diff --git a/.github/workflows/build-docs.yml b/.github/workflows/build-docs.yml
index 899c3b50..e8cd50d4 100644
--- a/.github/workflows/build-docs.yml
+++ b/.github/workflows/build-docs.yml
@@ -1,10 +1,30 @@
+# This workflow builds and deploys documentation for the project.
+#
+# Steps overview:
+#  Job 1: build-docs
+#   - Builds documentation (including running Jupyter notebooks to generate output cells).
+#   - Uploads the built site as a Pages artifact.
+#  Job 2: deploy-dev
+#   - Deploys the built site to GitHub Pages for development (pushes to develop/master).
+#  Job 3: deploy-prod
+#   - Deploys the built site to gh_pages branch for production (release tags starting with v*).
+#   - This triggers deployment to a custom domain via webhook.
+#
+# The action summary page will contain links to the built artifact for downloading
+# and inspecting, as well as links to both the development and production versions of
+# the deployed documentation site.
+
 name: Build and deploy docs
 
 on:
+  # Trigger the workflow on pull request
+  pull_request:
+    # Selected branches
+    branches: [master, develop]
   # Trigger the workflow on push
   push:
     # Selected branches
-    branches: [master, develop, docs, patch]
+    branches: [master, develop]
     # Runs on creating a new tag starting with 'v', e.g. 'v1.0.3'
     tags: ['v*']
   # Allows you to run this workflow manually from the Actions tab
@@ -126,26 +146,15 @@ jobs:
       # Upload the static files from the site/ directory to be used in the next job
       # This artifact is named github-pages and is a single gzip archive containing a single tar file
       # The artifact is then used in the next job by actions/deploy-pages to deploy the static files to GitHub Pages
-      # Unfortunately, the artifact is not available for download, so extra steps below are needed to do similar things
-      - name: Upload built site as artifact for DEV deployment (all branches)
+      # It can also be downloaded using the actions/download-artifact, as the current upload-pages-artifact
+      # is a wrapper which triggers the actions/upload-artifact.
+      - name: Upload built site as artifact
         uses: actions/upload-pages-artifact@v3
         with:
           path: site/
 
-      # Upload the static files from the site/ directory to be used in the next job
-      # This artifact is only uploaded on tagged releases (tags starting with 'v', e.g., v1.0.3)
-      # and is used to push content to gh_pages for custom domain deployment.
-      - name: Upload built site as artifact for PROD deployment (tagged release)
-        if: startsWith(github.ref, 'refs/tags/v')
-        uses: actions/upload-artifact@v4
-        with:
-          name: artifact # name of the artifact (without the extension zip)
-          path: site/
-          if-no-files-found: 'error'
-          compression-level: 0
-
-  # Job 2: Deploy the static files
-  deploy-docs:
+  # Job 2: Deploy the built static files to GitHub Pages (DEV deployment)
+  deploy-dev:
     needs: build-docs # previous job 'build-docs' need to be finished first
 
     # Grant GITHUB_TOKEN the permissions required to make a Pages deployment
@@ -157,38 +166,59 @@ jobs:
     # Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
     # However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
     concurrency:
-      group: 'pages'
+      group: 'pages-dev'
       cancel-in-progress: false
 
     # Deploy to the github-pages environment
     environment:
-      name: github-pages # Artifact name
+      name: github-pages # Environment name
       url: ${{ steps.deployment.outputs.page_url }}
 
     runs-on: ubuntu-latest
 
+    # Triggered on push to develop or master branch only
+    if: ${{ github.ref_name == 'develop' || github.ref_name == 'master' }}
+
     steps:
       # Deploy the static files created in the previous job to GitHub Pages
       # To allow the deployment of the static files to GitHub Pages, no
       # restrictions on the branch name need to be set for desired branches on
       # https://github.com/easyscience/diffraction-lib/settings/environments
       # Deployed pages are available at https://easyscience.github.io/diffraction-lib
-      - name: DEV deployment (all branches)
+      - name: DEV deployment
         uses: actions/deploy-pages@v4
 
-      - name: Show DEV deployment url (all branches)
+      - name: Add DEV deployment url to summary
         run:
           echo "🔗 DEV deployment url [${{ env.DEV_DEPLOYMENT_URL }}](${{
           env.DEV_DEPLOYMENT_URL }})" >> $GITHUB_STEP_SUMMARY
 
+  # Job 3: Deploy the built static files to GitHub Pages (PROD deployment)
+  deploy-prod:
+    needs: deploy-dev # previous job 'deploy-dev' needs to be finished first
+
+    # Grant GITHUB_TOKEN the permissions required to make a Pages deployment
+    permissions:
+      contents: read
+
+    # Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
+    # However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
+    concurrency:
+      group: 'pages-prod'
+      cancel-in-progress: false
+
+    runs-on: ubuntu-latest
+
+    # Triggered on tagged releases only (tags starting with 'v', e.g., v1.0.3)
+    if: startsWith(github.ref, 'refs/tags/v')
+
+    steps:
       # Download built site as artifact from a previous job for gh_pages (tagged release)
-      # This artifact is only downloaded on tagged releases (tags starting with 'v', e.g., v1.0.3)
-      # and is used to push content to gh_pages for custom domain deployment.
-      - name: Download built site from previous job (tagged release)
-        if: startsWith(github.ref, 'refs/tags/v')
+      # This artifact is used to push its content to gh_pages branch for custom domain deployment.
+      - name: Download built site from previous job
         uses: actions/download-artifact@v4
         with: # name or path are taken from the upload step of the previous job
-          name: artifact
+          name: github-pages
           path: site/ # directory to extract downloaded zipped artifacts
 
       # Push the site files created in the previous job to the gh_pages branch
@@ -201,8 +231,7 @@ jobs:
       # Then the gh_pages branch is used to deploy the site to the custom domain.
       # Deploying is done with a webhook added via:
       # https://github.com/easyscience/diffraction-lib/settings/hooks
-      - name: PROD deployment to gh_pages for custom domain (tagged release)
-        if: startsWith(github.ref, 'refs/tags/v')
+      - name: PROD deployment to gh_pages for custom domain
         uses: s0/git-publish-subdir-action@develop
         env:
           GITHUB_TOKEN: ${{ secrets.GH_API_PERSONAL_ACCSESS_TOKEN }}
@@ -210,7 +239,7 @@ jobs:
           BRANCH: gh_pages
           FOLDER: site
 
-      - name: Show PROD deployment url (tagged release)
+      - name: Show PROD deployment url
         if: startsWith(github.ref, 'refs/tags/v')
         run:
           echo "🔗 PROD deployment url [${{ env.PROD_DEPLOYMENT_URL }}](${{
diff --git a/.github/workflows/create-release-pr.yml b/.github/workflows/create-release-pr.yml
new file mode 100644
index 00000000..7a0e09fd
--- /dev/null
+++ b/.github/workflows/create-release-pr.yml
@@ -0,0 +1,35 @@
+# This workflow creates an automated release PR from `develop` into `master`.
+#
+# Usage:
+#   - Triggered manually via workflow_dispatch.
+#   - Creates a PR titled "Release: merge develop into master".
+#   - Adds the label "[maintainer] release" so it is excluded from changelogs.
+#   - The PR body makes clear that this is automation only (no review needed).
+
+name: Create release PR
+
+on:
+  workflow_dispatch: # manual trigger only
+
+jobs:
+  create-pr:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Create PR from develop to master
+        uses: peter-evans/create-pull-request@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          branch: develop
+          base: master
+          title: 'Release: merge develop into master'
+          body: |
+            This pull request is created automatically to trigger the release
+            pipeline. It merges the accumulated changes from `develop` into
+            `master`.
+
+            ⚠️ Note: This PR is labeled **[maintainer] release** and is excluded
+            from release notes and version bump logic.
+          labels: '[maintainer] release'
+          draft: false
diff --git a/.github/workflows/test-code.yaml b/.github/workflows/test-code.yaml
index b83b9b3d..6b651e61 100644
--- a/.github/workflows/test-code.yaml
+++ b/.github/workflows/test-code.yaml
@@ -58,13 +58,15 @@ jobs:
       pytest-marks: ${{ steps.set-mark.outputs.pytest_marks }}
 
     steps:
+      # Determine if functional tests should be run fully or only the fast ones
+      # (to save time on branches other than master and develop)
       - name: Set mark for functional tests
         id: set-mark
         run: |
-          if [[ "${{ env.CI_BRANCH }}" != "master" && "${{ env.CI_BRANCH }}" != "develop" ]]; then
-            echo "pytest_marks=-m 'fast'" >> $GITHUB_OUTPUT
-          else
+          if [[ "${{ env.CI_BRANCH }}" == "master" || "${{ env.CI_BRANCH }}" == "develop" ]]; then
             echo "pytest_marks=" >> $GITHUB_OUTPUT
+          else
+            echo "pytest_marks=-m 'fast'" >> $GITHUB_OUTPUT
           fi
 
       - name: Checkout repository
@@ -225,7 +227,7 @@ jobs:
 
   # Job 3: Test the package
   test-package:
-    needs: test-source # the previous job needs to be finished first
+    needs: [code-quality, test-source] # depend on both previous jobs
 
     strategy:
       fail-fast: false
diff --git a/.github/workflows/verify-pr-labels.yml b/.github/workflows/verify-pr-labels.yml
index 37fd01f4..c4a59f64 100644
--- a/.github/workflows/verify-pr-labels.yml
+++ b/.github/workflows/verify-pr-labels.yml
@@ -19,6 +19,6 @@ jobs:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           valid-labels:
             '[scope] bug, [scope] documentation, [scope] enhancement, [scope]
-            maintenance, [scope] significant'
+            maintenance, [scope] significant, [maintainer] release'
           pull-request-number: ${{ github.event.pull_request.number }}
           disable-reviews: false
diff --git a/pixi.lock b/pixi.lock
index 33a3fca1..a74c81ce 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -30,7 +30,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hf01b4d8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.5-py313hd8ed1ab_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py313h5d5ffb9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
@@ -63,7 +63,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
@@ -73,15 +73,15 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb9d3cd8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.50.4-h0c1763c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
@@ -112,10 +112,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.5-hec9711d_102_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.7-h2b335a9_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.5-h4df99d1_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
@@ -152,7 +152,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h3b0a872_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h3989a48_8.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.24.0-py313h736c1ce_1.conda
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-      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
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-- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.5-h7de537c_102_cp313.conda
-  build_number: 102
-  sha256: 3de2b9f89b220cb779f6947cf87b328f73d54eed4f7e75a3f9337caeb4443910
-  md5: a9a4658f751155c819d6cd4c47f0a4d2
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.7-hdf00ec1_100_cp313.conda
+  build_number: 100
+  sha256: b86b5b3a960de2fff0bb7e0932b50846b22b75659576a257b1872177aab444cd
+  md5: 7cd6ebd1a32d4a5d99f8f8300c2029d5
   depends:
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.7.0,<3.0a0
+  - libexpat >=2.7.1,<3.0a0
   - libffi >=3.4.6,<3.5.0a0
   - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.50.1,<4.0a0
+  - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
-  - openssl >=3.5.0,<4.0a0
+  - openssl >=3.5.2,<4.0a0
   - python_abi 3.13.* *_cp313
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   license: Python-2.0
   purls: []
-  size: 16825621
-  timestamp: 1750062318985
+  size: 16386672
+  timestamp: 1756909324921
   python_site_packages_path: Lib/site-packages
 - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
   sha256: d6a17ece93bbd5139e02d2bd7dbfa80bee1a4261dced63f65f679121686bf664
@@ -14424,16 +14325,16 @@ packages:
   purls: []
   size: 45836
   timestamp: 1749047798827
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.5-h4df99d1_102.conda
-  sha256: ac6cf618100c2e0cad1cabfe2c44bf4a944aa07bb1dc43abff73373351a7d079
-  md5: 2eabcede0db21acee23c181db58b4128
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
+  sha256: 109794a80cf31450903522e2613b6d760ae4655e65d6fff68467934fbe297ea1
+  md5: 47a123ca8e727d886a2c6d0c71658f8c
   depends:
-  - cpython 3.13.5.*
+  - cpython 3.13.7.*
   - python_abi * *_cp313
   license: Python-2.0
   purls: []
-  size: 47572
-  timestamp: 1750062593102
+  size: 48178
+  timestamp: 1756909461701
 - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
   sha256: 4790787fe1f4e8da616edca4acf6a4f8ed4e7c6967aa31b920208fc8f95efcca
   md5: a61bf9ec79426938ff785eb69dbb1960
@@ -15243,25 +15144,25 @@ packages:
   - pkg:pypi/rpds-py?source=hash-mapping
   size: 250236
   timestamp: 1756737484957
-- pypi: https://files.pythonhosted.org/packages/08/a5/34276984705bfe069cd383101c45077ee029c3fe3b28225bf67aa35f0647/ruff-0.12.11-py3-none-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/53/06/8deb52d48a9a624fd37390555d9589e719eac568c020b27e96eed671f25f/ruff-0.12.12-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
   name: ruff
-  version: 0.12.11
-  sha256: a3283325960307915b6deb3576b96919ee89432ebd9c48771ca12ee8afe4a0fd
+  version: 0.12.12
+  sha256: 2afc2fa864197634e549d87fb1e7b6feb01df0a80fd510d6489e1ce8c0b1cc45
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/2c/0d/15b72c5fe6b1e402a543aa9d8960e0a7e19dfb079f5b0b424db48b7febab/ruff-0.12.11-py3-none-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/85/60/d1e335417804df452589271818749d061b22772b87efda88354cf35cdb7a/ruff-0.12.12-py3-none-win_amd64.whl
   name: ruff
-  version: 0.12.11
-  sha256: d69fb9d4937aa19adb2e9f058bc4fbfe986c2040acb1a4a9747734834eaa0bfd
+  version: 0.12.12
+  sha256: e99620bf01884e5f38611934c09dd194eb665b0109104acae3ba6102b600fd0d
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/76/e4/235ad6d1785a2012d3ded2350fd9bc5c5af8c6f56820e696b0118dfe7d24/ruff-0.12.11-py3-none-macosx_10_12_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/c3/c3/6e599657fe192462f94861a09aae935b869aea8a1da07f47d6eae471397c/ruff-0.12.12-py3-none-macosx_10_12_x86_64.whl
   name: ruff
-  version: 0.12.11
-  sha256: b8e33ac7b28c772440afa80cebb972ffd823621ded90404f29e5ab6d1e2d4b93
+  version: 0.12.12
+  sha256: 7acd6045e87fac75a0b0cdedacf9ab3e1ad9d929d149785903cff9bb69ad9727
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/80/22/3c6cef96627f89b344c933781ed38329bfb87737aa438f15da95907cbfd5/ruff-0.12.11-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/e8/d2/9e3e40d399abc95336b1843f52fc0daaceb672d0e3c9290a28ff1a96f79d/ruff-0.12.12-py3-none-macosx_11_0_arm64.whl
   name: ruff
-  version: 0.12.11
-  sha256: 4fc58f9266d62c6eccc75261a665f26b4ef64840887fc6cbc552ce5b29f96cc8
+  version: 0.12.12
+  sha256: abf4073688d7d6da16611f2f126be86523a8ec4343d15d276c614bda8ec44edb
   requires_python: '>=3.7'
 - pypi: https://files.pythonhosted.org/packages/14/c3/61f273ae550fbf1667675701112e380881905e28448c080b23b5a181df7c/scipy-1.16.1-cp312-cp312-win_amd64.whl
   name: scipy
@@ -17152,60 +17053,64 @@ packages:
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h3b0a872_7.conda
-  sha256: a4dc72c96848f764bb5a5176aa93dd1e9b9e52804137b99daeebba277b31ea10
-  md5: 3947a35e916fcc6b9825449affbf4214
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h3989a48_8.conda
+  sha256: 7e6c633537f4d80a57ad959eeddeef28ff731c96712e151b0160cff04beec72f
+  md5: f181964ddc6cf678a478e782043598c2
   depends:
+  - libgcc >=14
+  - libstdcxx >=14
+  - libgcc >=14
   - __glibc >=2.17,<3.0.a0
   - krb5 >=1.21.3,<1.22.0a0
-  - libgcc >=13
   - libsodium >=1.0.20,<1.0.21.0a0
-  - libstdcxx >=13
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
-  size: 335400
-  timestamp: 1731585026517
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h7130eaa_7.conda
-  sha256: b932dce8c9de9a8ffbf0db0365d29677636e599f7763ca51e554c43a0c5f8389
-  md5: 6a0a76cd2b3d575e1b7aaeb283b9c3ed
+  size: 309341
+  timestamp: 1757042827773
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h5137e6a_8.conda
+  sha256: 6ef94f4b80f99b6271fc864a24518b2e78f6ba63d4a1363aa6b85a7872d690c4
+  md5: 651b3c98e5ec65d15e7a82486f2a1a5e
   depends:
   - __osx >=10.13
-  - krb5 >=1.21.3,<1.22.0a0
-  - libcxx >=18
+  - libcxx >=19
   - libsodium >=1.0.20,<1.0.21.0a0
+  - krb5 >=1.21.3,<1.22.0a0
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
-  size: 292112
-  timestamp: 1731585246902
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-hc1bb282_7.conda
-  sha256: 9e585569fe2e7d3bea71972cd4b9f06b1a7ab8fa7c5139f92a31cbceecf25a8a
-  md5: f7e6b65943cb73bce0143737fded08f1
+  size: 257825
+  timestamp: 1757042903029
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-hc0cf3cd_8.conda
+  sha256: f6472d0e300256702a5911de5e83e0f714ccf449c63b7d11a6de2fff7496ab8e
+  md5: 51521e723a51751a032f8f3797101093
   depends:
   - __osx >=11.0
+  - libcxx >=19
   - krb5 >=1.21.3,<1.22.0a0
-  - libcxx >=18
   - libsodium >=1.0.20,<1.0.21.0a0
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
-  size: 281565
-  timestamp: 1731585108039
-- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-ha9f60a1_7.conda
-  sha256: 15cc8e2162d0a33ffeb3f7b7c7883fd830c54a4b1be6a4b8c7ee1f4fef0088fb
-  md5: e03f2c245a5ee6055752465519363b1c
+  size: 243880
+  timestamp: 1757042936223
+- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-haa12f20_8.conda
+  sha256: 306f90cb93c2aae9d113076f980e9fc76546e8988ecb512ab7ed6639a949b85e
+  md5: 58ea3f42500daad62ddcfb844baeae06
   depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
   - krb5 >=1.21.3,<1.22.0a0
   - libsodium >=1.0.20,<1.0.21.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
-  size: 2527503
-  timestamp: 1731585151036
+  size: 263697
+  timestamp: 1757042820528
 - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
   sha256: 7560d21e1b021fd40b65bfb72f67945a3fcb83d78ad7ccf37b8b3165ec3b68ad
   md5: df5e78d904988eb55042c0c97446079f
@@ -17263,6 +17168,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 426304
@@ -17279,6 +17185,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 424205
@@ -17295,6 +17202,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 428554
@@ -17310,6 +17218,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 414439
@@ -17325,6 +17234,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 414810
@@ -17340,6 +17250,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 419581
@@ -17356,6 +17267,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 345126
@@ -17372,6 +17284,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 345168
@@ -17388,6 +17301,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 349620
@@ -17405,6 +17319,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=compressed-mapping
   size: 348398
@@ -17422,6 +17337,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 346385
@@ -17439,6 +17355,7 @@ packages:
   - zstd >=1.5.7,<1.5.8.0a0
   - zstd >=1.5.7,<1.6.0a0
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 351525
diff --git a/pixi.toml b/pixi.toml
index caadd8fe..487cab29 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -1,8 +1,16 @@
+[activation.env]
+PYTHONIOENCODING = "utf-8"
+# The following is needed to resolve issues installing easydiffraction
+# from a local path in editable mode in the default environment. With src/
+# included in PYTHONPATH, we use the source code directly in the first place,
+# instead of the installed package.
+PYTHONPATH = "$(pwd)/src${PYTHONPATH:+:$PYTHONPATH}"
+
 [workspace]
-# Platforms supported for lock file (pixi.lock)
+# Platforms supported for the lock file (pixi.lock)
 platforms = ["win-64", "linux-64", "osx-64", "osx-arm64"]
 
-# Channels used to fetch the packages from
+# Channels used to fetch packages
 channels = ["conda-forge"]
 
 ##########
@@ -12,18 +20,18 @@ channels = ["conda-forge"]
 # Default feature configuration
 
 [dependencies] # == [feature.default.dependencies]
-pip = "*"        # Needed to install from PyPI
+pip = "*"        # Required to install from PyPI
 jupyterlab = "*" # JupyterLab for notebooks
 
 [target.win-64.dependencies]
-libcblas = "*" # CBLAS library for linear algebra. Needed for pdffit2 on Windows
+libcblas = "*" # CBLAS library for linear algebra. Required for pdffit2.
 
 [pypi-dependencies] # == [feature.default.pypi-dependencies]
 pixi-kernel = "*" # Pixi Jupyter kernel integration
 
 # Extra features for different Python versions
 
-# These features are used to specify the Python version for the environment.
+# These features specify the Python version for the environment.
 # Each feature corresponds to a specific Python version.
 
 [feature.py311.dependencies]
@@ -35,30 +43,15 @@ python = "3.12.*"
 [feature.py313.dependencies]
 python = "3.13.*"
 
-# This feature is used for local development with editable installation of
-# easydiffraction. Effectively, the source code defined in the pyproject.toml
-# will be used directly without installing the package. The changes are
-# reflected immediately without needing to reinstall the package.
-# This feature should be deleted in CI, because otherwise the pixi lock file
-# created locally will be considered as outdated in CI.
-
-[feature.ed-local-editable.pypi-dependencies]
-easydiffraction = { editable = true, path = ".", extras = [
-  "dev",
-  "visualization",
-  "docs",
-] }
-
-# This feature is used for development in CI, where the easydiffraction
-# is installed from the local source code defined in the pyproject.toml, but
-# not in editable mode. This ensures that the lock file update locally will
-# work in CI.
+# This feature is for development in CI, where easydiffraction
+# is installed from the local source code defined in pyproject.toml.
+# This ensures that local lock file updates work in CI.
 
 [feature.ed-local.pypi-dependencies]
 easydiffraction = { path = ".", extras = ["dev", "visualization"] }
 
-# This feature is used to build the documentation, where the package is
-# installed from PyPI with the additional dependencies needed for building
+# This feature is used to build documentation, where the package is
+# installed from PyPI with additional dependencies needed for building
 # the docs.
 
 [feature.ed-local-with-docs.pypi-dependencies]
@@ -69,11 +62,11 @@ easydiffraction = { path = ".", extras = ["dev", "visualization", "docs"] }
 [feature.ed-pypi.pypi-dependencies]
 easydiffraction = { version = "*", extras = ["dev", "visualization"] }
 
-# This feature is used to install Node.js and Prettier for formatting
+# This feature installs Node.js and Prettier for formatting
 # non-Python files.
 
 [feature.nodejs.dependencies]
-nodejs = ">=20,<21" # Needed for prettier; pin to a stable LTS
+nodejs = ">=20,<21" # Required for prettier; pinned to a stable LTS
 
 ##############
 # ENVIRONMENTS
@@ -81,10 +74,10 @@ nodejs = ">=20,<21" # Needed for prettier; pin to a stable LTS
 
 [environments]
 
-# The `default` environment is always included in the lock file, so there is no
-# need to specify it explicitly in the environments section.
+# The `default` environment is always included in the lock file, so it does not
+# need to be specified explicitly in the environments section.
 
-default = { features = ["py313", "ed-local-editable", "nodejs"] }
+default = { features = ["py313", "ed-local", "nodejs"] }
 
 py311-dev = { features = ["py311", "ed-local", "nodejs"] }
 py312-dev = { features = ["py312", "ed-local", "nodejs"] }
@@ -121,13 +114,14 @@ notebook-format-check = 'nbqa ruff tutorials/'
 py-lint-fix = "python -m ruff check . --fix"
 py-format-fix = "python -m ruff format ."
 nonpy-format-fix = "npx prettier . --list-different --write --config=prettierrc.toml"
+nonpy-format-fix-modified = "npx prettier $(git diff --name-only HEAD | grep -E '\\.(json|ya?ml|toml|md|css|html)$' || echo .) --list-different --write --config=prettierrc.toml"
 notebook-format-fix = 'nbqa ruff tutorials/ --fix'
 
 code-quality = { depends-on = [
   "pyproject-check",
   "py-lint-fix",
   "py-format-fix",
-  "nonpy-format-fix",
+  "nonpy-format-fix-modified",
 ] }
 
 # 📓 Notebook Management