latest", "macos-latest", "windows-latest"]
+        # Test against all security and bugfix versions: https://devguide.python.org/versions/
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
+        # Check both 'library' install and the 'application' (i.e. locked) install
+        install-target: ["pymc-elicito", "pymc-elicito-locked"]
+    runs-on: "${{ matrix.os }}"
+    steps:
+    - name: Setup (micro)mamba and install package
+      uses: mamba-org/setup-micromamba@v1
+      with:
+        environment-name: test-mamba-install
+        create-args: >-
+          python=${{ matrix.python-version }}
+          -c conda-forge ${{ matrix.install-target }}
+        init-shell: bash
+    - name: Get version
+      shell: bash -leo pipefail {0}
+      run: |
+        INSTALLED_VERSION=`python -c 'import pymc_elicito; print(f"v{pymc_elicito.__version__}")'`
+        echo $INSTALLED_VERSION
+        echo "INSTALLED_VERSION=$INSTALLED_VERSION" >> $GITHUB_ENV
+    - name: Check installed version environment variable
+      shell: bash -leo pipefail {0}
+      run: |
+        echo "${{ env.INSTALLED_VERSION }}"
+    - name: Checkout repository
+      uses: actions/checkout@v4
+      with:
+        ref: ${{ env.INSTALLED_VERSION }}
+    - name: Test installation
+      shell: bash -leo pipefail {0}
+      run: |
+        which python
+        python scripts/test-install.py
+    - name: Install pytest and other test dependencies
+      shell: bash -leo pipefail {0}
+      run: |
+        pip install -r requirements-only-tests-min-locked.txt
+        # micromamba install pytest pytest-regressions
+    - name: Run tests
+      shell: bash -leo pipefail {0}
+      run: |
+        # Can't run doctests here because the paths are different.
+        # This only runs with minimum test dependencies installed.
+        # So this is really just a smoke test,
+        # rather than a super thorough integration test.
+        # You will have to make sure that your tests run
+        # without all the extras installed for this to pass.
+        pytest tests -r a -vv tests
+    - name: Install all test dependencies
+      shell: bash -leo pipefail {0}
+      run: |
+        pip install -r requirements-only-tests-locked.txt
+    - name: Run tests
+      shell: bash -leo pipefail {0}
+      run: |
+        # Can't run doctests here because the paths are different.
+        pytest tests -r a -vv tests
diff --git a/.github/workflows/install-pypi.yaml b/.github/workflows/install-pypi.yaml
new file mode 100644
index 0000000..3ed3376
--- /dev/null
+++ b/.github/workflows/install-pypi.yaml
@@ -0,0 +1,87 @@
+# Test installation of the latest version from PyPI works.
+# We make sure that we run the tests that apply to the version we installed,
+# rather than the latest tests in main.
+# The reason we do this, is that we want this workflow to test
+# that installing from PyPI leads to a correct installation.
+# If we tested against main, the tests could fail
+# because the tests from main require the new features in main to pass.
+name: Test installation PyPI
+
+on:
+  workflow_dispatch:
+  schedule:
+    # * is a special character in YAML so you have to quote this string
+    # This means At 03:00 on Wednesday.
+    # see https://crontab.guru/#0_0_*_*_3
+    - cron:  '0 3 * * 3'
+
+jobs:
+  test-pypi-install:
+    name: Test PyPI install ${{ matrix.install-target }} (${{ matrix.python-version }}, ${{ matrix.os }})
+    strategy:
+      fail-fast: false
+      matrix:
+        os: ["ubuntu-latest", "macos-latest", "windows-latest"]
+        # Test against all security and bugfix versions: https://devguide.python.org/versions/
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
+        # Check both 'library' install and the 'application' (i.e. locked) install
+        install-target: ["pymc-elicito", "pymc-elicito[locked]"]
+    runs-on: "${{ matrix.os }}"
+    steps:
+    - name: Set up Python "${{ matrix.python-version }}"
+      id: setup-python
+      uses: actions/setup-python@v4
+      with:
+        python-version: "${{ matrix.python-version }}"
+    - name: Install
+      run: |
+        pip install --upgrade pip wheel
+        pip install "${{ matrix.install-target }}" 2>stderr.txt
+    - name: Check no warnings
+      if: matrix.os != 'windows-latest'
+      run: |
+        if grep -q "WARN" stderr.txt; then echo "Warnings in pip install output" && cat stderr.txt && exit 1; else exit 0; fi
+    - name: Get version non-windows
+      if: matrix.os != 'windows-latest'
+      run: |
+        INSTALLED_VERSION=`python -c 'import pymc_elicito; print(f"v{pymc_elicito.__version__}")'`
+        echo $INSTALLED_VERSION
+        echo "INSTALLED_VERSION=$INSTALLED_VERSION" >> $GITHUB_ENV
+    - name: Get version windows
+      if: matrix.os == 'windows-latest'
+      run: |
+        chcp 65001  # use utf-8
+        python -c 'import pymc_elicito; f = open("version.txt", "w"); f.write(f"INSTALLED_VERSION=v{pymc_elicito.__version__}"); f.close()'
+        echo "Showing version.txt"
+        type version.txt
+        type version.txt >> $env:GITHUB_ENV
+    - name: Check installed version environment variable
+      run: |
+        echo "${{ env.INSTALLED_VERSION }}"
+    - name: Checkout repository
+      uses: actions/checkout@v4
+      with:
+        ref: ${{ env.INSTALLED_VERSION }}
+    - name: Test installation
+      run: |
+        which python
+        python scripts/test-install.py
+    - name: Install min test dependencies
+      run: |
+        pip install -r requirements-only-tests-min-locked.txt
+    - name: Run tests
+      run: |
+        # Can't run doctests here because the paths are different.
+        # This only runs with minimum test dependencies installed.
+        # So this is really just a smoke test,
+        # rather than a super thorough integration test.
+        # You will have to make sure that your tests run
+        # without all the extras installed for this to pass.
+        pytest tests -r a -vv tests
+    - name: Install all test dependencies
+      run: |
+        pip install -r requirements-only-tests-locked.txt
+    - name: Run tests with extra test dependencies installed
+      run: |
+        # Can't run doctests here because the paths are different.
+        pytest tests -r a -vv tests
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
new file mode 100644
index 0000000..e3d2d59
--- /dev/null
+++ b/.github/workflows/release.yaml
@@ -0,0 +1,59 @@
+name: Release
+
+on:
+  push:
+    tags: ['v*']
+
+defaults:
+  run:
+    shell: bash
+
+jobs:
+  draft-release:
+    name: Create draft release
+    strategy:
+      matrix:
+        os: [ "ubuntu-latest" ]
+        python-version: [ "3.11" ]
+    runs-on: "${{ matrix.os }}"
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Setup uv
+        id: setup-uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "0.8.8"
+          python-version: ${{ matrix.python-version }}
+      - name: Add version to environment
+        run: |
+          PROJECT_VERSION=`sed -ne 's/^version = "\([0-9\.]*\)"/\1/p' pyproject.toml`
+          echo "PROJECT_VERSION=$PROJECT_VERSION" >> $GITHUB_ENV
+      - name: Build package for PyPI
+        run: |
+          uv run python scripts/add-locked-targets-to-pyproject-toml.py
+          uv build
+          # Just in case, undo the changes to `pyproject.toml`
+          git restore --staged . && git restore .
+      - name: Generate Release Notes
+        run: |
+          echo "" >> ".github/release_template.md"
+          echo "## Changelog" >> ".github/release_template.md"
+          echo "" >> ".github/release_template.md"
+          uv add typer
+          uv run python scripts/changelog-to-release-template.py >> ".github/release_template.md"
+          echo "" >> ".github/release_template.md"
+          echo "## Changes" >> ".github/release_template.md"
+          echo "" >> ".github/release_template.md"
+          git log $(git describe --tags --abbrev=0 HEAD^)..HEAD --pretty='format:* %h %s' --no-merges >> ".github/release_template.md"
+      - name: Create Release Draft
+        uses: softprops/action-gh-release@v2
+        with:
+          body_path: ".github/release_template.md"
+          token: "${{ secrets.PERSONAL_ACCESS_TOKEN }}"
+          draft: true
+          files: |
+            dist/pymc_elicito-${{ env.PROJECT_VERSION }}-py3-none-any.whl
+            dist/pymc_elicito-${{ env.PROJECT_VERSION }}.tar.gz
diff --git a/.github/workflows/test-upstream-latest.yaml b/.github/workflows/test-upstream-latest.yaml
new file mode 100644
index 0000000..0d51ee4
--- /dev/null
+++ b/.github/workflows/test-upstream-latest.yaml
@@ -0,0 +1,58 @@
+name: Test against upstream latest
+
+on:
+  workflow_dispatch:
+  schedule:
+    # * is a special character in YAML so you have to quote this string
+    # This means At 03:00 on Wednesday.
+    # see https://crontab.guru/#0_0_*_*_3
+    - cron:  '0 3 * * 3'
+
+jobs:
+  tests-upstream-latest:
+    strategy:
+      fail-fast: false
+      matrix:
+        # Only test on ubuntu here for now.
+        # We could consider doing this on different platforms too,
+        # but this is mainly a warning for us of what is coming,
+        # rather than a super robust dive.
+        os: [ "ubuntu-latest" ]
+        # Test against all bugfix versions: https://devguide.python.org/versions/
+        # as they are latest and ones most likely to support new features
+        python-version: [ "3.12", "3.13" ]
+    runs-on: "${{ matrix.os }}"
+    defaults:
+      run:
+        # This might be needed for Windows
+        # and doesn't seem to affect unix-based systems so we include it.
+        # If you have better proof of whether this is needed or not,
+        # feel free to update.
+        shell: bash
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+      - name: Setup uv
+        id: setup-uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "0.8.8"
+          python-version: ${{ matrix.python-version }}
+      # Often you need a step like this for e.g. numpy, scipy, pandas
+      - name: Setup compilation dependencies
+        run: |
+          echo "python${{ matrix.python-version }}-dev"
+          sudo add-apt-repository ppa:deadsnakes/ppa -y
+          sudo apt update
+          sudo apt install -y "python${{ matrix.python-version }}-dev"
+      - name: Create venv
+        run: |
+          uv venv --seed
+      - name: Install dependencies
+        run: |
+          uv pip install --requirements requirements-only-tests-locked.txt --requirements requirements-only-tests-min-locked.txt
+          uv pip install --requirements pyproject.toml --all-extras .
+          uv pip install --requirements requirements-upstream-dev.txt
+      - name: Run tests
+        run: |
+          uv run --no-sync pytest tests -r a -v
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..4577fd0
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,157 @@
+# Notebooks
+*.ipynb
+
+# Auto-generated docs and helper files
+docs/api/*
+!docs/api/.gitkeep
+
+# pdm stuff
+.pdm-python
+
+# Databases
+*.db
+
+# Jupyter cache
+.jupyter_cache
+
+# IDE stuff
+.idea/
+
+# Ruff cache
+.ruff_cache
+
+# Licence check
+licence-check.txt
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Mac stuff
+*.DS_Store
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..3b00037
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,65 @@
+# See https://pre-commit.com for more information
+ci:
+  autofix_prs: false
+  autoupdate_schedule: quarterly
+  autoupdate_branch: pre-commit-autoupdate
+  # Currently network access isn't supported in the pre-commit CI product.
+  skip: [uv-sync, uv-lock, uv-export]
+
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: "v6.0.0"
+    hooks:
+      #- id: check-added-large-files
+      - id: check-ast
+      - id: check-case-conflict
+      - id: check-json
+      - id: check-merge-conflict
+      - id: check-symlinks
+      - id: check-yaml
+      - id: debug-statements
+      - id: detect-private-key
+      - id: end-of-file-fixer
+      - id: fix-byte-order-marker
+      - id: mixed-line-ending
+      - id: trailing-whitespace
+  - repo: local
+    hooks:
+      # Prevent committing .rej files
+      - id: forbidden-files
+        name: forbidden files
+        entry: found Copier update rejection files; review them and remove them
+        language: fail
+        files: "\\.rej$"
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: "v0.8.4"
+    hooks:
+      - id: ruff
+        args: [ --fix, --exit-non-zero-on-fix ]
+      - id: ruff-format
+  - repo: https://github.com/astral-sh/uv-pre-commit
+    rev: 0.5.21
+    hooks:
+      - id: uv-sync
+      - id: uv-lock
+        name: uv-lock-check
+        args: ["--check"]
+      # Put requirements.txt files in the repo too
+      - id: uv-export
+        name: export-requirements
+        args: ["-o", "requirements-locked.txt", "--no-hashes", "--no-dev", "--no-emit-project"]
+      - id: uv-export
+        name: export-requirements-optional
+        args: ["-o", "requirements-incl-optional-locked.txt", "--no-hashes", "--no-dev", "--no-emit-project", "--all-extras"]
+      - id: uv-export
+        name: export-requirements-docs
+        args: ["-o", "requirements-docs-locked.txt", "--no-hashes", "--no-dev", "--no-emit-project", "--all-extras", "--group", "docs"]
+      - id: uv-export
+        name: export-requirements-only-tests-min
+        args: ["-o", "requirements-only-tests-min-locked.txt", "--no-hashes", "--no-dev", "--no-emit-project", "--only-group", "tests-min"]
+      - id: uv-export
+        name: export-requirements-only-tests
+        args: ["-o", "requirements-only-tests-locked.txt", "--no-hashes", "--no-dev", "--no-emit-project", "--only-group", "tests"]
+      # # Not released yet
+      # - id: uv-sync
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 0000000..9cc8034
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,24 @@
+# .readthedocs.yaml
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+# Set the version of Python and other tools you might need
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.11"
+  jobs:
+    post_install:
+      # RtD seems to be not happy with pdm installs,
+      # hence use pip directly instead.
+      - python -m pip install -r requirements-docs-locked.txt
+      - python -m pip list
+    pre_build:
+      - pip install --no-deps .
+
+mkdocs:
+  configuration: mkdocs.yml
+  fail_on_warning: true
diff --git a/LICENSE b/LICENCE
similarity index 100%
rename from LICENSE
rename to LICENCE
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..5382d7b
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,83 @@
+# Makefile to help automate key steps
+
+.DEFAULT_GOAL := help
+# Will likely fail on Windows, but Makefiles are in general not Windows
+# compatible so we're not too worried
+TEMP_FILE := $(shell mktemp)
+
+# A helper script to get short descriptions of each target in the Makefile
+define PRINT_HELP_PYSCRIPT
+import re, sys
+
+for line in sys.stdin:
+	match = re.match(r'^([\$$\(\)a-zA-Z_-]+):.*?## (.*)$$', line)
+	if match:
+		target, help = match.groups()
+		print("%-30s %s" % (target, help))
+endef
+export PRINT_HELP_PYSCRIPT
+
+
+.PHONY: help
+help:  ## print short description of each target
+	@python3 -c "$$PRINT_HELP_PYSCRIPT" < $(MAKEFILE_LIST)
+
+.PHONY: checks
+checks:  ## run all the linting checks of the codebase
+	@echo "=== pre-commit ==="; uv run pre-commit run --all-files || echo "--- pre-commit failed ---" >&2; \
+		echo "=== mypy ==="; MYPYPATH=stubs uv run mypy src || echo "--- mypy failed ---" >&2; \
+		echo "======"
+
+.PHONY: ruff-fixes
+ruff-fixes:  ## fix the code using ruff
+    # format before and after checking so that the formatted stuff is checked and
+    # the fixed stuff is formatted
+	uv run ruff format src tests scripts docs
+	uv run ruff check src tests scripts docs --fix
+	uv run ruff format src tests scripts docs
+
+.PHONY: test
+test:  ## run the tests
+	uv run pytest src tests -r a -v --doctest-modules --doctest-report ndiff --cov=src
+
+# Note on code coverage and testing:
+# You must specify cov=src.
+# Otherwise, funny things happen when doctests are involved.
+# If you want to debug what is going on with coverage,
+# we have found that adding COVERAGE_DEBUG=trace
+# to the front of the below command
+# can be very helpful as it shows you
+# if coverage is tracking the coverage
+# of all of the expected files or not.
+# We are sure that the coverage maintainers would appreciate a PR
+# that improves the coverage handling when there are doctests
+# and a `src` layout like ours.
+
+.PHONY: docs
+docs:  ## build the docs
+	uv run mkdocs build
+
+.PHONY: docs-strict
+docs-strict:  ## build the docs strictly (e.g. raise an error on warnings, this most closely mirrors what we do in the CI)
+	uv run mkdocs build --strict
+
+.PHONY: docs-serve
+docs-serve:  ## serve the docs locally
+	uv run mkdocs serve
+
+.PHONY: changelog-draft
+changelog-draft:  ## compile a draft of the next changelog
+	uv run towncrier build --draft --version draft
+
+.PHONY: licence-check
+licence-check:  ## Check that licences of the dependencies are suitable
+	# Will likely fail on Windows, but Makefiles are in general not Windows
+	# compatible so we're not too worried
+	uv export --no-dev > $(TEMP_FILE)
+	uv run liccheck -r $(TEMP_FILE) -R licence-check.txt
+	rm -f $(TEMP_FILE)
+
+.PHONY: virtual-environment
+virtual-environment:  ## update virtual environment, create a new one if it doesn't already exist
+	uv sync --all-extras --group all-dev
+	uv run pre-commit install
diff --git a/README.md b/README.md
index 559619a..ad352f5 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,174 @@
-# pymc-elicito
-Expert prior elicitation with PyMC
+<!--- --8<-- [start:description] -->
+# PyMC elicito
+
+Learning prior distributions for parameters in a Bayesian model based on expert information.
+
+**Key info :**
+[![Docs](https://readthedocs.org/projects/pymc-elicito/badge/?version=latest)](https://pymc-elicito.readthedocs.io)
+[![Main branch: supported Python versions](https://img.shields.io/python/required-version-toml?tomlFilePath=https%3A%2F%2Fraw.githubusercontent.com%2Fpymc-devs%2Fpymc-elicito%2Fmain%2Fpyproject.toml)](https://github.com/pymc-devs/pymc-elicito/blob/main/pyproject.toml)
+[![Licence](https://img.shields.io/badge/license-Apache%20License%202.0-blue)](https://github.com/pymc-devs/pymc-elicito/blob/main/LICENCE)
+
+**PyPI :**
+in progress
+<!--
+[![PyPI](https://img.shields.io/pypi/v/pymc-elicito.svg)](https://pypi.org/project/pymc-elicito/)
+[![PyPI install](https://github.com/pymc-devs/pymc-elicito/actions/workflows/install-pypi.yaml/badge.svg?branch=main)](https://github.com/pymc-devs/pymc-elicito/actions/workflows/install-pypi.yaml)
+-->
+
+**Conda :**
+in progress
+<!--
+[![Conda](https://img.shields.io/conda/vn/conda-forge/pymc-elicito.svg)](https://anaconda.org/conda-forge/pymc-elicito)
+[![Conda platforms](https://img.shields.io/conda/pn/conda-forge/pymc-elicito.svg)](https://anaconda.org/conda-forge/pymc-elicito)
+[![Conda install](https://github.com/pymc-devs/pymc-elicito/actions/workflows/install-conda.yaml/badge.svg?branch=main)](https://github.com/pymc-devs/pymc-elicito/actions/workflows/install-conda.yaml)
+-->
+
+**Tests :**
+[![CI](https://github.com/pymc-devs/pymc-elicito/actions/workflows/ci.yaml/badge.svg?branch=main)](https://github.com/pymc-devs/pymc-elicito/actions/workflows/ci.yaml)
+[![Coverage](https://codecov.io/gh/pymc-devs/pymc-elicito/branch/main/graph/badge.svg)](https://codecov.io/gh/pymc-devs/pymc-elicito)
+
+**Other info :**
+[![Last Commit](https://img.shields.io/github/last-commit/pymc-devs/pymc-elicito.svg)](https://github.com/pymc-devs/pymc-elicito/commits/main)
+[![Contributors](https://img.shields.io/github/contributors/pymc-devs/pymc-elicito.svg)](https://github.com/pymc-devs/pymc-elicito/graphs/contributors)
+
+## Status
+
+<!---
+
+We recommend having a status line in your repo
+to tell anyone who stumbles on your repository where you're up to.
+Some suggested options:
+
+- prototype: the project is just starting up and the code is all prototype
+- development: the project is actively being worked on
+- finished: the project has achieved what it wanted
+  and is no longer being worked on, we won't reply to any issues
+- dormant: the project is no longer worked on
+  but we might come back to it,
+  if you have questions, feel free to raise an issue
+- abandoned: this project is no longer worked on
+  and we won't reply to any issues
+-->
+
+**Prototype**: 
+This project is just starting up and the code is all prototype.
+Pymc-elicito re-implements the Python package [`elicito`](https://github.com/florence-bockting/elicito) using pymc instead of tensorflow(-probability) as dependency.
+
+<!--- --8<-- [end:description] -->
+
+Full documentation can be found at:
+[pymc-elicito.readthedocs.io](https://pymc-elicito.readthedocs.io/en/latest/).
+We recommend reading the docs there because the internal documentation links
+don't render correctly on GitHub's viewer.
+
+## Installation
+
+<!--- --8<-- [start:installation] -->
+### As an application
+
+If you want to use PyMC elicito as an application,
+then we recommend using the 'locked' version of the package.
+This version pins the version of all dependencies too,
+which reduces the chance of installation issues
+because of breaking updates to dependencies.
+
+The locked version of PyMC elicito can be installed with
+
+=== "mamba"
+    ```sh
+    mamba install -c conda-forge pymc-elicito-locked
+    ```
+
+=== "conda"
+    ```sh
+    conda install -c conda-forge pymc-elicito-locked
+    ```
+
+=== "pip"
+    ```sh
+    pip install 'pymc-elicito[locked]'
+    ```
+
+### As a library
+
+If you want to use PyMC elicito as a library,
+for example you want to use it
+as a dependency in another package/application that you're building,
+then we recommend installing the package with the commands below.
+This method provides the loosest pins possible of all dependencies.
+This gives you, the package/application developer,
+as much freedom as possible to set the versions of different packages.
+However, the tradeoff with this freedom is that you may install
+incompatible versions of PyMC elicito's dependencies
+(we cannot test all combinations of dependencies,
+particularly ones which haven't been released yet!).
+Hence, you may run into installation issues.
+If you believe these are because of a problem in PyMC elicito,
+please [raise an issue](https://github.com/pymc-devs/pymc-elicito/issues).
+
+The (non-locked) version of PyMC elicito can be installed with
+
+=== "mamba"
+    ```sh
+    mamba install -c conda-forge pymc-elicito
+    ```
+
+=== "conda"
+    ```sh
+    conda install -c conda-forge pymc-elicito
+    ```
+
+=== "pip"
+    ```sh
+    pip install pymc-elicito
+    ```
+
+Additional dependencies can be installed using
+
+=== "mamba"
+    If you are installing with mamba, we recommend
+    installing the extras by hand because there is no stable
+    solution yet (see [conda issue #7502](https://github.com/conda/conda/issues/7502))
+
+=== "conda"
+    If you are installing with conda, we recommend
+    installing the extras by hand because there is no stable
+    solution yet (see [conda issue #7502](https://github.com/conda/conda/issues/7502))
+
+=== "pip"
+    ```sh
+    # To add plotting dependencies
+    pip install 'pymc-elicito[plots]'
+
+    # To add all optional dependencies
+    pip install 'pymc-elicito[full]'
+    ```
+
+### For developers
+
+For development, we rely on [uv](https://docs.astral.sh/uv/)
+for all our dependency management.
+To get started, you will need to make sure that uv is installed
+([instructions here](https://docs.astral.sh/uv/getting-started/installation/)
+(we found that the self-managed install was best,
+particularly for upgrading uv later).
+
+For all of our work, we use our `Makefile`.
+You can read the instructions out and run the commands by hand if you wish,
+but we generally discourage this because it can be error prone.
+In order to create your environment, run `make virtual-environment`.
+
+If there are any issues, the messages from the `Makefile` should guide you through.
+If not, please raise an issue in the
+[issue tracker](https://github.com/pymc-devs/pymc-elicito/issues).
+
+For the rest of our developer docs, please see [development][development].
+
+<!--- --8<-- [end:installation] -->
+
+## Original template
+
+This project was generated from this template:
+[copier core python repository](https://gitlab.com/openscm/copier-core-python-repository).
+[copier](https://copier.readthedocs.io/en/stable/) is used to manage and
+distribute this template.
diff --git a/changelog/1.improvement.md b/changelog/1.improvement.md
new file mode 100644
index 0000000..31baa60
--- /dev/null
+++ b/changelog/1.improvement.md
@@ -0,0 +1,4 @@
++ setting up the overall structure with working CI for the new repository
++ update licence to Apache 2.0
++ add test function to ensure CI passes
++ add requirement files (created by running uv run pre-commit install)
diff --git a/changelog/README.md b/changelog/README.md
new file mode 100644
index 0000000..d59222a
--- /dev/null
+++ b/changelog/README.md
@@ -0,0 +1,47 @@
+# CHANGELOG
+
+This directory contains "news fragments",
+i.e. short files that contain a small markdown-formatted bit of text
+that will be added to the CHANGELOG when it is next compiled.
+
+The CHANGELOG will be read by users,
+so this description should be aimed to PyMC elicito users
+instead of describing internal changes which are only relevant to developers.
+Merge requests in combination with our git history
+provide additional developer-centric information.
+
+Make sure to use phrases in the past tense and use punctuation, examples:
+
+```
+Improved verbose diff output with sequences.
+
+Terminal summary statistics now use multiple colors.
+```
+
+Each file should have a name of the form `<MR>.<TYPE>.md`, where `<MR>` is the merge request number, and `<TYPE>` is one of:
+
+* `feature`: new user facing features, like new command-line options and new behaviour.
+* `improvement`: improvement of existing functionality, usually without requiring user intervention
+* `fix`: fixes a bug.
+* `docs`: documentation improvement, like rewording an entire section or adding missing docs.
+* `deprecation`: feature deprecation.
+* `breaking`: a change which may break existing uses, such as feature removal or behaviour change.
+* `trivial`: fixing a small typo or internal change that might be noteworthy.
+
+So for example: `123.feature.md`, `456.fix.md`.
+
+Since you need the merge request number for the filename, you must submit a MR first.
+From this MR, you can get the MR number and then create the news file.
+A single MR can also have multiple news items,
+for example a given MR may add a feature as well as deprecate some existing functionality.
+
+If you are not sure what issue type to use, don't hesitate to ask in your MR.
+
+`towncrier` preserves multiple paragraphs and formatting
+(code blocks, lists, and so on),
+but for entries other than features it is usually better to stick to a single paragraph to keep it concise.
+You may also use [mkdocs-autorefs cross-referencing](https://mkdocstrings.github.io/autorefs/)
+within your news items to link to other documentation.
+
+You can also run `towncrier build --draft --version draft`
+to see the draft changelog that will be appended to the CHANGELOG on the next release.
diff --git a/docs/NAVIGATION.md b/docs/NAVIGATION.md
new file mode 100644
index 0000000..f4a7a47
--- /dev/null
+++ b/docs/NAVIGATION.md
@@ -0,0 +1,16 @@
+<!---
+Navigation specification
+
+See https://oprypin.github.io/mkdocs-literate-nav/
+-->
+- [Home](index.md)
+- [Installation](installation.md)
+- [How-to guides](how-to-guides/index.md)
+    - [Do a basic calculation](how-to-guides/basic-calculation.md)
+    - [Run code in a notebook](how-to-guides/run-code-in-a-notebook.py)
+- [Tutorials](tutorials/index.md)
+- [Further background](further-background/index.md)
+    - [Dependency pinning and testing](further-background/dependency-pinning-and-testing.md)
+- [Development](development.md)
+- [API reference](api/pymc_elicito/)
+- [Changelog](changelog.md)
diff --git a/docs/api/.gitkeep b/docs/api/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/docs/changelog.md b/docs/changelog.md
new file mode 100644
index 0000000..b4db368
--- /dev/null
+++ b/docs/changelog.md
@@ -0,0 +1,22 @@
+# Changelog
+
+Versions follow [Semantic Versioning](https://semver.org/) (`<major>.<minor>.<patch>`).
+
+Backward incompatible (breaking) changes will only be introduced in major versions
+with advance notice in the **Deprecations** section of releases.
+
+<!--
+You should *NOT* be adding new changelog entries to this file,
+this file is managed by towncrier.
+See `changelog/README.md`.
+
+You *may* edit previous changelogs to fix problems like typo corrections or such.
+To add a new changelog entry, please see
+`changelog/README.md`
+and https://pip.pypa.io/en/latest/development/contributing/#news-entries,
+noting that we use the `changelog` directory instead of news,
+markdown instead of restructured text and use slightly different categories
+from the examples given in that link.
+-->
+
+<!-- towncrier release notes start -->
diff --git a/docs/development.md b/docs/development.md
new file mode 100644
index 0000000..8b3735a
--- /dev/null
+++ b/docs/development.md
@@ -0,0 +1,103 @@
+# Development
+
+Notes for developers.
+If you want to get involved, please do!
+We welcome all kinds of contributions, for example:
+
+- docs fixes/clarifications
+- bug reports
+- bug fixes
+- feature requests
+- pull requests
+- tutorials
+
+## Workflows
+
+<!---
+This section is auto-generated by the copier template
+and the text below is just a placeholder to get you started.
+The workflows section will likely need to be updated
+to be project specific as the project's norms are established.
+-->
+
+We don't mind whether you use a branching or forking workflow.
+However, please only push to your own branches.
+Pushing to other people's branches is best avoided because
+it is a recipe for disaster
+and is never required in our experience.
+
+Try and keep your merge requests as small as possible
+(focus on one thing if you can).
+This makes life much easier for reviewers
+which allows contributions to be accepted at a faster rate.
+
+## Language
+
+We use British English for our development.
+We do this for consistency with the broader work context of our lead developers.
+
+## Versioning
+
+This package follows the version format described in [PEP440](https://peps.python.org/pep-0440/)
+and [Semantic Versioning](https://semver.org/) to describe how the version
+should change depending on the updates to the code base.
+
+[](){releasing-reference}
+## Releasing
+
+Releasing is semi-automated via a CI job.
+The CI job requires the type of version bump
+that will be performed to be manually specified.
+See the `uv version` docs (specifically the `--bump` flag) for the
+[list of available bump rules](https://docs.astral.sh/uv/reference/cli/#uv-version).
+
+### Standard process
+
+The steps required are the following:
+
+1. Bump the version: manually trigger the "bump" workflow from the main branch
+   (see here: [bump workflow](https://github.com/pymc-devs/pymc-elicito/actions/workflows/bump.yaml)).
+   A valid "bump_rule" (see [uv's docs](https://docs.astral.sh/uv/reference/cli/#uv-version))
+   will need to be specified.
+   This will then trigger a draft release.
+
+1. Edit the draft release which has been created
+   (see here:
+   [project releases](https://github.com/pymc-devs/pymc-elicito/releases)).
+   Once you are happy with the release
+   (removed placeholders, added key announcements etc.)
+   then hit 'Publish release'.
+   This triggers a release to PyPI
+   (which you can then add to the release if you want).
+
+1. Go to your conda feedstock repository
+   (likely something like https://github.com/conda-forge/pymc-elicito-feedstock)
+   and make a new merge request that updates your `recipe/meta.yaml` file
+   to point to the newly released version on PyPI.
+
+   - If you have updated any dependencies, copy these across to your `recipe/meta.yaml` file.
+   - If you are releasing a locked version on conda too,
+     you can generate the pins for your lock file with `scripts/print-conda-recipe-pins.py`.
+
+1. That's it, release done, make noise on social media of choice, do whatever
+   else
+
+1. Enjoy the newly available version
+[TODO: add in conda release instructions]
+
+#### Further details
+
+We use [uv's build backend](https://docs.astral.sh/uv/concepts/build-backend) for building our project
+and `scripts/add-locked-targets-to-pyproject-toml.py`
+to provide locked extra groups for our package.
+Including locked extra groups is why we run `scripts/add-locked-targets-to-pyproject-toml.py`
+before any step related to building the package in the CI.
+
+## Read the Docs
+
+Our documentation is hosted by [Read the Docs (RtD)](https://www.readthedocs.org/),
+a service for which we are very grateful.
+The RtD configuration can be found in the `.readthedocs.yaml` file
+in the root of this repository.
+The docs are automatically deployed at
+[pymc-elicito.readthedocs.io](https://pymc-elicito.readthedocs.io/en/latest/).
diff --git a/docs/further-background/dependency-pinning-and-testing.md b/docs/further-background/dependency-pinning-and-testing.md
new file mode 100644
index 0000000..5d85fb2
--- /dev/null
+++ b/docs/further-background/dependency-pinning-and-testing.md
@@ -0,0 +1,138 @@
+# Dependency pinning and associated testing strategy
+
+<!--
+    This text comes from the copier template.
+    If you find you need to update your testing strategy,
+    you probably want to update this too.
+-->
+Here we explain our dependency pinning and associated testing strategy.
+This will help you, as a user, to know what to expect
+and what your options are.
+As a developer, these docs can also be helpful to understand
+the overall philosophy and thinking.
+
+## Dependency pinning
+
+We use lower-bound pinning.
+In other words, we pin the lowest supported version of the packages on which we depend.
+As a user, this helps you get a working install
+while giving you freedom to use newer versions, should you wish.
+
+We don't use upper-bound pins.
+The reason is that we have had bad experiences with upper-bound pinning.
+In the majority of cases, new releases do not cause issues
+so pinning simply forces users to workaround overly strict pins[^1]
+(which can be done, see
+[working around incorrectly set pins][working-around-incorrectly-set-pins]).
+The tradeoff with this approach is that you run the risk that,
+if a dependency releases a breaking change,
+the function provided by our package may break too.
+
+[^1]:
+    Yes, if the entire world followed semantic versioning perfectly,
+    we could use upper-bound pins for the next major version with more confidence
+    but that isn't the current state of the ecosystem.
+    Even if it were, we still think this would result in unnecessary pins
+    in many cases because many major releases are still compatible
+    because most packages don't use the entire API of their dependencies.
+
+### Working around incorrectly set pins
+
+Despite our best efforts, it is possible that we will set our pins incorrectly.
+Part of this is because we simply cannot test all possible combinations of package installs
+(see [testing strategy][testing-strategy]),
+so we might miss valid/invalid combinations.
+
+If we set our pins incorrectly and you need to effectively overwrite them,
+unfortunately there is currently no universal solution.
+There has been quite some discussion,
+see e.g. [this issue](https://github.com/pypa/pip/issues/8076),
+but no universal resolution.
+
+However, for some environment managers, there is a solution.
+This comes in the form of dependency overrides,
+which allow you to override a package's stated dependencies
+(essentially fixing them on the fly,
+rather than having to fix them upstream).
+Here are the docs for the package managers that we know support this:
+
+- [uv dependency overrides](https://docs.astral.sh/uv/concepts/resolution/#dependency-overrides).
+- [pdm dependency overrides](https://pdm-project.org/latest/usage/dependency/#dependency-overrides).
+
+We do not know if this strategy can be used for packaging.
+For example, you are building package A.
+This depends on version 2 of package B and version 1 of package C.
+However, version 1 of package C (incorrectly) says
+that it is only compatible with version 1 of package B.
+We are not sure if the dependency overrides
+can be used to release a version of package A
+that can be relased to and installed from PyPI.
+If this is the situation you are in and you would like a resolution,
+please comment on [this issue](https://gitlab.com/openscm/copier-core-python-repository/-/issues/4).
+
+## Testing strategy
+
+We test against multiple python versions in our CI.
+These tests run with the latest compatible versions of our dependencies
+and a 'full' installation, i.e. with all optional dependencies too.
+This gives us the best possible coverage of our code base
+against the latest compatible version of all our possible dependencies.
+
+In an attempt to anticipate changes to the API's of our key dependencies,
+we also test against the latest unreleased version of our key dependencies once a week.
+As a user, this probably won't matter too much,
+except that it should reduce the chance
+that a new release of one of our dependencies breaks our package
+without us knowing in advance and being able to set a pin in anticipation.
+As a developer, this is important to be aware of,
+so we can anticipate changes as early as possible.
+
+We additionally test with the lowest/oldest compatible versions of our direct dependencies.
+This includes Python, i.e. these tests are only run
+with the lowest/oldest version of Python compatible with our project.
+This is because Python is itself a dependency of our project
+and newer versions of Python tend to not work
+with the lowest/oldest versions of our direct dependencies.
+These tests ensure that our minimum supported versions are actually supported
+(if they are all installed simultaneously,
+see the next paragraph for why this caveat matters).
+As a note for developers,
+the key trick to making this work is to use `uv pip compile`
+rather than `uv run` (or similar) in the CI.
+The reason is that `uv pip compile`
+allows you to install dependencies for a very specific combination of things,
+which is different to `uv`'s normal 'all-at-once' environment handling
+(for more details, see [here](https://github.com/astral-sh/uv/issues/10774#issuecomment-2601925564)).
+
+We do not test the combinations in between lowest-supported and latest,
+e.g. the oldest compatible version of package A
+with the newest compatiable version of package B.
+The reason for this is simply combinatorics,
+it is generally not feasible
+for us to test all possible combinations of our dependencies' versions.
+
+We also don't test with the oldest versions of our dependencies' dependencies.
+We don't do this because, in practice,
+all that such tests actually test is
+whether our dependencies have set their minimum support dependencies correctly,
+which isn't our problem to solve.
+
+Once a week, we also test what happens when a user installs from PyPI on the 'happy path'.
+In other words, they do `pip install pymc-elicito`.
+We check that such an install passes all the tests that don't require extras
+(for developers, this is why we have `tests-min` and `tests-full` dev dependency groups,
+they allow us to test a truly minimal testing environment,
+separate from any extras we install to get full coverage).
+Finally, we also check the installation of the locked versions of the package,
+i.e. installation with `pip install 'pymc-elicito[locked]'`.
+These tests give us the greatest coverage of Python versions and operating systems
+and help alert us to places where users may face issues.
+Having said that, these tests do require 30 separate jobs,
+which is why we don't run them in CI.
+
+Through this combination of CI testing and installation testing,
+we get a pretty good coverage of the different ways in which our package can be used.
+It is not perfect, largely because the combinatorics don't allow for testing everything.
+If we find a particular, key, use case failing often,
+then we would happily discuss whether this should be included in the CI too,
+to catch issues in advance of use.
diff --git a/docs/further-background/index.md b/docs/further-background/index.md
new file mode 100644
index 0000000..3a766ee
--- /dev/null
+++ b/docs/further-background/index.md
@@ -0,0 +1,15 @@
+# Further background
+
+This part of the project documentation
+will focus on an **understanding-oriented** approach.
+Here, we will describe the background of the project,
+as well as reasoning about how it was implemented.
+
+Points we will aim to cover:
+
+- Context and background on the library
+- Why it was created
+- Help the reader make connections
+
+We will aim to avoid writing instructions or technical descriptions here,
+they belong elsewhere.
diff --git a/docs/gen_doc_stubs.py b/docs/gen_doc_stubs.py
new file mode 100644
index 0000000..04facac
--- /dev/null
+++ b/docs/gen_doc_stubs.py
@@ -0,0 +1,103 @@
+"""
+Generate virtual doc files for the mkdocs site.
+
+This script can also be run directly to actually write out those files,
+as a preview.
+
+Credit to the creators of:
+https://oprypin.github.io/mkdocs-gen-files/
+and the docs at:
+https://mkdocstrings.github.io/crystal/quickstart/migrate.html
+and the mainters of:
+https://github.com/mkdocstrings/python
+"""
+
+from __future__ import annotations
+
+import importlib
+import pkgutil
+from pathlib import Path
+
+import mkdocs_gen_files
+from attrs import define
+
+ROOT_DIR = Path("api")
+PACKAGE_NAME_ROOT = "pymc_elicito"
+nav = mkdocs_gen_files.Nav()
+
+
+@define
+class PackageInfo:
+    """
+    Package information used to help us auto-generate the docs
+
+    Not stricly needed anymore now that mkdocstrings-python has a summary option,
+    but being kept in case we need something like this pattern again.
+    """
+
+    full_name: str
+    stem: str
+    summary: str
+
+
+def write_subpackage_pages(subpackage: object) -> tuple[PackageInfo, ...]:
+    """
+    Write pages for the sub-packages of a module
+    """
+    sub_sub_packages = []
+    for _, name, is_pkg in pkgutil.walk_packages(subpackage.__path__):
+        subpackage_full_name = subpackage.__name__ + "." + name
+        sub_package_info = write_package_page(subpackage_full_name)
+        sub_sub_packages.append(sub_package_info)
+
+    return tuple(sub_sub_packages)
+
+
+def get_write_file(package_full_name: str) -> Path:
+    """Get directory in which to write the doc file"""
+    write_dir = ROOT_DIR
+    for sub_dir in package_full_name.split(".")[:-1]:
+        write_dir = write_dir / sub_dir
+
+    write_file = write_dir / package_full_name.split(".")[-1] / "index.md"
+
+    return write_file
+
+
+def write_package_page(
+    package_full_name: str,
+) -> PackageInfo:
+    """
+    Write the docs pages for a package (or sub-package)
+    """
+    package = importlib.import_module(package_full_name)
+
+    if hasattr(package, "__path__"):
+        write_subpackage_pages(package)
+
+    package_name = package_full_name.split(".")[-1]
+
+    write_file = get_write_file(package_full_name)
+
+    nav[package_full_name.split(".")] = write_file.relative_to(
+        ROOT_DIR / PACKAGE_NAME_ROOT
+    ).as_posix()
+
+    with mkdocs_gen_files.open(write_file, "w") as fh:
+        fh.write(f"# {package_full_name}\n")
+
+        fh.write("\n")
+        fh.write(f"::: {package_full_name}")
+
+    package_doc_split = package.__doc__.splitlines()
+    if not package_doc_split[0]:
+        summary = package_doc_split[1]
+    else:
+        summary = package_doc_split[0]
+
+    return PackageInfo(package_full_name, package_name, summary)
+
+
+write_package_page(PACKAGE_NAME_ROOT)
+with mkdocs_gen_files.open(ROOT_DIR / PACKAGE_NAME_ROOT / "NAVIGATION.md", "w") as fh:
+    fh.writelines(nav.build_literate_nav())
diff --git a/docs/how-to-guides/index.md b/docs/how-to-guides/index.md
new file mode 100644
index 0000000..d8aa6fa
--- /dev/null
+++ b/docs/how-to-guides/index.md
@@ -0,0 +1,12 @@
+# How-to guides
+
+This part of the project documentation
+focuses on a **problem-oriented** approach.
+We'll go over how to solve common tasks.
+
+<!---
+You will probably want to remove this bit.
+
+It is included to demonstrate how to include sub-sections
+and cross-reference them.
+-->
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..1fe13ca
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1 @@
+---8<--- "README.md:description"
diff --git a/docs/installation.md b/docs/installation.md
new file mode 100644
index 0000000..cc59271
--- /dev/null
+++ b/docs/installation.md
@@ -0,0 +1,17 @@
+# Installation
+
+There are a few different ways to install PyMC elicito.
+We provide these by use case below.
+As a short summary, if you:
+
+- just want to use PyMC elicito for validation,
+  and nothing else, go to [installation as an application][as-an-application]
+- want to use PyMC elicito's functionality
+  as a library within another application,
+  go to [installation as a library][as-a-library]
+- want to develop PyMC elicito,
+  go to [installation for developers][for-developers]
+
+## By use case
+
+---8<--- "README.md:installation"
diff --git a/docs/javascripts/katex.js b/docs/javascripts/katex.js
new file mode 100644
index 0000000..f7fd704
--- /dev/null
+++ b/docs/javascripts/katex.js
@@ -0,0 +1,10 @@
+document$.subscribe(({ body }) => {
+  renderMathInElement(body, {
+    delimiters: [
+      { left: "$$",  right: "$$",  display: true },
+      { left: "$",   right: "$",   display: false },
+      { left: "\\(", right: "\\)", display: false },
+      { left: "\\[", right: "\\]", display: true }
+    ],
+  })
+})
diff --git a/docs/tutorials/index.md b/docs/tutorials/index.md
new file mode 100644
index 0000000..21c69bb
--- /dev/null
+++ b/docs/tutorials/index.md
@@ -0,0 +1,15 @@
+# Tutorials
+
+This part of the project documentation
+will focus on a **learning-oriented** approach.
+You'll learn how to get started with the code in this project.
+
+It is currently empty, but we will aim to:
+
+- Help newcomers with getting started
+- Teach readers about the library by having them write code
+- Inspire confidence through examples that work for everyone, repeatably
+- Give readers an immediate sense of achievement
+- Show concrete examples without abstractions
+- Provide the minimum necessary explanation
+- Avoid any distraction
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..106fd4c
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,169 @@
+site_name: PyMC elicito
+site_description: Learning prior distributions for model parameters in a Bayesian model based on expert information.
+site_url: https://pymc-elicito.readthedocs.io
+edit_uri: blob/master/docs/
+
+repo_name: pymc-devs/pymc-elicito
+repo_url: https://github.com/pymc-devs/pymc-elicito
+
+theme:
+  name: "material"
+  features:
+    - content.code.copy
+  palette:
+    # Light mode (toggle to dark mode)
+    - scheme: default
+      # Other colour choices at https://squidfunk.github.io/mkdocs-material/setup/changing-the-colors/#color-palette
+      primary: blue-grey
+      # More info on toggles at https://squidfunk.github.io/mkdocs-material/setup/changing-the-colors/#color-palette-toggle
+      toggle:
+        icon: material/weather-night
+        name: Switch to dark mode
+
+    # Dark mode (toggle back to light mode)
+    - scheme: slate
+      primary: pink
+      toggle:
+        icon: material/brightness-7
+        name: Switch to light mode
+
+plugins:
+  # https://mkdocstrings.github.io/autorefs/
+  - autorefs
+  # Required for auto-generating our documentation stubs
+  # https://oprypin.github.io/mkdocs-gen-files/
+  - gen-files:
+      scripts:
+        - docs/gen_doc_stubs.py
+  # Make the navigation easier to handle/auto-generate if we wish
+  # https://oprypin.github.io/mkdocs-literate-nav/
+  - literate-nav:
+      nav_file: NAVIGATION.md
+  # Notebook support.
+  # Working out how to make this play with nb-exec would be nice,
+  # then it wouldn't run every time.
+  # See also: https://github.com/danielfrg/mkdocs-jupyter/issues/161
+  # We could also get the nb-exec-table mentioned here:
+  # https://myst-nb.readthedocs.io/en/v0.12.2/use/execute.html
+  # One for another day.
+  - mkdocs-jupyter:
+      # Use filenames for titles
+      ignore_h1_titles: True
+      include: ["*.py"]
+      execute: true
+      # Toggle off for faster builds
+      # execute: false
+      allow_errors: false
+      # theme: dark
+      include_source: True
+      ignore: ["*.ipynb", "*.md", "docs/gen_doc_stubs.py"]
+      remove_tag_config:
+        remove_input_tags:
+          - remove_input
+  # Docstring generation
+  - mkdocstrings:
+      # See https://analog-garage.github.io/mkdocstrings-python-xref/1.6.0/
+      default_handler: python_xref
+      enable_inventory: true
+      handlers:
+        python_xref:
+          paths: [src]
+          inventories:
+            # Cross-ref helpers (lots included here, remove what you don't want)
+            - https://www.attrs.org/en/stable/objects.inv
+            - https://unidata.github.io/cftime/objects.inv
+            - https://ipython.readthedocs.io/en/stable/objects.inv
+            - https://loguru.readthedocs.io/en/latest/objects.inv
+            - https://matplotlib.org/stable/objects.inv
+            - https://ncdata.readthedocs.io/en/stable/objects.inv
+            - https://numpy.org/doc/stable/objects.inv
+            - https://openscm-units.readthedocs.io/en/stable/objects.inv
+            - https://pandas.pydata.org/docs/objects.inv
+            - https://pint.readthedocs.io/en/stable/objects.inv
+            - https://www.fatiando.org/pooch/latest/objects.inv
+            - https://docs.python.org/3/objects.inv
+            - https://docs.scipy.org/doc/scipy/objects.inv
+            - https://scitools-iris.readthedocs.io/en/stable/objects.inv
+            - https://scmdata.readthedocs.io/en/stable/objects.inv
+            # # Not available for tqdm
+            # # https://github.com/tqdm/tqdm/issues/705
+            # - https://tqdm.github.io/objects.inv
+            - https://validators.readthedocs.io/en/stable/objects.inv
+            - http://xarray.pydata.org/en/stable/objects.inv
+          options:
+            # It turns out that xref does this check without considering config.
+            # As a result, every docstring is parsed as a google-style docstring.
+            # As docstrings are only parsed once, this results in rendering failures.
+            # Hence, turn off the checks here.
+            # mkdocs_autorefs catches anything which doesn't end up being a correct reference.
+            # The fix might be as simple as changing
+            # `self.collect(ref, PythonOptions())`
+            # to `self.collect(ref, self.get_options({}))`
+            # in the python-xref source, but it's hard to predict the side effects
+            # so we haven't bothered with that route.
+            check_crossrefs: false
+            docstring_style: numpy
+            relative_crossrefs: true
+            separate_signature: true
+            show_root_heading: false
+            show_signature_annotations: true
+            show_source: true
+            signature_crossrefs: true
+            summary:
+              attributes: true
+              classes: true
+              functions: true
+              modules: true
+  # https://squidfunk.github.io/mkdocs-material/plugins/search/
+  - search
+  # Add clickable sections to the sidebar
+  # https://oprypin.github.io/mkdocs-section-index/
+  - section-index
+
+markdown_extensions:
+  # https://squidfunk.github.io/mkdocs-material/setup/extensions/python-markdown/#attribute-lists
+  - attr_list
+  - footnotes
+  # https://squidfunk.github.io/mkdocs-material/reference/math/#katex-mkdocsyml
+  - pymdownx.arithmatex:
+      generic: true
+  # Allow admonitions, useful for deprecation warnings
+  # https://facelessuser.github.io/pymdown-extensions/extensions/blocks/plugins/admonition/
+  - pymdownx.blocks.admonition
+  # Code highlighting handiness
+  # https://facelessuser.github.io/pymdown-extensions/extensions/highlight/
+  - pymdownx.highlight:
+      anchor_linenums: true
+      line_spans: __span
+      pygments_lang_class: true
+  # https://facelessuser.github.io/pymdown-extensions/extensions/inlinehilite/
+  - pymdownx.inlinehilite
+  # Enable the use of snippets (e.g. taking snippets from README and putting them in docs)
+  # https://facelessuser.github.io/pymdown-extensions/extensions/snippets/
+  - pymdownx.snippets
+  # Support more complicated indents etc.
+  # https://facelessuser.github.io/pymdown-extensions/extensions/superfences/
+  - pymdownx.superfences
+  # Tabbed sections (e.g. for our installation options)
+  # https://facelessuser.github.io/pymdown-extensions/extensions/tabbed/
+  - pymdownx.tabbed:
+      alternate_style: true
+  # Support tables (used in our API docs)
+  # https://squidfunk.github.io/mkdocs-material/reference/data-tables/
+  - tables
+  # Ensure that there are links to table of contents items
+  - toc:
+      permalink: "#"
+
+extra_javascript:
+  - javascripts/katex.js
+  - https://unpkg.com/katex@0/dist/katex.min.js
+  - https://unpkg.com/katex@0/dist/contrib/auto-render.min.js
+
+extra_css:
+  - https://unpkg.com/katex@0/dist/katex.min.css
+
+watch:
+  - README.md
+  # Auto-generate if `src` changes (because this changes API docs)
+  - src
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..afb7437
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,429 @@
+[project]
+name = "pymc-elicito"
+version = "0.1.0a1"
+description = "Learning prior distributions for model parameters in a Bayesian model based on expert information."
+authors = [
+    { name = "Florence Bockting", email = "florence.bockting@tu-dortmund.de" },
+]
+license = { text = "placeholder" }
+requires-python = ">=3.9"
+dependencies = [
+    "pandas>=2.3.3",
+]
+readme = "README.md"
+classifiers = [
+    # Full list: https://pypi.org/classifiers/
+    "Development Status :: 3 - Alpha",
+    "Intended Audience :: Science/Research",
+    ## If you apply an OSI-approved licence, you should uncomment the below
+    ## Classifiers can be found here: https://pypi.org/classifiers/
+    "License :: OSI Approved :: Apache Software License",
+    "Natural Language :: English",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3 :: Only",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Typing :: Typed",
+]
+
+[project.urls]
+Homepage = "https://pymc-elicito.readthedocs.io"
+Documentation = "https://pymc-elicito.readthedocs.io"
+Changelog = "https://pymc-elicito.readthedocs.io/en/stable/changelog"
+Repository = "https://github.com/pymc-devs/pymc-elicito"
+Issues = "https://github.com/pymc-devs/pymc-elicito/issues"
+
+
+[project.optional-dependencies]
+plots = [
+    "matplotlib>=3.7.1",
+]
+full = [
+    "pymc-elicito[plots]",
+]
+
+[dependency-groups]
+# The development dependencies are pinned
+# to give a consistent starting point when using this template.
+# They should be removed/updated/changed/loosened as suits your project.
+# (As soon as you have a lock file, you can remove all of the implied dependencies.)
+# (This is a workaround for the fact
+# that we can't easily include the lock file in the copier template
+# because of how locking works and the order of operations).
+dev = [
+    # Key dependencies
+    # ----------------
+    "liccheck==0.9.2",
+    "mypy==1.14.0",
+    # Required for liccheck, see https://github.com/dhatim/python-license-check/pull/113
+    "pip==24.3.1",
+    "pre-commit==4.0.1",
+    # Required for liccheck, see https://github.com/dhatim/python-license-check/pull/113
+    "setuptools==75.6.0",
+    "towncrier==24.8.0",
+    "tomli-w==1.2.0",
+    "tomli==2.2.1",
+    "typer==0.15.2",
+    # Implied by the key dependencies above
+    # -------------------------------------
+    "cfgv==3.4.0",
+    "click==8.1.8",
+    "colorama==0.4.6 ; sys_platform == 'win32'",
+    "distlib==0.3.9",
+    "filelock==3.16.1",
+    "identify==2.6.5",
+    "jinja2==3.1.5",
+    "markupsafe==3.0.2",
+    "mypy-extensions==1.0.0",
+    "nodeenv==1.9.1",
+    "platformdirs==4.3.6",
+    "pyyaml==6.0.2",
+    "semantic-version==2.10.0",
+    "toml==0.10.2",
+    "typing-extensions==4.12.2",
+    "virtualenv==20.28.1",
+    "markdown-it-py==3.0.0",
+    "mdurl==0.1.2",
+    "pygments==2.19.1",
+    "rich==13.9.4",
+    "shellingham==1.5.4",
+]
+docs = [
+    # Key dependencies
+    # ----------------
+    "attrs==25.3.0",
+    "mkdocs-autorefs==1.4.2",
+    "mkdocs-gen-files==0.5.0",
+    "mkdocs-literate-nav==0.6.2",
+    "mkdocs-material==9.6.16",
+    "mkdocs-section-index==0.3.10",
+    "mkdocs==1.6.1",
+    "mkdocstrings-python-xref==1.16.3",
+    "mkdocstrings-python==1.16.12",
+    "pymdown-extensions==10.16.1",
+    "ruff==0.12.8",
+    # Implied by the key dependencies above
+    # -------------------------------------
+    "babel==2.16.0",
+    "backrefs==5.9",
+    "certifi==2024.12.14",
+    "charset-normalizer==3.4.1",
+    "click==8.1.8",
+    "colorama==0.4.6",
+    "ghp-import==2.1.0",
+    "griffe==1.11.0",
+    "idna==3.10",
+    "jinja2==3.1.5",
+    "markdown==3.7",
+    "markupsafe==3.0.2",
+    "mergedeep==1.3.4",
+    "mkdocs-get-deps==0.2.0",
+    "mkdocs-material-extensions==1.3.1",
+    "mkdocstrings==0.30.0",
+    "packaging==24.2",
+    "paginate==0.5.7",
+    "pathspec==0.12.1",
+    "platformdirs==4.3.6",
+    "pygments==2.19.1",
+    "python-dateutil==2.9.0.post0",
+    "pyyaml-env-tag==0.1",
+    "pyyaml==6.0.2",
+    "requests==2.32.3",
+    "six==1.17.0",
+    "urllib3==2.3.0",
+    "watchdog==6.0.0",
+    # Key dependencies for notebook_based_docs
+    # ----------------------------------------
+    "jupyterlab==4.4.5",
+    "jupytext==1.17.2",
+    "mkdocs-jupyter==0.25.1",
+    # Implied by the key dependencies above
+    # -------------------------------------
+    "anyio==4.8.0",
+    "appnope==0.1.4 ; sys_platform == 'darwin'",
+    "argon2-cffi-bindings==21.2.0",
+    "argon2-cffi==23.1.0",
+    "arrow==1.3.0",
+    "asttokens==3.0.0",
+    "async-lru==2.0.4",
+    "beautifulsoup4==4.12.3",
+    "bleach==6.2.0",
+    "cffi==1.17.1",
+    "comm==0.2.2",
+    "debugpy==1.8.11",
+    "decorator==5.1.1",
+    "defusedxml==0.7.1",
+    "executing==2.1.0",
+    "fastjsonschema==2.21.1",
+    "fqdn==1.5.1",
+    "h11==0.14.0",
+    "httpcore==1.0.7",
+    "httpx==0.28.1",
+    "ipykernel==6.29.5",
+    "isoduration==20.11.0",
+    "jedi==0.19.2",
+    "json5==0.10.0",
+    "jsonpointer==3.0.0",
+    "jsonschema-specifications==2024.10.1",
+    "jsonschema==4.23.0",
+    "jupyter-client==8.6.3",
+    "jupyter-core==5.7.2",
+    "jupyter-events==0.11.0",
+    "jupyter-lsp==2.2.5",
+    "jupyter-server-terminals==0.5.3",
+    "jupyter-server==2.15.0",
+    "jupyterlab-pygments==0.3.0",
+    "jupyterlab-server==2.27.3",
+    "markdown-it-py==3.0.0",
+    "matplotlib-inline==0.1.7",
+    "mdit-py-plugins==0.4.2",
+    "mdurl==0.1.2",
+    "mistune==3.0.2",
+    "nbclient==0.10.2",
+    "nbconvert==7.16.4",
+    "nbformat==5.10.4",
+    "nest-asyncio==1.6.0",
+    "notebook-shim==0.2.4",
+    "overrides==7.7.0",
+    "pandocfilters==1.5.1",
+    "parso==0.8.4",
+    "prometheus-client==0.21.1",
+    "prompt-toolkit==3.0.48",
+    "psutil==6.1.1",
+    "pure-eval==0.2.3",
+    "pycparser==2.22",
+    "python-json-logger==3.2.1",
+    "pywin32==308 ; platform_python_implementation != 'PyPy' and sys_platform == 'win32'",
+    "pywinpty==2.0.14 ; os_name == 'nt'",
+    "pyzmq==26.2.0",
+    "referencing==0.35.1",
+    "rfc3339-validator==0.1.4",
+    "rfc3986-validator==0.1.1",
+    "rpds-py==0.22.3",
+    "send2trash==1.8.3",
+    "setuptools==75.6.0",
+    "sniffio==1.3.1",
+    "soupsieve==2.6",
+    "stack-data==0.6.3",
+    "terminado==0.18.1",
+    "tinycss2==1.4.0",
+    "tornado==6.4.2",
+    "traitlets==5.14.3",
+    "types-python-dateutil==2.9.0.20241206",
+    "uri-template==1.3.0",
+    "wcwidth==0.2.13",
+    "webcolors==24.11.1",
+    "webencodings==0.5.1",
+    "websocket-client==1.8.0",
+]
+# For minimum test dependencies.
+# These are used when running our minimum PyPI install tests.
+tests-min = [
+    # Key dependencies
+    # ----------------
+    "pytest==8.3.4",
+    # Implied by the key dependencies above
+    # -------------------------------------
+    "colorama==0.4.6 ; sys_platform == 'win32'",
+    "iniconfig==2.0.0",
+    "packaging==24.2",
+    "pluggy==1.5.0",
+]
+# Full test dependencies.
+tests-full = [
+    # Key dependencies
+    # ----------------
+    "pytest-cov==6.0.0",
+    # Implied by the key dependencies above
+    # -------------------------------------
+    "colorama==0.4.6 ; sys_platform == 'win32'",
+    "coverage==7.6.10",
+    "iniconfig==2.0.0",
+    "packaging==24.2",
+    "pluggy==1.5.0",
+    "pytest==8.3.4",
+]
+# Test dependencies
+# (partly split because liccheck uses toml,
+# which doesn't support inhomogeneous arrays).
+tests = [
+    {include-group = "tests-min"},
+    {include-group = "tests-full"},
+]
+all-dev = [
+    {include-group = "dev"},
+    {include-group = "docs"},
+    {include-group = "tests"},
+]
+
+[build-system]
+requires = ["uv_build>=0.8.7,<0.9.0"]
+build-backend = "uv_build"
+
+[tool.uv.build-backend]
+source-include = [
+    "src/pymc_elicito",
+    "LICENCE",
+]
+
+[tool.coverage.run]
+source = [
+    "src",
+]
+branch = true
+
+[tool.coverage.report]
+fail_under = 0  # TODO; old value: 90
+skip_empty = true
+show_missing = true
+exclude_also = [
+    "if TYPE_CHECKING",
+    # Type overloading lines
+    "@overload",
+    "\\.\\.\\.",
+
+]
+
+[tool.mypy]
+strict = true
+disallow_any_unimported = true
+show_error_codes = true
+show_error_context = true
+warn_unreachable = true
+follow_imports = "normal"
+
+[tool.jupytext]
+formats = "ipynb,py:percent"
+
+[tool.pytest.ini_options]
+addopts = [
+    "--import-mode=importlib",
+]
+
+[tool.ruff]
+src = [
+    "src",
+]
+target-version = "py39"
+line-length = 88
+
+[tool.ruff.lint]
+select = [
+    "E",
+    "W",
+    "F",
+    "I",
+    "D",
+    "PL",
+    "TRY",
+    "NPY",
+    "RUF",
+    "UP",
+    "S",
+]
+unfixable = [
+    "PD002",
+]
+ignore = [
+    "D200",
+    "D400",
+    "UP007",
+]
+
+[tool.ruff.lint.per-file-ignores]
+"test*.py" = [
+    "D",
+    "S101",
+    "PLR2004",
+]
+"docs/*" = [
+    "D100",
+    "E402",
+    "S101",
+]
+"scripts/*" = [
+    "S101",
+]
+"stubs/*" = [
+    "PLR0913",
+]
+
+[tool.ruff.lint.isort]
+known-first-party = [
+    "src",
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
+
+[tool.ruff.format]
+docstring-code-format = true
+
+[tool.towncrier]
+package = "pymc_elicito"
+package_dir = "src"
+filename = "docs/changelog.md"
+directory = "changelog/"
+title_format = "## PyMC elicito {version} ({project_date})"
+underlines = [
+    "",
+    "",
+    "",
+]
+issue_format = "[#{issue}](https://github.com/pymc-devs/pymc-elicito/pull/{issue})"
+type = [
+    { directory = "breaking", name = "⚠️ Breaking Changes", showcontent = true },
+    { directory = "deprecation", name = "🗑️ Deprecations", showcontent = true },
+    { directory = "feature", name = "🆕 Features", showcontent = true },
+    { directory = "improvement", name = "🎉 Improvements", showcontent = true },
+    { directory = "fix", name = "🐛 Bug Fixes", showcontent = true },
+    { directory = "docs", name = "📚 Improved Documentation", showcontent = true },
+    { directory = "trivial", name = "🔧 Trivial/Internal Changes", showcontent = false },
+]
+
+[tool.liccheck]
+authorized_licenses = [
+    "bsd",
+    "bsd license",
+    "BSD 3-Clause",
+    "BSD-3-Clause",
+    "CC0",
+    "apache",
+    "apache 2.0",
+    "apache software",
+    "apache software license",
+    "Apache License, Version 2.0",
+    "CMU License (MIT-CMU)",
+    "Historical Permission Notice and Disclaimer (HPND)",
+    "isc",
+    "isc license",
+    "isc license (iscl)",
+    "gnu lgpl",
+    "lgpl with exceptions or zpl",
+    "LGPLv2+",
+    "GNU Lesser General Public License v2 (LGPLv2)",
+    "GNU Lesser General Public License v2 or later (LGPLv2+)",
+    "mit",
+    "mit license",
+    "Mozilla Public License 2.0 (MPL 2.0)",
+    "psf-2.0",
+    "python software foundation",
+    "python software foundation license",
+    "The Unlicense (Unlicense)",
+    "zpl 2.1",
+]
+unauthorized_licenses = [
+    "agpl",
+    "gnu agpl",
+    "gpl v3",
+    "gplv3",
+    "gpl v2",
+    "gplv2",
+    "gpl v1",
+    "gplv1",
+]
diff --git a/requirements-docs-locked.txt b/requirements-docs-locked.txt
new file mode 100644
index 0000000..fc60762
--- /dev/null
+++ b/requirements-docs-locked.txt
@@ -0,0 +1,150 @@
+# This file was autogenerated by uv via the following command:
+#    uv export -o requirements-docs-locked.txt --no-hashes --no-dev --no-emit-project --all-extras --group docs
+anyio==4.8.0
+appnope==0.1.4 ; sys_platform == 'darwin'
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==3.0.0
+async-lru==2.0.4
+attrs==25.3.0
+babel==2.16.0
+backrefs==5.9
+beautifulsoup4==4.12.3
+bleach==6.2.0
+certifi==2024.12.14
+cffi==1.17.1
+charset-normalizer==3.4.1
+click==8.1.8
+colorama==0.4.6
+comm==0.2.2
+contourpy==1.3.0 ; python_full_version < '3.10'
+contourpy==1.3.2 ; python_full_version == '3.10.*'
+contourpy==1.3.3 ; python_full_version >= '3.11'
+cycler==0.12.1
+debugpy==1.8.11
+decorator==5.1.1
+defusedxml==0.7.1
+exceptiongroup==1.3.0 ; python_full_version < '3.11'
+executing==2.1.0
+fastjsonschema==2.21.1
+fonttools==4.60.1
+fqdn==1.5.1
+ghp-import==2.1.0
+griffe==1.11.0
+h11==0.14.0
+httpcore==1.0.7
+httpx==0.28.1
+idna==3.10
+importlib-metadata==8.7.0 ; python_full_version < '3.10'
+importlib-resources==6.5.2 ; python_full_version < '3.10'
+ipykernel==6.29.5
+ipython==8.18.1 ; python_full_version < '3.10'
+ipython==8.37.0 ; python_full_version == '3.10.*'
+ipython==9.7.0 ; python_full_version >= '3.11'
+ipython-pygments-lexers==1.1.1 ; python_full_version >= '3.11'
+isoduration==20.11.0
+jedi==0.19.2
+jinja2==3.1.5
+json5==0.10.0
+jsonpointer==3.0.0
+jsonschema==4.23.0
+jsonschema-specifications==2024.10.1
+jupyter-client==8.6.3
+jupyter-core==5.7.2
+jupyter-events==0.11.0
+jupyter-lsp==2.2.5
+jupyter-server==2.15.0
+jupyter-server-terminals==0.5.3
+jupyterlab==4.4.5
+jupyterlab-pygments==0.3.0
+jupyterlab-server==2.27.3
+jupytext==1.17.2
+kiwisolver==1.4.7 ; python_full_version < '3.10'
+kiwisolver==1.4.9 ; python_full_version >= '3.10'
+markdown==3.7
+markdown-it-py==3.0.0
+markupsafe==3.0.2
+matplotlib==3.9.4 ; python_full_version < '3.10'
+matplotlib==3.10.7 ; python_full_version >= '3.10'
+matplotlib-inline==0.1.7
+mdit-py-plugins==0.4.2
+mdurl==0.1.2
+mergedeep==1.3.4
+mistune==3.0.2
+mkdocs==1.6.1
+mkdocs-autorefs==1.4.2
+mkdocs-gen-files==0.5.0
+mkdocs-get-deps==0.2.0
+mkdocs-jupyter==0.25.1
+mkdocs-literate-nav==0.6.2
+mkdocs-material==9.6.16
+mkdocs-material-extensions==1.3.1
+mkdocs-section-index==0.3.10
+mkdocstrings==0.30.0
+mkdocstrings-python==1.16.12
+mkdocstrings-python-xref==1.16.3
+nbclient==0.10.2
+nbconvert==7.16.4
+nbformat==5.10.4
+nest-asyncio==1.6.0
+notebook-shim==0.2.4
+numpy==2.0.2 ; python_full_version < '3.10'
+numpy==2.2.6 ; python_full_version == '3.10.*'
+numpy==2.3.5 ; python_full_version >= '3.11'
+overrides==7.7.0
+packaging==24.2
+paginate==0.5.7
+pandas==2.3.3
+pandocfilters==1.5.1
+parso==0.8.4
+pathspec==0.12.1
+pexpect==4.9.0 ; (python_full_version < '3.10' and sys_platform == 'emscripten') or (sys_platform != 'emscripten' and sys_platform != 'win32')
+pillow==11.3.0 ; python_full_version < '3.10'
+pillow==12.0.0 ; python_full_version >= '3.10'
+platformdirs==4.3.6
+prometheus-client==0.21.1
+prompt-toolkit==3.0.48
+psutil==6.1.1
+ptyprocess==0.7.0 ; (python_full_version < '3.10' and sys_platform == 'emscripten') or os_name != 'nt' or (sys_platform != 'emscripten' and sys_platform != 'win32')
+pure-eval==0.2.3
+pycparser==2.22
+pygments==2.19.1
+pymdown-extensions==10.16.1
+pyparsing==3.2.5
+python-dateutil==2.9.0.post0
+python-json-logger==3.2.1
+pytz==2025.2
+pywin32==308 ; platform_python_implementation != 'PyPy' and sys_platform == 'win32'
+pywinpty==2.0.14 ; os_name == 'nt'
+pyyaml==6.0.2
+pyyaml-env-tag==0.1
+pyzmq==26.2.0
+referencing==0.35.1
+requests==2.32.3
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rpds-py==0.22.3
+ruff==0.12.8
+send2trash==1.8.3
+setuptools==75.6.0
+six==1.17.0
+sniffio==1.3.1
+soupsieve==2.6
+stack-data==0.6.3
+terminado==0.18.1
+tinycss2==1.4.0
+tomli==2.2.1 ; python_full_version < '3.11'
+tornado==6.4.2
+traitlets==5.14.3
+types-python-dateutil==2.9.0.20241206
+typing-extensions==4.12.2 ; python_full_version < '3.13'
+tzdata==2025.2
+uri-template==1.3.0
+urllib3==2.3.0
+watchdog==6.0.0
+wcwidth==0.2.13
+webcolors==24.11.1
+webencodings==0.5.1
+websocket-client==1.8.0
+zipp==3.23.0 ; python_full_version < '3.10'
diff --git a/requirements-incl-optional-locked.txt b/requirements-incl-optional-locked.txt
new file mode 100644
index 0000000..1d6bb03
--- /dev/null
+++ b/requirements-incl-optional-locked.txt
@@ -0,0 +1,25 @@
+# This file was autogenerated by uv via the following command:
+#    uv export -o requirements-incl-optional-locked.txt --no-hashes --no-dev --no-emit-project --all-extras
+contourpy==1.3.0 ; python_full_version < '3.10'
+contourpy==1.3.2 ; python_full_version == '3.10.*'
+contourpy==1.3.3 ; python_full_version >= '3.11'
+cycler==0.12.1
+fonttools==4.60.1
+importlib-resources==6.5.2 ; python_full_version < '3.10'
+kiwisolver==1.4.7 ; python_full_version < '3.10'
+kiwisolver==1.4.9 ; python_full_version >= '3.10'
+matplotlib==3.9.4 ; python_full_version < '3.10'
+matplotlib==3.10.7 ; python_full_version >= '3.10'
+numpy==2.0.2 ; python_full_version < '3.10'
+numpy==2.2.6 ; python_full_version == '3.10.*'
+numpy==2.3.5 ; python_full_version >= '3.11'
+packaging==24.2
+pandas==2.3.3
+pillow==11.3.0 ; python_full_version < '3.10'
+pillow==12.0.0 ; python_full_version >= '3.10'
+pyparsing==3.2.5
+python-dateutil==2.9.0.post0
+pytz==2025.2
+six==1.17.0
+tzdata==2025.2
+zipp==3.23.0 ; python_full_version < '3.10'
diff --git a/requirements-locked.txt b/requirements-locked.txt
new file mode 100644
index 0000000..cde6122
--- /dev/null
+++ b/requirements-locked.txt
@@ -0,0 +1,10 @@
+# This file was autogenerated by uv via the following command:
+#    uv export -o requirements-locked.txt --no-hashes --no-dev --no-emit-project
+numpy==2.0.2 ; python_full_version < '3.10'
+numpy==2.2.6 ; python_full_version == '3.10.*'
+numpy==2.3.5 ; python_full_version >= '3.11'
+pandas==2.3.3
+python-dateutil==2.9.0.post0
+pytz==2025.2
+six==1.17.0
+tzdata==2025.2
diff --git a/requirements-only-tests-locked.txt b/requirements-only-tests-locked.txt
new file mode 100644
index 0000000..58f28a8
--- /dev/null
+++ b/requirements-only-tests-locked.txt
@@ -0,0 +1,12 @@
+# This file was autogenerated by uv via the following command:
+#    uv export -o requirements-only-tests-locked.txt --no-hashes --no-dev --no-emit-project --only-group tests
+colorama==0.4.6 ; sys_platform == 'win32'
+coverage==7.6.10
+exceptiongroup==1.3.0 ; python_full_version < '3.11'
+iniconfig==2.0.0
+packaging==24.2
+pluggy==1.5.0
+pytest==8.3.4
+pytest-cov==6.0.0
+tomli==2.2.1 ; python_full_version <= '3.11'
+typing-extensions==4.12.2 ; python_full_version < '3.11'
diff --git a/requirements-only-tests-min-locked.txt b/requirements-only-tests-min-locked.txt
new file mode 100644
index 0000000..f0aaf57
--- /dev/null
+++ b/requirements-only-tests-min-locked.txt
@@ -0,0 +1,10 @@
+# This file was autogenerated by uv via the following command:
+#    uv export -o requirements-only-tests-min-locked.txt --no-hashes --no-dev --no-emit-project --only-group tests-min
+colorama==0.4.6 ; sys_platform == 'win32'
+exceptiongroup==1.3.0 ; python_full_version < '3.11'
+iniconfig==2.0.0
+packaging==24.2
+pluggy==1.5.0
+pytest==8.3.4
+tomli==2.2.1 ; python_full_version < '3.11'
+typing-extensions==4.12.2 ; python_full_version < '3.11'
diff --git a/requirements-upstream-dev.txt b/requirements-upstream-dev.txt
new file mode 100644
index 0000000..ea76147
--- /dev/null
+++ b/requirements-upstream-dev.txt
@@ -0,0 +1,5 @@
+# Upstream packages can be listed in here.
+# The basic pattern is
+# <package-name>@git+<git-repo-url>
+# e.g.
+# pandas@git+https://github.com/pandas-dev/pandas
diff --git a/scripts/add-locked-targets-to-pyproject-toml.py b/scripts/add-locked-targets-to-pyproject-toml.py
new file mode 100644
index 0000000..96514ab
--- /dev/null
+++ b/scripts/add-locked-targets-to-pyproject-toml.py
@@ -0,0 +1,85 @@
+"""
+Add locked targets to `pyproject.toml`
+
+This adds a "locked" target
+plus a "<option>-locked" target
+for each optional dependency group.
+
+Only works with uv.
+"""
+
+from __future__ import annotations
+
+import copy
+import subprocess
+from pathlib import Path
+
+import tomli_w
+import tomllib
+
+
+def parse_uv_export_output(raw: str) -> list[str]:
+    """
+    Parse `uv export` output
+
+    Parameters
+    ----------
+    raw
+        Raw output string
+
+    Returns
+    -------
+    :
+        Parsed dependencies
+    """
+    raw_split = raw.splitlines()
+    deps = [v for v in raw_split if not v.strip().startswith("#")]
+
+    return deps
+
+
+def main():
+    """
+    Update the `pyproject.toml` file with locked targets
+    """
+    project_root = Path(__file__).parents[1]
+    pyproject_file = project_root / "pyproject.toml"
+    pyproject_file_out = pyproject_file
+    # Handy for testing
+    # pyproject_file_out = project_root / "pyproject.toml.injected"
+
+    with open(pyproject_file, "rb") as fh:
+        pyproject_in = tomllib.load(fh)
+
+    pyproject_out = copy.deepcopy(pyproject_in)
+    for optional_dep, uv_export_flags in (
+        ("locked", ()),
+        *(
+            (f"{extra}-locked", ("--extra", extra))
+            for extra in pyproject_in["project"]["optional-dependencies"]
+        ),
+    ):
+        uv_export_res = subprocess.run(  # noqa: S603
+            (
+                "uv",
+                "export",
+                "--no-hashes",
+                "--no-annotate",
+                "--no-emit-project",
+                "--no-dev",
+                *uv_export_flags,
+            ),
+            check=True,
+            stdout=subprocess.PIPE,
+        )
+
+        parsed_deps = parse_uv_export_output(uv_export_res.stdout.decode())
+
+        pyproject_out["project"]["optional-dependencies"][optional_dep] = parsed_deps
+
+    with open(pyproject_file_out, "wb") as f:
+        tomli_w.dump(pyproject_out, f)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/changelog-to-release-template.py b/scripts/changelog-to-release-template.py
new file mode 100644
index 0000000..1f2fd1a
--- /dev/null
+++ b/scripts/changelog-to-release-template.py
@@ -0,0 +1,52 @@
+"""
+Extract the changes from the latest version in our CHANGELOG
+
+These can then be used in our release template.
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import typer
+
+
+def main() -> None:
+    """
+    Extract the latest version changes from our CHANGELOG
+
+    They are printed to stdout
+    """
+    CHANGELOG = Path("docs") / "changelog.md"
+
+    with open(CHANGELOG) as fh:
+        changelog_raw = fh.read()
+
+    check_for_next_version = False
+    grab_notes = False
+    latest_version_notes: list[str] = []
+    for line in changelog_raw.splitlines():
+        if not check_for_next_version:
+            if line == "<!-- towncrier release notes start -->":
+                check_for_next_version = True
+
+            continue
+
+        if not grab_notes:
+            if line.startswith("## PyMC elicito"):
+                grab_notes = True
+
+            continue
+
+        # We are grabbing notes now
+        # If we've reached the next version's notes, break
+        if line.startswith("## PyMC elicito"):
+            break
+
+        latest_version_notes.append(line)
+
+    print("\n".join(latest_version_notes))
+
+
+if __name__ == "__main__":
+    typer.run(main)
diff --git a/scripts/print-conda-recipe-pins.py b/scripts/print-conda-recipe-pins.py
new file mode 100644
index 0000000..99bb49a
--- /dev/null
+++ b/scripts/print-conda-recipe-pins.py
@@ -0,0 +1,100 @@
+"""
+Write out the pins for our conda recipe
+
+These can be copy-pasted into the locked info at
+https://github.com/conda-forge/pymc-elicito-feedstock/blob/main/recipe/meta.yaml
+"""
+
+from __future__ import annotations
+
+import tomli
+import typer
+from attrs import define
+from packaging.version import Version
+
+
+@define
+class VersionInfoHere:
+    """Version info class for use in this script"""
+
+    name: str
+    min_pin: str
+    max_pin: str
+
+
+def main() -> None:
+    """
+    Write our docs environment file for Read the Docs
+    """
+    PYPROJECT_TOML_FILE = "pyproject.toml"
+    REQUIREMENTS_LOCK_FILE = "requirements-locked.txt"
+
+    with open(PYPROJECT_TOML_FILE, "rb") as fh:
+        pyproject_toml = tomli.load(fh)
+
+    with open(REQUIREMENTS_LOCK_FILE) as fh:
+        requirements_info = fh.read().splitlines()
+
+    pypi_to_conda_name_map = {
+        "scitools-iris": "iris",
+        "cf-xarray": "cf_xarray",
+        "typing-extensions": "typing_extensions",
+    }
+    version_info_l = []
+    for dependency in pyproject_toml["project"]["dependencies"]:
+        package_name = (
+            dependency.split(">")[0].split("<")[0].split(">=")[0].split("<=")[0]
+        )
+
+        if package_name in pypi_to_conda_name_map:
+            conda_name = pypi_to_conda_name_map[package_name]
+        else:
+            conda_name = package_name
+
+        if conda_name in (v.name for v in version_info_l):
+            print(f"Not re-processing {package_name}")
+            continue
+
+        package_version_lines = []
+        for line in requirements_info:
+            if line.startswith(package_name):
+                package_version_lines.append(line)
+
+        if not package_version_lines:
+            msg = f"Didn't find pin information for {package_name}"
+            raise AssertionError(msg)
+
+        if len(package_version_lines) == 1:
+            version = package_version_lines[0].split("==")[-1]  # .split(";")[0]
+            vv = Version(version)
+            min_pin = version
+            max_pin = f"{vv.major}.{vv.minor}.{vv.micro + 1}"
+        else:
+            print(f"Using range for {dependency}. " f"{package_version_lines=}.")
+            versions = [
+                # Assume some split based on Python version
+                Version(v.split(";")[0].split("==")[-1].strip())
+                for v in package_version_lines
+            ]
+            min_pin = min(versions)
+            max_version = max(versions)
+            max_pin = f"{max_version.major}.{max_version.minor}.{max_version.micro + 1}"
+
+        version_info_l.append(
+            VersionInfoHere(name=conda_name, min_pin=min_pin, max_pin=max_pin)
+        )
+
+    print("Pins for library")
+    for vi in version_info_l:
+        print(f"- {vi.name}")
+
+    print("")
+    print("Pins for application")
+    for vi in version_info_l:
+        print(
+            f"- {{{{ pin_compatible('{vi.name}', lower_bound='{vi.min_pin}', upper_bound='{vi.max_pin}') }}}}"  # noqa: E501
+        )
+
+
+if __name__ == "__main__":
+    typer.run(main)
diff --git a/scripts/test-install.py b/scripts/test-install.py
new file mode 100644
index 0000000..6b51fdb
--- /dev/null
+++ b/scripts/test-install.py
@@ -0,0 +1,29 @@
+"""
+Test that all of our modules can be imported
+
+Also test that associated constants are set correctly
+
+Thanks https://stackoverflow.com/a/25562415/10473080
+"""
+
+import importlib
+import pkgutil
+
+import pymc_elicito
+
+
+def import_submodules(package_name: str) -> None:
+    """
+    Test import of submodules
+    """
+    package = importlib.import_module(package_name)
+
+    for _, name, is_pkg in pkgutil.walk_packages(package.__path__):
+        full_name = package.__name__ + "." + name
+        importlib.import_module(full_name)
+        if is_pkg:
+            import_submodules(full_name)
+
+
+import_submodules("pymc_elicito")
+print(pymc_elicito.__version__)
diff --git a/src/pymc_elicito/__init__.py b/src/pymc_elicito/__init__.py
new file mode 100644
index 0000000..3cc6c72
--- /dev/null
+++ b/src/pymc_elicito/__init__.py
@@ -0,0 +1,24 @@
+"""
+A framework for expert prior elicitation in Python.
+
+Learn prior distributions for parameters in a Bayesian
+model based on expert information.
+"""
+
+import importlib.metadata
+
+__version__ = importlib.metadata.version("pymc_elicito")
+
+__all__ = ["hello_world"]
+
+
+def hello_world() -> str:
+    """
+    Print hello world
+
+    Returns
+    -------
+    :
+        hello world
+    """
+    return "hello world"
diff --git a/src/pymc_elicito/py.typed b/src/pymc_elicito/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/stubs/.gitkeep b/stubs/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..860f13d
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,21 @@
+"""
+Re-useable fixtures etc. for tests
+
+See https://docs.pytest.org/en/7.1.x/reference/fixtures.html#conftest-py-sharing-fixtures-across-multiple-files
+"""
+
+import pandas as pd
+import pytest
+
+
+@pytest.fixture(scope="session", autouse=True)
+def pandas_terminal_width():
+    # Set pandas terminal width so that doctests don't depend on terminal width.
+
+    # We set the display width to 120 because examples should be short,
+    # anything more than this is too wide to read in the source.
+    pd.set_option("display.width", 120)
+
+    # Display as many columns as you want (i.e. let the display width do the
+    # truncation)
+    pd.set_option("display.max_columns", 1000)
diff --git a/tests/integration/.gitkeep b/tests/integration/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/regression/.gitkeep b/tests/regression/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/test-data/.gitkeep b/tests/test-data/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/unit/.gitkeep b/tests/unit/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/unit/test_init.py b/tests/unit/test_init.py
new file mode 100644
index 0000000..ad6fe0e
--- /dev/null
+++ b/tests/unit/test_init.py
@@ -0,0 +1,12 @@
+"""
+Unit test for __init__.py
+"""
+
+from pymc_elicito import hello_world
+
+
+def test_hello_world():
+    observed = hello_world()
+    expected = "hello world"
+
+    assert observed == expected
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..99c4e92
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,4374 @@
+version = 1
+revision = 3
+requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version >= '3.12' and sys_platform == 'win32'",
+    "python_full_version == '3.11.*' and sys_platform == 'win32'",
+    "python_full_version == '3.10.*' and sys_platform == 'win32'",
+    "python_full_version < '3.10' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and sys_platform != 'win32'",
+    "python_full_version == '3.11.*' and sys_platform != 'win32'",
+    "python_full_version == '3.10.*' and sys_platform != 'win32'",
+    "python_full_version < '3.10' and sys_platform != 'win32'",
+]
+
+[[package]]
+name = "anyio"
+version = "4.8.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/73/199a98fc2dae33535d6b8e8e6ec01f8c1d76c9adb096c6b7d64823038cde/anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a", size = 181126, upload-time = "2025-01-05T13:13:11.095Z" }
+wheels = [
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