diff --git a/.codecov.yml b/.codecov.yml
new file mode 100644
index 00000000..d001c41d
--- /dev/null
+++ b/.codecov.yml
@@ -0,0 +1,26 @@
+# Codecov configuration
+# https://docs.codecov.com/docs/codecov-yaml
+
+github_checks:
+  annotations: true
+
+comment:
+  layout: 'reach, diff, flags, files'
+  behavior: default
+  require_changes: false
+  require_base: false
+  require_head: true
+
+coverage:
+  status:
+    project:
+      default:
+        target: auto
+        threshold: 1%
+        # Make project coverage informational (won't block PR)
+        informational: true
+    patch:
+      default:
+        target: auto
+        # Require patch coverage but with threshold
+        threshold: 1%
diff --git a/.copier-answers.yml b/.copier-answers.yml
index a8e73301..f177f9fd 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,6 +1,6 @@
 # WARNING: Do not edit this file manually.
 # Any changes will be overwritten by Copier.
-_commit: v0.11.0
+_commit: v0.13.1
 _src_path: gh:easyscience/templates
 lib_docs_url: https://easyscience.github.io/gui-components
 lib_doi: 10.5281/zenodo.18163581
diff --git a/.github/actions/download-artifact/action.yml b/.github/actions/download-artifact/action.yml
index e4fd62f5..d1fff1a0 100644
--- a/.github/actions/download-artifact/action.yml
+++ b/.github/actions/download-artifact/action.yml
@@ -1,5 +1,5 @@
 name: 'Download artifact'
-description: 'Generic wrapper for actions/download-artifact'
+description: 'Wrapper for actions/download-artifact'
 inputs:
   name:
     description: 'Name of the artifact to download'
@@ -39,7 +39,7 @@ runs:
   using: 'composite'
   steps:
     - name: Download artifact
-      uses: actions/download-artifact@v4
+      uses: actions/download-artifact@v8
       with:
         name: ${{ inputs.name }}
         path: ${{ inputs.path }}
diff --git a/.github/actions/github-script/action.yml b/.github/actions/github-script/action.yml
index ab32da56..50de89b7 100644
--- a/.github/actions/github-script/action.yml
+++ b/.github/actions/github-script/action.yml
@@ -13,7 +13,7 @@ inputs:
 runs:
   using: 'composite'
   steps:
-    - uses: actions/github-script@v8
+    - uses: actions/github-script@v9
       with:
         script: ${{ inputs.script }}
         github-token: ${{ inputs.github-token }}
diff --git a/.github/actions/setup-easyscience-bot/action.yml b/.github/actions/setup-easyscience-bot/action.yml
index 4b28eaf8..e51eb01a 100644
--- a/.github/actions/setup-easyscience-bot/action.yml
+++ b/.github/actions/setup-easyscience-bot/action.yml
@@ -22,9 +22,9 @@ runs:
   steps:
     - name: Create GitHub App installation token
       id: app-token
-      uses: actions/create-github-app-token@v2
+      uses: actions/create-github-app-token@v3
       with:
-        app-id: ${{ inputs.app-id }}
+        client-id: ${{ inputs.app-id }}
         private-key: ${{ inputs.private-key }}
         repositories: ${{ inputs.repositories }}
 
diff --git a/.github/actions/setup-pixi/action.yml b/.github/actions/setup-pixi/action.yml
index 167ee623..dc3232c6 100644
--- a/.github/actions/setup-pixi/action.yml
+++ b/.github/actions/setup-pixi/action.yml
@@ -1,5 +1,5 @@
 name: 'Setup Pixi Environment'
-description: 'Sets up pixi with common configuration'
+description: 'Wrapper for prefix-dev/setup-pixi'
 inputs:
   environments:
     description: 'Pixi environments to setup'
@@ -33,7 +33,7 @@ inputs:
 runs:
   using: 'composite'
   steps:
-    - uses: prefix-dev/setup-pixi@v0.9.4
+    - uses: prefix-dev/setup-pixi@v0.9.5
       with:
         environments: ${{ inputs.environments }}
         activate-environment: ${{ inputs.activate-environment }}
diff --git a/.github/actions/upload-artifact/action.yml b/.github/actions/upload-artifact/action.yml
index 825ac396..fe8e4680 100644
--- a/.github/actions/upload-artifact/action.yml
+++ b/.github/actions/upload-artifact/action.yml
@@ -1,5 +1,5 @@
 name: 'Upload artifact'
-description: 'Generic wrapper for actions/upload-artifact'
+description: 'Wrapper for actions/upload-artifact'
 inputs:
   name:
     description: 'Artifact name'
@@ -38,7 +38,7 @@ runs:
   using: 'composite'
   steps:
     - name: Upload artifact
-      uses: actions/upload-artifact@v4
+      uses: actions/upload-artifact@v7
       with:
         name: ${{ inputs.name }}
         path: ${{ inputs.path }}
diff --git a/.github/actions/upload-codecov/action.yml b/.github/actions/upload-codecov/action.yml
index 37d6298a..0cb15d1f 100644
--- a/.github/actions/upload-codecov/action.yml
+++ b/.github/actions/upload-codecov/action.yml
@@ -1,5 +1,5 @@
 name: 'Upload coverage to Codecov'
-description: 'Generic wrapper for codecov/codecov-action@v5'
+description: 'Wrapper for codecov/codecov-action'
 
 inputs:
   name:
@@ -32,7 +32,7 @@ inputs:
 runs:
   using: composite
   steps:
-    - uses: codecov/codecov-action@v5
+    - uses: codecov/codecov-action@v6
       with:
         name: ${{ inputs.name }}
         flags: ${{ inputs.flags }}
diff --git a/.github/scripts/publish-dashboard.sh b/.github/scripts/publish-dashboard.sh
new file mode 100644
index 00000000..dcbd0b32
--- /dev/null
+++ b/.github/scripts/publish-dashboard.sh
@@ -0,0 +1,77 @@
+#!/usr/bin/env bash
+
+set -euo pipefail
+
+remote_repository="${DASHBOARD_REMOTE_REPOSITORY:?}"
+publish_branch="${DASHBOARD_PUBLISH_BRANCH:-master}"
+source_dir="${DASHBOARD_SOURCE_DIR:?}"
+token="${DASHBOARD_TOKEN:?}"
+git_user_name="${DASHBOARD_GIT_USER_NAME:-easyscience[bot]}"
+git_user_email="${DASHBOARD_GIT_USER_EMAIL:?}"
+commit_message="${DASHBOARD_COMMIT_MESSAGE:?}"
+max_attempts="${DASHBOARD_PUSH_ATTEMPTS:-3}"
+delay_seconds="${DASHBOARD_PUSH_DELAY_SECONDS:-15}"
+
+workspace_dir="$(mktemp -d)"
+repo_dir="${workspace_dir}/dashboard"
+remote_url="https://x-access-token:${token}@github.com/${remote_repository}.git"
+
+cleanup() {
+  rm -rf "${workspace_dir}"
+}
+
+prepare_worktree() {
+  if [[ ! -d "${repo_dir}/.git" ]]; then
+    git clone --branch "${publish_branch}" --depth 1 "${remote_url}" "${repo_dir}"
+  else
+    git -C "${repo_dir}" fetch origin "${publish_branch}"
+    git -C "${repo_dir}" checkout "${publish_branch}"
+    git -C "${repo_dir}" reset --hard "origin/${publish_branch}"
+    git -C "${repo_dir}" clean -fd
+  fi
+
+  git -C "${repo_dir}" config user.name "${git_user_name}"
+  git -C "${repo_dir}" config user.email "${git_user_email}"
+}
+
+sync_publish_dir() {
+  cp -R "${source_dir}/." "${repo_dir}/"
+  git -C "${repo_dir}" add .
+
+  if git -C "${repo_dir}" diff --cached --quiet; then
+    return 1
+  fi
+
+  git -C "${repo_dir}" commit -m "${commit_message}"
+}
+
+trap cleanup EXIT
+
+prepare_worktree
+
+if ! sync_publish_dir; then
+  echo "No dashboard changes to publish."
+  exit 0
+fi
+
+for ((attempt = 1; attempt <= max_attempts; attempt += 1)); do
+  if git -C "${repo_dir}" push origin "HEAD:${publish_branch}"; then
+    echo "Dashboard published on attempt ${attempt}."
+    exit 0
+  fi
+
+  if ((attempt == max_attempts)); then
+    echo "Dashboard publish failed after ${max_attempts} attempts." >&2
+    exit 1
+  fi
+
+  echo "Dashboard push attempt ${attempt} failed. Retrying in ${delay_seconds}s." >&2
+  sleep "${delay_seconds}"
+
+  prepare_worktree
+
+  if ! sync_publish_dir; then
+    echo "Dashboard changes already exist in the target repository."
+    exit 0
+  fi
+done
\ No newline at end of file
diff --git a/.github/workflows/backmerge.yml b/.github/workflows/backmerge.yml
index d8569f05..36ce6f54 100644
--- a/.github/workflows/backmerge.yml
+++ b/.github/workflows/backmerge.yml
@@ -20,11 +20,6 @@ concurrency:
   group: backmerge-master-into-develop
   cancel-in-progress: false
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   backmerge:
     runs-on: ubuntu-latest
@@ -32,7 +27,7 @@ jobs:
 
     steps:
       - name: Checkout repository (for local actions)
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Setup easyscience[bot]
         id: bot
@@ -43,7 +38,7 @@ jobs:
           repositories: ${{ github.event.repository.name }}
 
       - name: Checkout repository (with bot token)
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
           token: ${{ steps.bot.outputs.token }}
diff --git a/.github/workflows/cleanup.yml b/.github/workflows/cleanup.yml
index d3ebf3a2..21c72b38 100644
--- a/.github/workflows/cleanup.yml
+++ b/.github/workflows/cleanup.yml
@@ -15,11 +15,11 @@ on:
       days:
         description: 'Number of days.'
         required: true
-        default: 30
+        default: '30'
       minimum_runs:
         description: 'The minimum runs to keep for each workflow.'
         required: true
-        default: 6
+        default: '6'
       delete_workflow_pattern:
         description:
           'The name or filename of the workflow. if not set then it will target all
@@ -61,11 +61,6 @@ on:
           - 'false'
           - 'true'
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   del-runs:
     runs-on: ubuntu-latest
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 1ad93139..277d80f9 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -5,8 +5,6 @@ on:
   push:
     branches:
       - develop
-    # Do not run on version tags (those are handled by other workflows)
-    tags-ignore: ['v*']
   # Trigger the workflow on pull request
   pull_request:
   # Allows you to run this workflow manually from the Actions tab
@@ -26,9 +24,6 @@ concurrency:
 # Set the environment variables to be used in all jobs defined in this workflow
 env:
   CI_BRANCH: ${{ github.head_ref || github.ref_name }}
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   # Job 1: Run docstring coverage
@@ -37,7 +32,7 @@ jobs:
 
     steps:
       - name: Check-out repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
@@ -51,7 +46,7 @@ jobs:
 
     steps:
       - name: Check-out repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
@@ -94,6 +89,6 @@ jobs:
 
   # Job 4: Build and publish dashboard (reusable workflow)
   run-reusable-workflows:
-    needs: [docstring-coverage, unit-tests-coverage, integration-tests-coverage] # depend on the previous jobs
+    needs: [docstring-coverage, unit-tests-coverage] # depend on the previous jobs
     uses: ./.github/workflows/dashboard.yml
     secrets: inherit
diff --git a/.github/workflows/dashboard.yml b/.github/workflows/dashboard.yml
index 68513427..573e3086 100644
--- a/.github/workflows/dashboard.yml
+++ b/.github/workflows/dashboard.yml
@@ -7,6 +7,10 @@ on:
 permissions:
   contents: read
 
+concurrency:
+  group: dashboard-publish-${{ github.repository }}
+  cancel-in-progress: false
+
 # Set the environment variables to be used in all jobs defined in this workflow
 env:
   CI_BRANCH: ${{ github.head_ref || github.ref_name }}
@@ -14,9 +18,6 @@ env:
   DEVELOP_BRANCH: develop
   REPO_OWNER: ${{ github.repository_owner }}
   REPO_NAME: ${{ github.event.repository.name }}
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   dashboard:
@@ -24,16 +25,20 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
 
+      # Install badgery into the active Pixi environment without modifying
+      # pixi.toml/pixi.lock. Using `pixi add` here re-solves the whole project
+      # and rebuilds the local editable package, which can cause intermittent
+      # Linux CI failures (`Text file busy`, os error 26).
       - name: Install badgery
         shell: bash
-        run: pixi add --pypi --git https://github.com/enhantica/badgery badgery
+        run: pixi run python -m pip install git+https://github.com/enhantica/badgery
 
       - name: Run docstring coverage and code complexity/maintainability checks
         run: |
@@ -84,22 +89,25 @@ jobs:
             ${{ github.event.repository.name }}
             dashboard
 
-      # Publish to external dashboard repository with retry logic.
+      # Push to external dashboard repository with retry logic.
       # Retry is needed to handle transient GitHub API/authentication issues
       # that occasionally cause 403 errors when multiple workflows push concurrently.
       # Uses personal_token (not github_token) as GITHUB_TOKEN cannot access external repos.
-      - name: Publish to main branch of ${{ github.repository }}
-        uses: Wandalen/wretry.action@v3.8.0
-        with:
-          attempt_limit: 3
-          attempt_delay: 15000 # 15 seconds between retries
-          action: peaceiris/actions-gh-pages@v4
-          with: |
-            publish_dir: ./_dashboard_publish
-            keep_files: true
-            external_repository: ${{ env.REPO_OWNER }}/dashboard
-            publish_branch: master
-            personal_token: ${{ steps.bot.outputs.token }}
+      - name:
+          Push to ${{ env.REPO_OWNER }}/dashboard/${{ env.REPO_NAME }}/${{ env.CI_BRANCH
+          }}
+        shell: bash
+        env:
+          DASHBOARD_COMMIT_MESSAGE: ${{ env.CI_BRANCH }}
+          DASHBOARD_GIT_USER_EMAIL:
+            ${{ vars.EASYSCIENCE_APP_ID }}+easyscience[bot]@users.noreply.github.com
+          DASHBOARD_PUSH_ATTEMPTS: '3'
+          DASHBOARD_PUSH_DELAY_SECONDS: '15'
+          DASHBOARD_PUBLISH_BRANCH: master
+          DASHBOARD_REMOTE_REPOSITORY: ${{ env.REPO_OWNER }}/dashboard
+          DASHBOARD_SOURCE_DIR: ./_dashboard_publish
+          DASHBOARD_TOKEN: ${{ steps.bot.outputs.token }}
+        run: bash ./.github/scripts/publish-dashboard.sh
 
       - name: Add dashboard link to summary
         run: |
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 4ab21da3..32c7aeac 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -27,12 +27,16 @@ on:
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
 
-# Allow only one concurrent deployment to gh-pages at a time.
-# All docs workflows share the same concurrency group to prevent race conditions
-# when multiple branches/tags trigger simultaneous deployments.
+# - Non-tagged pushes and pull requests all use `docs-dev` group, so
+#   they cancel each other.
+# - Tagged pushes use their own group like docs-v1.2.3, so they do not
+#   cancel non-tagged runs, and non-tagged runs do not cancel them.
 concurrency:
-  group: docs-gh-pages-deploy
-  cancel-in-progress: false
+  group: >-
+    ${{ startsWith(github.ref, 'refs/tags/v')
+      && format('docs-{0}', github.ref_name)
+      || 'docs-dev' }}
+  cancel-in-progress: true
 
 # Set the environment variables to be used in all jobs defined in this workflow
 env:
@@ -81,7 +85,7 @@ jobs:
       # Check out the repository source code.
       # Note: The gh-pages branch is fetched separately later for mike deployment.
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       # Activate dark mode to create documentation with Plotly charts in dark mode
       # Need a better solution to automatically switch the chart colour theme based on the mkdocs material switcher
@@ -107,11 +111,14 @@ jobs:
 
       # Build the static files for the documentation site for local inspection
       # Input: docs/ directory containing the Markdown files
-      # Output: site/ directory containing the generated HTML files
+      # Output: docs/site/ directory containing the generated HTML files
+      # Also verifies that mkdocstrings generated docs/site/objects.inv.
       - name: Build site for local check
-        run: pixi run docs-build-local
+        run: |
+          pixi run docs-build-local
+          pixi run docs-inventory-check
 
-      # Upload the static files from the site/ directory to be used for
+      # Upload the static files from the docs/site/ directory to be used for
       # local check
       - name: Upload built site as artifact
         uses: ./.github/actions/upload-artifact
diff --git a/.github/workflows/issues-labels.yml b/.github/workflows/issues-labels.yml
index ed9d1c8b..4fbf4fab 100644
--- a/.github/workflows/issues-labels.yml
+++ b/.github/workflows/issues-labels.yml
@@ -1,6 +1,5 @@
-# Verifies if an issue has at least one of the `[scope]` and one of the
-# `[priority]` labels. If not, the bot adds labels with a warning emoji
-# to indicate that those labels need to be added.
+# Verifies if the current issue has at least one `[scope]` label and one
+# `[priority]` label. If either is missing, the workflow adds a reminder label.
 
 name: Issue labels check
 
@@ -11,15 +10,8 @@ on:
 permissions:
   issues: write
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   check-labels:
-    if: github.actor != 'easyscience[bot]'
-
     runs-on: ubuntu-latest
 
     concurrency:
@@ -27,30 +19,22 @@ jobs:
       cancel-in-progress: true
 
     steps:
-      - name: Checkout repository
-        uses: actions/checkout@v5
-
-      - name: Setup easyscience[bot]
-        id: bot
-        uses: ./.github/actions/setup-easyscience-bot
+      - name: Ensure [scope] label
+        uses: Rindrics/expect-label-prefix@v1.2.1
         with:
-          app-id: ${{ vars.EASYSCIENCE_APP_ID }}
-          private-key: ${{ secrets.EASYSCIENCE_APP_KEY }}
-
-      - name: Check for required [scope] label
-        uses: trstringer/require-label-prefix@v1
-        with:
-          secret: ${{ steps.bot.outputs.token }}
-          prefix: '[scope]'
-          labelSeparator: ' '
-          addLabel: true
-          defaultLabel: '[scope] ⚠️ label needed'
-
-      - name: Check for required [priority] label
-        uses: trstringer/require-label-prefix@v1
+          repository_full_name: ${{ github.repository }}
+          token: ${{ github.token }}
+          label_prefix: '[scope]'
+          label_separator: ' '
+          add_label: 'true'
+          default_label: '[scope] ⚠️ label needed'
+
+      - name: Ensure [priority] label
+        uses: Rindrics/expect-label-prefix@v1.2.1
         with:
-          secret: ${{ steps.bot.outputs.token }}
-          prefix: '[priority]'
-          labelSeparator: ' '
-          addLabel: true
-          defaultLabel: '[priority] ⚠️ label needed'
+          repository_full_name: ${{ github.repository }}
+          token: ${{ github.token }}
+          label_prefix: '[priority]'
+          label_separator: ' '
+          add_label: 'true'
+          default_label: '[priority] ⚠️ label needed'
diff --git a/.github/workflows/lint-format.yml b/.github/workflows/lint-format.yml
index 7f2d7bba..8fb80763 100644
--- a/.github/workflows/lint-format.yml
+++ b/.github/workflows/lint-format.yml
@@ -34,9 +34,6 @@ permissions:
 # Set the environment variables to be used in all jobs defined in this workflow
 env:
   CI_BRANCH: ${{ github.head_ref || github.ref_name }}
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   lint-format:
@@ -44,7 +41,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
diff --git a/.github/workflows/pr-labels.yml b/.github/workflows/pr-labels.yml
index 642cd318..fcb8a78c 100644
--- a/.github/workflows/pr-labels.yml
+++ b/.github/workflows/pr-labels.yml
@@ -1,14 +1,9 @@
 # Verifies if a pull request has at least one label from a set of valid
 # labels before it can be merged.
 #
-# NOTE:
-# This workflow may be triggered twice in quick succession when a PR is
-# created:
-#   1) `opened`  — when the pull request is initially created
-#   2) `labeled` — if labels are added immediately after creation
-# (e.g. by manual labeling, another workflow, or GitHub App).
-#
-# These are separate GitHub events, so two workflow runs can be started.
+# The label validation is delegated to `mheap/github-action-required-labels`,
+# which checks the current PR labels via the GitHub API and can add or update a
+# PR comment when the required label set is missing.
 
 name: PR labels check
 
@@ -17,40 +12,34 @@ on:
     types: [opened, labeled, unlabeled, synchronize]
 
 permissions:
-  pull-requests: read
+  issues: write
+  pull-requests: write
 
 jobs:
   check-labels:
     runs-on: ubuntu-latest
 
     steps:
-      - name: Check for valid labels
-        run: |
-          PR_LABELS=$(echo '${{ toJson(github.event.pull_request.labels.*.name) }}' | jq -r '.[]')
-
-          echo "Current PR labels: $PR_LABELS"
-          VALID_LABELS=(
-            "[bot] release"
-            "[scope] bug"
-            "[scope] documentation"
-            "[scope] enhancement"
-            "[scope] maintenance"
-            "[scope] significant"
-          )
-
-          found=false
-          for label in "${VALID_LABELS[@]}"; do
-            if echo "$PR_LABELS" | grep -Fxq "$label"; then
-              echo "✅ Found valid label: $label"
-              found=true
-              break
-            fi
-          done
-
-          if [ "$found" = false ]; then
-            echo "ERROR: PR must have at least one of the following labels:"
-            for label in "${VALID_LABELS[@]}"; do
-              echo "       - $label"
-            done
-            exit 1
-          fi
+      - name: Checkout repository
+        uses: actions/checkout@v6
+
+      - name: Setup easyscience[bot]
+        id: bot
+        uses: ./.github/actions/setup-easyscience-bot
+        with:
+          app-id: ${{ vars.EASYSCIENCE_APP_ID }}
+          private-key: ${{ secrets.EASYSCIENCE_APP_KEY }}
+
+      - uses: mheap/github-action-required-labels@v5
+        with:
+          token: ${{ steps.bot.outputs.token }}
+          add_comment: true
+          mode: minimum
+          count: 1
+          labels: |
+            [bot] release
+            [scope] bug
+            [scope] documentation
+            [scope] enhancement
+            [scope] maintenance
+            [scope] significant
diff --git a/.github/workflows/pypi-publish.yml b/.github/workflows/pypi-publish.yml
index b03a4859..378a6103 100644
--- a/.github/workflows/pypi-publish.yml
+++ b/.github/workflows/pypi-publish.yml
@@ -10,11 +10,6 @@ on:
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   pypi-publish:
     runs-on: ubuntu-latest
@@ -25,7 +20,7 @@ jobs:
 
     steps:
       - name: Check-out repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0 # full history with tags to get the version number by versioningit
 
diff --git a/.github/workflows/pypi-test.yml b/.github/workflows/pypi-test.yml
index 6c3cb94e..ef7fd726 100644
--- a/.github/workflows/pypi-test.yml
+++ b/.github/workflows/pypi-test.yml
@@ -20,9 +20,6 @@ permissions:
 env:
   CI_BRANCH: ${{ github.head_ref || github.ref_name }}
   DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   # Job 1: Test installation from PyPI on multiple OS
@@ -35,7 +32,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
@@ -46,11 +43,15 @@ jobs:
           frozen: false
 
       - name: Init pixi project
-        run: pixi init EasyApplication
+        run:
+          pixi init --platform linux-64 --platform osx-arm64 --platform win-64
+          EasyApplication
 
-      - name: Set the minimum system requirements
+      - name: Configure pixi platforms
         working-directory: EasyApplication
-        run: pixi project system-requirements add macos 14.0
+        run: |
+          pixi workspace platform edit linux-64 --glibc 2.35 --no-install
+          pixi workspace platform edit osx-arm64 --macos 14.0 --no-install
 
       - name: Add Python 3.14 from Conda
         working-directory: EasyApplication
diff --git a/.github/workflows/release-notes.yml b/.github/workflows/release-notes.yml
index cdc0330c..fa3a4317 100644
--- a/.github/workflows/release-notes.yml
+++ b/.github/workflows/release-notes.yml
@@ -10,11 +10,6 @@ on:
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   draft-release-notes:
     permissions:
@@ -25,7 +20,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0 # full history with tags to get the version number
 
@@ -66,7 +61,7 @@ jobs:
           GITHUB_TOKEN: ${{ steps.bot.outputs.token }}
 
       - name: Create GitHub draft release
-        uses: softprops/action-gh-release@v2
+        uses: softprops/action-gh-release@v3
         with:
           draft: true
           tag_name: ${{ steps.draft.outputs.tag_name }}
diff --git a/.github/workflows/release-pr.yml b/.github/workflows/release-pr.yml
index 5694a2a0..3fa073b9 100644
--- a/.github/workflows/release-pr.yml
+++ b/.github/workflows/release-pr.yml
@@ -24,16 +24,13 @@ permissions:
 env:
   DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
   SOURCE_BRANCH: ${{ inputs.source_branch || 'develop' }}
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   create-pull-request:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout ${{ env.SOURCE_BRANCH }} branch
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ env.SOURCE_BRANCH }}
 
@@ -51,7 +48,7 @@ jobs:
           gh pr create \
             --base ${{ env.DEFAULT_BRANCH }} \
             --head ${{ env.SOURCE_BRANCH }} \
-            --title "Release: merge ${{ env.SOURCE_BRANCH }} into ${{ env.DEFAULT_BRANCH }}" \
+            --title "🎉 Release: merge ${{ env.SOURCE_BRANCH }} into ${{ env.DEFAULT_BRANCH }}" \
             --label "[bot] release" \
             --body "This PR is created automatically to trigger the release pipeline. It merges the accumulated changes from \`${{ env.SOURCE_BRANCH }}\` into \`${{ env.DEFAULT_BRANCH }}\`.
 
diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml
index a53e9afc..0f43db35 100644
--- a/.github/workflows/security.yml
+++ b/.github/workflows/security.yml
@@ -44,11 +44,6 @@ permissions:
   contents: read
   security-events: write
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   codeql:
     name: Code scanning
@@ -66,13 +61,13 @@ jobs:
       # focused on the active dev branch.
       - name: Checkout repository (scheduled → develop)
         if: ${{ github.event_name == 'schedule' }}
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: develop
 
       - name: Checkout repository
         if: ${{ github.event_name != 'schedule' }}
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Initialize CodeQL
         uses: github/codeql-action/init@v4
diff --git a/.github/workflows/test-trigger.yml b/.github/workflows/test-trigger.yml
index f4a39e93..440bae3c 100644
--- a/.github/workflows/test-trigger.yml
+++ b/.github/workflows/test-trigger.yml
@@ -10,18 +10,13 @@ on:
 permissions:
   contents: read
 
-# Opt into Node.js 24 for all JavaScript actions.
-# Remove once all referenced actions natively target Node 24.
-env:
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
-
 jobs:
   code-tests-trigger:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout develop branch
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: develop
 
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 313d9552..d84a3cdf 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -46,9 +46,6 @@ env:
   CI_BRANCH: ${{ github.head_ref || github.ref_name }}
   PY_VERSIONS: '3.12 3.14'
   PIXI_ENVS: 'py-312-env py-314-env'
-  # Opt into Node.js 24 for all JavaScript actions.
-  # Remove once all referenced actions natively target Node 24.
-  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
 
 jobs:
   # Job 1: Set up environment variables
@@ -83,7 +80,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up pixi
         uses: ./.github/actions/setup-pixi
@@ -187,7 +184,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Download package (incl. extras) from previous job
         uses: ./.github/actions/download-artifact
@@ -214,15 +211,16 @@ jobs:
             echo "🔹🔸🔹🔸🔹 Python: $py_ver 🔹🔸🔹🔸🔹"
 
             echo "Initializing pixi project"
-            pixi init EasyApplication_py$py_ver
+            pixi init --platform linux-64 --platform osx-arm64 --platform win-64 EasyApplication_py$py_ver
             cd EasyApplication_py$py_ver
 
+            echo "Configure pixi platforms"
+            pixi workspace platform edit linux-64 --glibc 2.35 --no-install
+            pixi workspace platform edit osx-arm64 --macos 14.0 --no-install
+
             echo "Adding Python $py_ver"
             pixi add "python=$py_ver"
 
-            echo "Setting macOS 14.0 as minimum required"
-            pixi project system-requirements add macos 14.0
-
             echo "Looking for wheel in ../dist/py$py_ver/"
             ls -l "../dist/py$py_ver/"
 
@@ -232,10 +230,10 @@ jobs:
               exit 1
             fi
 
-            whl_url="file://$(python -c 'import os,sys; print(os.path.abspath(sys.argv[1]))' "${whl_path[0]}")"
+            whl_abs_path="$(python -c 'import os,sys; print(os.path.abspath(sys.argv[1]))' "${whl_path[0]}")"
 
-            echo "Adding EasyApplication from: $whl_url"
-            pixi add --pypi "EasyApplication[dev] @ ${whl_url}"
+            echo "Adding EasyApplication from: $whl_abs_path"
+            pixi add --pypi "EasyApplication[dev] @ ${whl_abs_path}"
 
             echo "Exiting pixi project directory"
             cd ..
diff --git a/.prettierignore b/.prettierignore
index 71d6c650..87c7d03d 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -29,6 +29,9 @@ node_modules
 *.min.js
 *.min.css
 
+# Tox
+.tox
+
 # Misc
 .benchmarks
 .cache
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 0476c549..835f2d82 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -42,8 +42,7 @@ Please make sure you follow the EasyScience organization-wide
 If you are not planning to contribute code, you may want to:
 
 - 🐞 Report a bug — see [Reporting Issues](#11-reporting-issues)
-- 🛡 Report a security issue — see
-  [Security Issues](#12-security-issues)
+- 🛡 Report a security issue — see [Security Issues](#12-security-issues)
 - 💬 Ask a question or start a discussion at
   [Project Discussions](https://github.com/easyscience/gui-components/discussions)
 
diff --git a/codecov.yml b/codecov.yml
deleted file mode 100644
index f62b13ab..00000000
--- a/codecov.yml
+++ /dev/null
@@ -1,13 +0,0 @@
-# Codecov configuration
-# https://docs.codecov.com/docs/codecovyml-reference
-
-coverage:
-  status:
-    project:
-      default:
-        # Make project coverage informational (won't block PR)
-        informational: true
-    patch:
-      default:
-        # Require patch coverage but with threshold
-        threshold: 1%
diff --git a/docs/docs/assets/stylesheets/extra.css b/docs/docs/assets/stylesheets/extra.css
index a625be80..5bc1db12 100644
--- a/docs/docs/assets/stylesheets/extra.css
+++ b/docs/docs/assets/stylesheets/extra.css
@@ -200,7 +200,14 @@ label.md-nav__title[for="__drawer"] {
 
 /* Change the overall width of the page */
 .md-grid {
-  max-width: 1280px;
+  max-width: 116em;
+}
+
+/* Keep prose line length stable when sidebars are hidden at narrower widths */
+.md-main .md-content > .md-content__inner {
+  width: min(100%, 40.5em);
+  margin-left: auto !important;
+  margin-right: auto !important;
 }
 
 /* Needed for mkdocs-jupyter to show download and other buttons on top of the notebook */
diff --git a/examples/AdvancedPy/pyproject.toml b/examples/AdvancedPy/pyproject.toml
index 21e4c9d9..76493208 100644
--- a/examples/AdvancedPy/pyproject.toml
+++ b/examples/AdvancedPy/pyproject.toml
@@ -25,4 +25,4 @@ homepage = 'https://github.com/EasyScience/EasyApp/tree/master/examples/Advanced
 
 [tool.hatch.build.targets.wheel]
 packages = ['src/AdvancedPy']
-#artifacts = ['*.py', '*.qml', 'qmldir']
+# artifacts = ['*.py', '*.qml', 'qmldir']
diff --git a/pixi.lock b/pixi.lock
index b0365d96..3fbbc2ee 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,3424 +1,4008 @@
-version: 6
+version: 7
+platforms:
+- name: p1
+  subdir: linux-64
+  virtual-packages:
+  - __glibc=2.35
+  - __unix=0=0
+  - __linux=4.18
+  - __archspec=0=x86_64
+- name: p2
+  subdir: osx-arm64
+  virtual-packages:
+  - __osx=14.0
+  - __unix=0=0
+  - __archspec=0=m1
+- name: win-64
+  virtual-packages:
+  - __win=10.0
+  - __archspec=0=x86_64
 environments:
   default:
     channels:
+    - url: https://conda.anaconda.org/nodefaults/
     - url: https://conda.anaconda.org/conda-forge/
     indexes:
     - https://pypi.org/simple
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
-      linux-64:
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.13.0-pyhcf101f3_0.conda
+      p1:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-26.1.0-py314h89acca1_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py314hcd2bdb6_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.8-hebe6cf0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.1-py314h8d76f0c_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.22-py314hf3b331d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-h7cc23a3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-hbc21106_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260526.0-cxx17_h0dc7533_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.2.0-h39a168f_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-ha411449_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.2.0-h018ffa1_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h373387f_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-h280c20c_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.5-hd2095e1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.7.0-h81df57d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.2.0-he0feb66_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.68.1-h74cf4be_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpython-3.14.7-hdc7f604_106_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.22-hebe6cf0_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-h13e7031_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.52.1-h280c20c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.3-py314h67df5f8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/msgspec-0.21.1-py314h89acca1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-26.10.0-ha5cdc1e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.4-h781a0a9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.2.2-py314hfe1a184_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.7-hcd007b5_106_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py314h67df5f8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.2.0-py312h8a5ba0d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-2026.6.3-py314h7e8cd81_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.10-py314h89acca1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/wcwidth-0.9.1-py311h34ddc6a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-hebe6cf0_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h901266b_12.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.15.1-pyh5ded981_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py314h5bd0f2a_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.3.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-26.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.3.0-py314h680f03e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py314h3de4e8d_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.6-hb03c661_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py314h4a8dc5f_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.7.0-py314h680f03e_1.conda
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+  - typing-extensions>=4.14.1
+  - typing-inspection>=0.4.2
+  - email-validator>=2.0.0 ; extra == 'email'
+  - tzdata ; python_full_version >= '3.9' and sys_platform == 'win32' and extra == 'timezone'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+  name: nbmake
+  version: 1.5.5
+  sha256: c6fbe6e48b60cacac14af40b38bf338a3b88f47f085c54ac5b8639ff0babaf4b
+  requires_dist:
+  - ipykernel>=5.4.0
+  - nbclient>=0.6.6
+  - nbformat>=5.0.4
+  - pygments>=2.7.3
+  - pytest>=6.1.0
+  requires_python: '>=3.8.0'
+- pypi: https://files.pythonhosted.org/packages/ec/1e/32971905a7ab47f8b66866ed949fa48b104ba1c4a6fa57794c4f2c4b2cb8/markdown-3.11-py3-none-any.whl
+  name: markdown
+  version: '3.11'
+  sha256: cd6c89e7eb308c8b332ed673215a52d208a43f8bacc030b1419376129408719e
+  requires_dist:
+  - coverage ; extra == 'testing'
+  - pyyaml ; extra == 'testing'
+  - zensical==0.0.62 ; extra == 'docs'
+  - mdx-gh-links==0.4 ; extra == 'docs'
+  - mkdocstrings==1.0.6 ; extra == 'docs'
+  - mkdocstrings-python==1.16.8 ; extra == 'docs'
+  - pygments==2.21.0 ; extra == 'docs'
+  - pymdown-extensions==11.0.2 ; extra == 'docs'
+  - justhtml==3.11.2 ; extra == 'docs'
+  - ghp-import==2.1.0 ; extra == 'docs'
+  requires_python: '>=3.11'
+- pypi: https://files.pythonhosted.org/packages/f0/31/2aaabe7d03f395c7b6d955f09a4d1440a2c49920abea42fde88cacc2ef97/dunamai-1.26.2-py3-none-any.whl
+  name: dunamai
+  version: 1.26.2
+  sha256: 4234be3a90c3ec13ecf75d94a2248068e5a3018e8112892fcd9f3a1f287c9c32
+  requires_dist:
+  - importlib-metadata>=1.6.0 ; python_full_version < '3.8'
+  - packaging>=20.9
+  requires_python: '>=3.5'
+- pypi: https://files.pythonhosted.org/packages/f1/d9/7fb5aa316bc299258e68c73ba3bddbc499654a07f151cba08f6153988714/pathspec-1.1.1-py3-none-any.whl
+  name: pathspec
+  version: 1.1.1
+  sha256: a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
+  requires_dist:
+  - hyperscan>=0.7 ; extra == 'hyperscan'
+  - typing-extensions>=4 ; extra == 'optional'
+  - google-re2>=1.1 ; extra == 're2'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f3/6e/1736e5b4ae2b778ef2f81c47d797de9f891d4d8acb047a24ca37a60294dd/pip-26.2.1-py3-none-any.whl
+  name: pip
+  version: 26.2.1
+  sha256: 71138adf1f4ca900cdb7d289c21b7494329f2332b6d85f0e1c42108c0384ed3e
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/f4/88/360064c4c7d9d0664561dae03b74c871d2f5332b329f5c99f1c997fb869a/chardet-7.6.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: chardet
+  version: 7.6.0
+  sha256: cedbc584789eb2edfde20fd03669972a833ce6019e60014ae613f9bfc440e8e3
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/f4/a4/61adb19f3c74b0dc0e411de4f06ebef564b1f179928f9dffcbd4b378f2ef/jupyter_notebook_parser-0.1.4-py2.py3-none-any.whl
+  name: jupyter-notebook-parser
+  version: 0.1.4
+  sha256: 27b3b67cf898684e646d569f017cb27046774ad23866cb0bdf51d5f76a46476b
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+  name: py
+  version: 1.11.0
+  sha256: 607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
+- pypi: https://files.pythonhosted.org/packages/f7/3c/60674207246bc0a4009d2391b7c7251c7159f279c8d2ab8aae8ef46f3dee/pydantic_core-2.46.5-cp314-cp314-win_amd64.whl
+  name: pydantic-core
+  version: 2.46.5
+  sha256: fa10ef4112775900e7a0661068635eb67b2ab824fbde764de6e0e21982a93db0
+  requires_dist:
+  - typing-extensions>=4.14.1
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
+  name: ghp-import
+  version: 2.1.0
+  sha256: 8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619
+  requires_dist:
+  - python-dateutil>=2.8.1
+  - twine ; extra == 'dev'
+  - markdown ; extra == 'dev'
+  - flake8 ; extra == 'dev'
+  - wheel ; extra == 'dev'
+- pypi: https://files.pythonhosted.org/packages/fa/70/fffc9613501877c0a10a1ef73a165e6ded3e53f6e7502227fef56d973933/identify-2.6.20-py2.py3-none-any.whl
+  name: identify
+  version: 2.6.20
+  sha256: 6a16b69b93187244e0548cbfd25b3e4a6f9a7a2ad784625c3bec2b8d27b81aaa
+  requires_dist:
+  - ukkonen ; extra == 'license'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/fb/c1/08bf6594101b42fc88834009f1dac59a983c5b6805c62c5081f077d09b4a/pyside6_addons-6.11.2-cp310-abi3-win_amd64.whl
+  name: pyside6-addons
+  version: 6.11.2
+  sha256: f449ea4431da20e7b86752cca8d166f93434516fe417f981c27e5f8e1b554407
+  requires_dist:
+  - shiboken6==6.11.2
+  - pyside6-essentials==6.11.2
+  requires_python: '>=3.10,<3.15'
diff --git a/pixi.toml b/pixi.toml
index 490fcc43..ac0b93cd 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -1,94 +1,95 @@
-#######################
-# ENVIRONMENT VARIABLES
-#######################
-
-# Platform-independent
-
-[activation.env]
-PYTHONIOENCODING = 'utf-8'
-
-# Platform-specific
-
-# Ensures the main package is used from the source code during
-# development, even if main package is installed in editable mode
-# via uv. This is important because `pixi update` might replace
-# the installed version with the latest released version.
-
-# Unix/macOS
-[target.unix.activation.env]
-PYTHONPATH = "${PIXI_PROJECT_ROOT}/src${PYTHONPATH:+:${PYTHONPATH}}"
-
-# Windows
-[target.win.activation.env]
-PYTHONPATH = "${PIXI_PROJECT_ROOT}/src;%PYTHONPATH%"
-
 ###########
 # WORKSPACE
 ###########
 
 [workspace]
-
 # Supported platforms for the lock file (pixi.lock)
-platforms = ['win-64', 'linux-64', 'osx-arm64']
+platforms = [
+  'win-64',
+  # Set minimum supported version for glibc to be 2.35 to ensure packages
+  # like `crysfml` that only have wheels for glibc 2.35+
+  # (manylinux_2_35_x86_64) are used.
+  # libc = { family = 'glibc', version = '2.35' }
+  { platform = 'linux-64', glibc = '2.35' },
+  # Set minimum supported version for macOS to be 14.0 to ensure packages
+  # like `scipp` that only have wheels for macOS 14.0+ (macosx_14_0_arm64)
+  # are used instead of building from source. This is a workaround for
+  # Pixi, see https://github.com/prefix-dev/pixi/issues/5667
+  { platform = 'osx-arm64', macos = '14.0' },
+]
 
 # Channels for fetching packages
-channels = ['conda-forge']
-
-#####################
-# SYSTEM REQUIREMENTS
-#####################
-
-[system-requirements]
-
-# Set minimum supported version for macOS to be 14.0 to ensure packages
-# like `skipp` that only have wheels for macOS 14.0+ (macosx_14_0_arm64)
-# are used instead of building from source. This is a workaround for
-# Pixi, see https://github.com/prefix-dev/pixi/issues/5667
-macos = '14.0'
+channels = ['nodefaults', 'conda-forge']
 
 ##########
 # FEATURES
 ##########
 
-# Default feature configuration
+# Default features:
 
-[dependencies]
-nodejs = '*'      # Required for Prettier (non-Python formatting)
-jupyterlab = '*'  # Jupyter notebooks
-pixi-kernel = '*' # Pixi Jupyter kernel
+[activation.env]
+PYTHONIOENCODING = 'utf-8'
 
-[pypi-dependencies] # == [feature.default.pypi-dependencies]
-#pip = '*' # Native package installer
-EasyApplication = { path = '.', editable = true, extras = ['dev'] }
+# Non-default features:
 
-# Specific features: Set specific Python versions
+# Set specific Python versions to be used in CI testing.
 
 [feature.py-min.dependencies]
 python = '3.12.*'
+
 [feature.py-max.dependencies]
 python = '3.14.*'
 
+# Development dependencies for local development and testing with
+# editable installations.
+
+[feature.dev.dependencies]
+nodejs = '*'       # Required for Prettier (non-Python formatting)
+jupyterlab = '*'   # Jupyter notebooks
+ipython = '*'      # Interactive Python shell
+pixi-kernel = '*'  # Pixi Jupyter kernel
+
+[feature.dev.pypi-dependencies]
+pip = '*'
+EasyApplication = { path = '.', editable = true, extras = ['dev'] }
+
+# User-like behavior for testing with pip-installed dependencies instead
+# of editable installations.
+
+[feature.user.dependencies]
+jupyterlab = '*'   # Jupyter notebooks
+ipython = '*'      # Interactive Python shell
+pixi-kernel = '*'  # Pixi Jupyter kernel
+
+[feature.user.pypi-dependencies]
+pip = '*'
+EasyApplication = '*'
+
 ##############
 # ENVIRONMENTS
 ##############
 
 [environments]
-
 # The `default` feature is always included in all environments.
 # Additional features can be specified per environment.
-py-312-env = { features = ['py-min'] }
-py-314-env = { features = ['py-max'] }
 
-# The `default` environment is always created and includes the `default` feature.
-# It does not need to be specified explicitly unless non-default features are included.
-default = { features = ['py-max'] }
+# Specific environments for CI testing with different Python versions.
+py-312-env = { features = ['py-min', 'dev'] }
+py-314-env = { features = ['py-max', 'dev'] }
+
+# The `default` environment is developer-oriented for local development
+# and testing with editable installation of the current package.
+default = { features = ['py-max', 'dev'] }
+
+# The `user` environment allows testing with pip-installed dependencies
+# instead of editable installation of the current package.
+user = { features = ['py-max', 'user'] }
 
 #######
 # TASKS
 #######
 
 [tasks]
-
 ##################
 # 🧪 Testing Tasks
 ##################
@@ -169,8 +170,9 @@ docs-serve = 'pixi run docs-pre serve -f docs/mkdocs.yml'
 docs-serve-dirty = 'pixi run docs-serve --dirty'
 docs-build = 'pixi run docs-pre build -f docs/mkdocs.yml'
 docs-build-local = 'pixi run docs-build --no-directory-urls'
+docs-inventory-check = 'python -c "from pathlib import Path; p = Path(\"docs/site/objects.inv\"); raise SystemExit(0 if p.is_file() and p.stat().st_size > 0 else \"missing or empty docs/site/objects.inv\")"'
 
-docs-deploy-pre = 'mike deploy -F docs/mkdocs.yml --push --branch gh-pages --update-aliases --alias-type redirect'
+docs-deploy-pre = 'mike deploy -F docs/mkdocs.yml --push --branch gh-pages --update-aliases --alias-type copy'
 docs-set-default-pre = 'mike set-default -F docs/mkdocs.yml --push --branch gh-pages'
 
 docs-update-assets = 'python tools/update_docs_assets.py'
@@ -247,7 +249,7 @@ clean-pycache = "find . -type d -name '__pycache__' -prune -exec rm -rf '{}' +"
 post-install = { depends-on = [
   'npm-config',
   'prettier-install',
-  #'pre-commit-setup',
+  # 'pre-commit-setup',
 ] }
 
 ##########################
diff --git a/prettierrc.toml b/prettierrc.toml
index b98c86eb..101d110c 100644
--- a/prettierrc.toml
+++ b/prettierrc.toml
@@ -1,22 +1,26 @@
 plugins = [
-  "prettier-plugin-toml", # use the TOML plugin
+  'prettier-plugin-toml',  # use the TOML plugin
 ]
 
-endOfLine = 'lf'     # change line endings to LF
-proseWrap = 'always' # change wrapping in Markdown files
-semi = false         # remove semicolons
-singleQuote = true   # use single quotes instead of double quotes
-tabWidth = 2         # change tab width to 2 spaces
-useTabs = false      # use spaces instead of tabs
+endOfLine = 'lf'      # change line endings to LF
+proseWrap = 'always'  # change wrapping in Markdown files
+semi = false          # remove semicolons
+singleQuote = true    # use single quotes instead of double quotes
+tabWidth = 2          # change tab width to 2 spaces
+useTabs = false       # use spaces instead of tabs
 
-printWidth = 79 # wrap lines at 79 characters
+printWidth = 79                  # wrap lines at 79 characters
+trailingCommentAlignment = true  # align trailing comments in TOML files
+trailingCommentSpaceWidth = 2    # use at least 2 spaces before trailing comments
 
 [[overrides]]
-files = ["*.md"]
+files = ['*.md']
+
 [overrides.options]
-printWidth = 72 # wrap Markdown files at 72 characters
+printWidth = 72  # wrap Markdown files at 72 characters
 
 [[overrides]]
-files = ["*.yml", "*.yaml"]
+files = ['*.yml', '*.yaml']
+
 [overrides.options]
-printWidth = 88 # wrap YAML files at 88 characters
+printWidth = 88  # wrap YAML files at 88 characters
diff --git a/pyproject.toml b/pyproject.toml
index 53298d15..3ba7953a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@
 
 [project]
 name = 'EasyApplication'
-dynamic = ['version'] # Use versioningit to manage the version
+dynamic = ['version']                                                  # Use versioningit to manage the version
 description = 'Qt/QML components for building graphical applications'
 authors = [{ name = 'EasyScience contributors' }]
 readme = 'README.md'
@@ -23,43 +23,43 @@ classifiers = [
 ]
 requires-python = '>=3.12'
 dependencies = [
-  'numpy',   # Scientific computing library
-  'PySide6', # Qt for Python
+  'numpy',                                                             # Scientific computing library
+  'PySide6',                                                           # Qt for Python
 ]
 
 [project.optional-dependencies]
 dev = [
-  'GitPython',                       # Interact with Git repositories
-  'build',                           # Building the package
-  'pre-commit',                      # Pre-commit hooks
-  'jinja2',                          # Templating
-  'nbmake',                          # Building notebooks
-  'nbstripout',                      # Strip output from notebooks
-  'nbqa',                            # Linting and formatting notebooks
-  'pytest',                          # Testing
-  'pytest-cov',                      # Test coverage
-  'pytest-xdist',                    # Enable parallel testing
-  'ruff',                            # Linting and formatting code
-  'radon',                           # Code complexity and maintainability
-  'validate-pyproject[all]',         # Validate pyproject.toml
-  'versioningit',                    # Automatic versioning from git tags
-  'jupytext',                        # Jupyter notebook text format support
-  'jupyterquiz',                     # Quizzes in Jupyter notebooks
-  'pydoclint',                       # Docstring linter
-  'format-docstring',                # Docstring formatter
-  'docstripy',                       # Convert docstrings to other formats
-  'interrogate',                     # Docstring coverage checker
-  'copier',                          # Template management
-  'mike',                            # MkDocs: Versioned documentation support
-  'mkdocs',                          # Static site generator
-  'mkdocs-material',                 # Documentation framework on top of MkDocs
-  'mkdocs-autorefs',                 # MkDocs: Auto-references support
-  'mkdocs-jupyter',                  # MkDocs: Jupyter notebook support
-  'mkdocs-plugin-inline-svg',        # MkDocs: Inline SVG support
-  'mkdocs-markdownextradata-plugin', # MkDocs: Markdown extra data support, such as global variables
-  'mkdocstrings-python',             # MkDocs: Python docstring support
-  'pyyaml',                          # YAML parser
-  'spdx-headers',                    # SPDX license header validation
+  'GitPython',                        # Interact with Git repositories
+  'build',                            # Building the package
+  'pre-commit',                       # Pre-commit hooks
+  'jinja2',                           # Templating
+  'nbmake',                           # Building notebooks
+  'nbstripout',                       # Strip output from notebooks
+  'nbqa',                             # Linting and formatting notebooks
+  'pytest',                           # Testing
+  'pytest-cov',                       # Test coverage
+  'pytest-xdist',                     # Enable parallel testing
+  'ruff',                             # Linting and formatting code
+  'radon',                            # Code complexity and maintainability
+  'validate-pyproject[all]',          # Validate pyproject.toml
+  'versioningit',                     # Automatic versioning from git tags
+  'jupytext',                         # Jupyter notebook text format support
+  'jupyterquiz',                      # Quizzes in Jupyter notebooks
+  'pydoclint',                        # Docstring linter
+  'format-docstring',                 # Docstring formatter
+  'docstripy',                        # Convert docstrings to other formats
+  'interrogate',                      # Docstring coverage checker
+  'copier',                           # Template management
+  'mike',                             # MkDocs: Versioned documentation support
+  'mkdocs',                           # Static site generator
+  'mkdocs-material',                  # Documentation framework on top of MkDocs
+  'mkdocs-autorefs',                  # MkDocs: Auto-references support
+  'mkdocs-jupyter',                   # MkDocs: Jupyter notebook support
+  'mkdocs-plugin-inline-svg',         # MkDocs: Inline SVG support
+  'mkdocs-markdownextradata-plugin',  # MkDocs: Markdown extra data support, such as global variables
+  'mkdocstrings-python',              # MkDocs: Python docstring support
+  'pyyaml',                           # YAML parser
+  'spdx-headers',                     # SPDX license header validation
 ]
 
 [project.urls]
@@ -91,7 +91,7 @@ packages = ['src/EasyApplication']
 allow-direct-references = true
 
 [tool.hatch.version]
-source = 'versioningit' # Use versioningit to manage the version
+source = 'versioningit'  # Use versioningit to manage the version
 
 ################################
 # Configuration for versioningit
@@ -107,9 +107,9 @@ source = 'versioningit' # Use versioningit to manage the version
 # pixi.lock update without any changes to the source code.
 
 [tool.versioningit.format]
-distance = '{base_version}+dev{distance}'            # example: 1.2.3.post4+dev3
-dirty = '{base_version}+dirty{distance}'             # example: 0.5.8+dirty3
-distance-dirty = '{base_version}+devdirty{distance}' # example: 0.5.8+devdirty3
+distance = '{base_version}+dev{distance}'             # example: 1.2.3.post4+dev3
+dirty = '{base_version}+dirty{distance}'              # example: 0.5.8+dirty3
+distance-dirty = '{base_version}+devdirty{distance}'  # example: 0.5.8+devdirty3
 
 # Configure how versioningit detects versions from Git
 # - 'match' ensures it only considers tags starting with 'v'
@@ -127,9 +127,9 @@ default-tag = 'v999.0.0'
 # https://interrogate.readthedocs.io/en/latest/
 
 [tool.interrogate]
-fail-under = 0 # Minimum docstring coverage percentage to pass
+fail-under = 0  # Minimum docstring coverage percentage to pass
 verbose = 1
-#exclude = ['src/**/__init__.py']
+# exclude = ['src/**/__init__.py']
 
 #######################################
 # Configuration for coverage/pytest-cov
@@ -139,13 +139,13 @@ verbose = 1
 # https://coverage.readthedocs.io/en/latest/
 
 [tool.coverage.run]
-branch = true    # Measure branch coverage as well
-source = ['src'] # Limit coverage to the source code directory
+branch = true     # Measure branch coverage as well
+source = ['src']  # Limit coverage to the source code directory
 
 [tool.coverage.report]
-show_missing = true  # Show missing lines
-skip_covered = false # Skip files with 100% coverage in the report
-fail_under = 0       # Minimum coverage percentage to pass
+show_missing = true   # Show missing lines
+skip_covered = false  # Skip files with 100% coverage in the report
+fail_under = 0        # Minimum coverage percentage to pass
 
 ##########################
 # Configuration for pytest
@@ -169,104 +169,107 @@ testpaths = ['tests']
 [tool.ruff]
 exclude = ['tmp']
 indent-width = 4
-line-length = 99  # See also `max-line-length` in [tool.ruff.lint.pycodestyle]
-preview = true    # Enable new rules that are not yet stable, like DOC
+line-length = 99   # See also `max-line-length` in [tool.ruff.lint.pycodestyle]
+preview = true     # Enable new rules that are not yet stable, like DOC
 
 # Formatting options for Ruff
 
 [tool.ruff.format]
-docstring-code-format = true    # Whether to format code snippets in docstrings
-docstring-code-line-length = 72 # Line length for code snippets in docstrings
-indent-style = 'space'          # PEP 8 recommends using spaces over tabs
-quote-style = 'single'          # But double quotes in docstrings (PEP 8, PEP 257)
+docstring-code-format = true     # Whether to format code snippets in docstrings
+docstring-code-line-length = 72  # Line length for code snippets in docstrings
+indent-style = 'space'           # PEP 8 recommends using spaces over tabs
+quote-style = 'single'           # But double quotes in docstrings (PEP 8, PEP 257)
 
 # Linting rules to use with Ruff
 
 [tool.ruff.lint]
 select = [
   # Various rules
-  #'C90',  # https://docs.astral.sh/ruff/rules/#mccabe-c90
-  #'D',   # https://docs.astral.sh/ruff/rules/#pydocstyle-d
-  'F', # https://docs.astral.sh/ruff/rules/#pyflakes-f
-  #'FLY',  # https://docs.astral.sh/ruff/rules/#flynt-fly
-  #'FURB', # https://docs.astral.sh/ruff/rules/#refurb-furb
-  'I', # https://docs.astral.sh/ruff/rules/#isort-i
-  #'N',    # https://docs.astral.sh/ruff/rules/#pep8-naming-n
-  #'NPY',  # https://docs.astral.sh/ruff/rules/#numpy-specific-rules-npy
-  #'PGH',  # https://docs.astral.sh/ruff/rules/#pygrep-hooks-pgh
-  #'PERF', # https://docs.astral.sh/ruff/rules/#perflint-perf
-  #'RUF',  # https://docs.astral.sh/ruff/rules/#ruff-specific-rules-ruf
-  #'TRY',  # https://docs.astral.sh/ruff/rules/#tryceratops-try
-  #'UP',   # https://docs.astral.sh/ruff/rules/#pyupgrade-up
+  # 'C90',  # https://docs.astral.sh/ruff/rules/#mccabe-c90
+  # 'D',   # https://docs.astral.sh/ruff/rules/#pydocstyle-d
+  'F',      # https://docs.astral.sh/ruff/rules/#pyflakes-f
+  # 'FLY',  # https://docs.astral.sh/ruff/rules/#flynt-fly
+  # 'FURB', # https://docs.astral.sh/ruff/rules/#refurb-furb
+  'I',      # https://docs.astral.sh/ruff/rules/#isort-i
+  # 'N',    # https://docs.astral.sh/ruff/rules/#pep8-naming-n
+  # 'NPY',  # https://docs.astral.sh/ruff/rules/#numpy-specific-rules-npy
+  # 'PGH',  # https://docs.astral.sh/ruff/rules/#pygrep-hooks-pgh
+  # 'PERF', # https://docs.astral.sh/ruff/rules/#perflint-perf
+  # 'RUF',  # https://docs.astral.sh/ruff/rules/#ruff-specific-rules-ruf
+  # 'TRY',  # https://docs.astral.sh/ruff/rules/#tryceratops-try
+  # 'UP',   # https://docs.astral.sh/ruff/rules/#pyupgrade-up
   # pycodestyle (E, W) rules
-  'E', # https://docs.astral.sh/ruff/rules/#error-e
-  'W', # https://docs.astral.sh/ruff/rules/#warning-w
+  'E',      # https://docs.astral.sh/ruff/rules/#error-e
+  'W',      # https://docs.astral.sh/ruff/rules/#warning-w
   # Pylint (PL) rules
-  #'PLC', # https://docs.astral.sh/ruff/rules/#convention-plc
-  #'PLE', # https://docs.astral.sh/ruff/rules/#error-ple
-  #'PLR', # https://docs.astral.sh/ruff/rules/#refactor-plr
-  #'PLW', # https://docs.astral.sh/ruff/rules/#warning-plw
+  # 'PLC', # https://docs.astral.sh/ruff/rules/#convention-plc
+  # 'PLE', # https://docs.astral.sh/ruff/rules/#error-ple
+  # 'PLR', # https://docs.astral.sh/ruff/rules/#refactor-plr
+  # 'PLW', # https://docs.astral.sh/ruff/rules/#warning-plw
   # flake8 rules
-  #'A',     # https://docs.astral.sh/ruff/rules/#flake8-builtins-a
-  #'ANN',   # https://docs.astral.sh/ruff/rules/#flake8-annotations-ann
-  #'ARG',   # https://docs.astral.sh/ruff/rules/#flake8-unused-arguments-arg
-  #'ASYNC', # https://docs.astral.sh/ruff/rules/#flake8-async-async
-  #'B',     # https://docs.astral.sh/ruff/rules/#flake8-bugbear-b
-  #'BLE',   # https://docs.astral.sh/ruff/rules/#flake8-blind-except-ble
-  #'C4',    # https://docs.astral.sh/ruff/rules/#flake8-comprehensions-c4
-  #'COM',   # https://docs.astral.sh/ruff/rules/#flake8-commas-com
-  #'DTZ',   # https://docs.astral.sh/ruff/rules/#flake8-datetimez-dtz
-  #'EM',    # https://docs.astral.sh/ruff/rules/#flake8-errmsg-em
-  #'FA',    # https://docs.astral.sh/ruff/rules/#flake8-future-annotations-fa
-  #'FBT',   # https://docs.astral.sh/ruff/rules/#flake8-boolean-trap-fbt
-  #'FIX',   # https://docs.astral.sh/ruff/rules/#flake8-fixme-fix
-  #'G',     # https://docs.astral.sh/ruff/rules/#flake8-logging-format-g
-  #'ICN',   # https://docs.astral.sh/ruff/rules/#flake8-import-conventions-icn
-  #'INP',   # https://docs.astral.sh/ruff/rules/#flake8-no-pep420-inp
-  #'ISC',   # https://docs.astral.sh/ruff/rules/#flake8-implicit-str-concat-isc
-  #'LOG',   # https://docs.astral.sh/ruff/rules/#flake8-logging-log
-  #'PIE',   # https://docs.astral.sh/ruff/rules/#flake8-pie-pie
-  #'PT',    # https://docs.astral.sh/ruff/rules/#flake8-pytest-style-pt
-  #'PTH',   # https://docs.astral.sh/ruff/rules/#flake8-use-pathlib-pth
-  #'PYI',   # https://docs.astral.sh/ruff/rules/#flake8-pyi-pyi
-  #'RET',   # https://docs.astral.sh/ruff/rules/#flake8-return-ret
-  #'RSE',   # https://docs.astral.sh/ruff/rules/#flake8-raise-rse
-  'S', # https://docs.astral.sh/ruff/rules/#flake8-bandit-s
-  #'SIM',   # https://docs.astral.sh/ruff/rules/#flake8-simplify-sim
-  #'SLF',   # https://docs.astral.sh/ruff/rules/#flake8-self-slf
-  #'SLOT',  # https://docs.astral.sh/ruff/rules/#flake8-slots-slot
-  #'T20',   # https://docs.astral.sh/ruff/rules/#flake8-print-t20
-  #'TC',    # https://docs.astral.sh/ruff/rules/#flake8-type-checking-tc
-  #'TD',    # https://docs.astral.sh/ruff/rules/#flake8-todos-td
-  #'TID',   # https://docs.astral.sh/ruff/rules/#flake8-tidy-imports-tid
+  # 'A',     # https://docs.astral.sh/ruff/rules/#flake8-builtins-a
+  # 'ANN',   # https://docs.astral.sh/ruff/rules/#flake8-annotations-ann
+  # 'ARG',   # https://docs.astral.sh/ruff/rules/#flake8-unused-arguments-arg
+  # 'ASYNC', # https://docs.astral.sh/ruff/rules/#flake8-async-async
+  # 'B',     # https://docs.astral.sh/ruff/rules/#flake8-bugbear-b
+  # 'BLE',   # https://docs.astral.sh/ruff/rules/#flake8-blind-except-ble
+  # 'C4',    # https://docs.astral.sh/ruff/rules/#flake8-comprehensions-c4
+  # 'COM',   # https://docs.astral.sh/ruff/rules/#flake8-commas-com
+  # 'DTZ',   # https://docs.astral.sh/ruff/rules/#flake8-datetimez-dtz
+  # 'EM',    # https://docs.astral.sh/ruff/rules/#flake8-errmsg-em
+  # 'FA',    # https://docs.astral.sh/ruff/rules/#flake8-future-annotations-fa
+  # 'FBT',   # https://docs.astral.sh/ruff/rules/#flake8-boolean-trap-fbt
+  # 'FIX',   # https://docs.astral.sh/ruff/rules/#flake8-fixme-fix
+  # 'G',     # https://docs.astral.sh/ruff/rules/#flake8-logging-format-g
+  # 'ICN',   # https://docs.astral.sh/ruff/rules/#flake8-import-conventions-icn
+  # 'INP',   # https://docs.astral.sh/ruff/rules/#flake8-no-pep420-inp
+  # 'ISC',   # https://docs.astral.sh/ruff/rules/#flake8-implicit-str-concat-isc
+  # 'LOG',   # https://docs.astral.sh/ruff/rules/#flake8-logging-log
+  # 'PIE',   # https://docs.astral.sh/ruff/rules/#flake8-pie-pie
+  # 'PT',    # https://docs.astral.sh/ruff/rules/#flake8-pytest-style-pt
+  # 'PTH',   # https://docs.astral.sh/ruff/rules/#flake8-use-pathlib-pth
+  # 'PYI',   # https://docs.astral.sh/ruff/rules/#flake8-pyi-pyi
+  # 'RET',   # https://docs.astral.sh/ruff/rules/#flake8-return-ret
+  # 'RSE',   # https://docs.astral.sh/ruff/rules/#flake8-raise-rse
+  'S',      # https://docs.astral.sh/ruff/rules/#flake8-bandit-s
+  # 'SIM',   # https://docs.astral.sh/ruff/rules/#flake8-simplify-sim
+  # 'SLF',   # https://docs.astral.sh/ruff/rules/#flake8-self-slf
+  # 'SLOT',  # https://docs.astral.sh/ruff/rules/#flake8-slots-slot
+  # 'T20',   # https://docs.astral.sh/ruff/rules/#flake8-print-t20
+  # 'TC',    # https://docs.astral.sh/ruff/rules/#flake8-type-checking-tc
+  # 'TD',    # https://docs.astral.sh/ruff/rules/#flake8-todos-td
+  # 'TID',   # https://docs.astral.sh/ruff/rules/#flake8-tidy-imports-tid
 ]
 
 # Exceptions to the linting rules
 
 # Ignore specific rules globally
 ignore = [
-  'COM812', # https://docs.astral.sh/ruff/rules/missing-trailing-comma/
+  'COM812',  # https://docs.astral.sh/ruff/rules/missing-trailing-comma/
   # The following is replaced by 'D'/[tool.ruff.lint.pydocstyle] and [tool.pydoclint]
-  'DOC', # https://docs.astral.sh/ruff/rules/#pydoclint-doc
+  'DOC',     # https://docs.astral.sh/ruff/rules/#pydoclint-doc
   # Disable, as [tool.format_docstring] split one-line docstrings into the canonical multi-line layout
-  'D200', # https://docs.astral.sh/ruff/rules/unnecessary-multiline-docstring/
+  'D200',    # https://docs.astral.sh/ruff/rules/unnecessary-multiline-docstring/
 ]
 
 # Ignore specific rules in certain files or directories
 [tool.ruff.lint.per-file-ignores]
 '*/__init__.py' = [
-  'F401', # re-exports are intentional in __init__.py
+  'F401',                     # re-exports are intentional in __init__.py
 ]
 'tests/**' = [
-  'ANN',    # https://docs.astral.sh/ruff/rules/#flake8-annotations-ann
-  'D',      # https://docs.astral.sh/ruff/rules/#pydocstyle-d
-  'DOC',    # https://docs.astral.sh/ruff/rules/#pydoclint-doc
-  'INP001', # https://docs.astral.sh/ruff/rules/implicit-namespace-package/
-  'S101',   # https://docs.astral.sh/ruff/rules/assert/
+  'ANN',                      # https://docs.astral.sh/ruff/rules/#flake8-annotations-ann
+  'D',                        # https://docs.astral.sh/ruff/rules/#pydocstyle-d
+  'DOC',                      # https://docs.astral.sh/ruff/rules/#pydoclint-doc
+  'INP001',                   # https://docs.astral.sh/ruff/rules/implicit-namespace-package/
+  'S101',                     # https://docs.astral.sh/ruff/rules/assert/
 ]
 'docs/**' = [
-  'INP001', # https://docs.astral.sh/ruff/rules/implicit-namespace-package/
-  'T201',   # https://docs.astral.sh/ruff/rules/print/
+  'INP001',                   # https://docs.astral.sh/ruff/rules/implicit-namespace-package/
+  'T201',                     # https://docs.astral.sh/ruff/rules/print/
+]
+'docs/docs/tutorials/**' = [
+  'E402',                     # https://docs.astral.sh/ruff/rules/module-import-not-at-top-of-file/
 ]
 
 # Specific options for certain rules
@@ -288,7 +291,7 @@ max-complexity = 10
 # https://peps.python.org/pep-0008/#maximum-line-length
 # Use 99 characters as the project-wide maximum for regular code lines.
 # Use 72 characters for docstrings.
-max-line-length = 99 # See also `line-length` in [tool.ruff]
+max-line-length = 99  # See also `line-length` in [tool.ruff]
 max-doc-length = 72
 
 [tool.ruff.lint.pydocstyle]
@@ -315,7 +318,7 @@ max-positional-args = 6
 # the parameter declarations in the code (in function's signature).
 
 [tool.pydoclint]
-exclude = '\.'              # Temporarily disable pydoclint until we are ready
+exclude = '\.'               # Temporarily disable pydoclint until we are ready
 style = 'numpy'
 check-style-mismatch = true
 check-arg-defaults = true
@@ -329,7 +332,7 @@ allow-init-docstring = true
 # https://github.com/jsh9/format-docstring
 
 [tool.format_docstring]
-exclude = '\.'            # Temporarily disable format-docstring until we are ready
+exclude = '\.'             # Temporarily disable format-docstring until we are ready
 docstring_style = 'numpy'
 line_length = 72
 fix_rst_backticks = true
diff --git a/tools/test_scripts.py b/tools/test_scripts.py
deleted file mode 100644
index e24b28e2..00000000
--- a/tools/test_scripts.py
+++ /dev/null
@@ -1,57 +0,0 @@
-# SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
-# SPDX-License-Identifier: BSD-3-Clause
-"""Test runner for tutorial scripts in the 'tutorials' directory.
-
-This test discovers and executes all Python scripts located under the
-'tutorials' directory to ensure they run without errors.
-
-Important: each script must be executed in a fresh Python process.
-Running many tutorials in-process (e.g. via runpy) leaks global state
-between scripts (notably cached calculator dictionaries keyed only by
-model/experiment names), which can cause false failures.
-"""
-
-import os
-import subprocess  # noqa: S404
-import sys
-from pathlib import Path
-
-import pytest
-
-_repo_root = Path(__file__).resolve().parents[1]
-_src_root = _repo_root / 'src'
-
-# Discover tutorial scripts, excluding temporary checkpoint files
-TUTORIALS = [
-    p for p in Path('docs/docs/tutorials').rglob('*.py') if '.ipynb_checkpoints' not in p.parts
-]
-
-
-@pytest.mark.parametrize('script_path', TUTORIALS)
-def test_script_runs(script_path: Path):
-    """Execute a tutorial script and fail if it raises an exception.
-
-    Each script is run in the context of __main__ to mimic standalone
-    execution.
-    """
-    env = os.environ.copy()
-    if _src_root.exists():
-        existing = env.get('PYTHONPATH', '')
-        env['PYTHONPATH'] = (
-            str(_src_root) if not existing else str(_src_root) + os.pathsep + existing
-        )
-
-    # This is a test harness executing repo-local tutorial scripts.
-    # We intentionally use subprocess isolation to prevent cross-test
-    # global state leaks (e.g. calculator caches) that can cause false
-    # failures when running tutorials in a shared interpreter.
-    result = subprocess.run(  # noqa: S603
-        [sys.executable, str(script_path)],
-        cwd=str(_repo_root),
-        env=env,
-        capture_output=True,
-        text=True,
-    )
-    if result.returncode != 0:
-        details = (result.stdout or '') + (result.stderr or '')
-        pytest.fail(f'{script_path}\n{details.strip()}')