diff --git a/.copier-answers.yml b/.copier-answers.yml
index 9b152d6..9395076 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,5 +1,14 @@
 # This file is managed by Copier; DO NOT EDIT OR REMOVE.
-_commit: v0.4.1-60-g881f631
+#
+# If you want to change any of the copier answers, run one of the following:
+# 1. If you want to answer _all_ questions again:
+#   `copier update --trust --vcs-ref=:current: .`
+# 2. If you want to answer a _specific_ question again:
+#   `copier update --trust --defaults --vcs-ref=:current: --data answer_name=answer_value .`
+#
+# If you want to run this as a one-off command, prefix with:
+#   `pixi exec --spec copier --spec ruamel.yaml -- {command}`
+_commit: v0.6.0
 _src_path: https://github.com/quantco/copier-template-python-open-source
 add_autobump_workflow: false
 author_email: ege.karaismailoglu@quantco.com
diff --git a/.envrc b/.envrc
index 95052c6..88e0c80 100644
--- a/.envrc
+++ b/.envrc
@@ -1,4 +1,3 @@
-watch_file pixi.toml pixi.lock
-eval "$(pixi shell-hook)"
+layout pixi
 
 dotenv_if_exists .env
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 10fa409..493c4bd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,9 +2,10 @@ name: Build
 on:
   pull_request:
   push:
-    branches: [main]
-  release:
-    types: [published]
+    branches:
+      - main
+    tags:
+      - "*"
 
 jobs:
   build:
@@ -16,29 +17,38 @@ jobs:
         with:
           fetch-depth: 0
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
-        with:
-          environments: build
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
+      - name: Derive version
+        id: version
+        if: startsWith(github.ref, 'refs/tags/')
+        shell: bash
+        run: echo "version=$(git describe --tags --abbrev=0 | sed 's/^v//')" >> $GITHUB_OUTPUT
+      - name: Replace version
+        if: startsWith(github.ref, 'refs/tags/')
+        run: |
+          sed -i -E -e "s/(^|[^0-9])0\.0\.0([^0-9]|$)/\1${STEPS_VERSION_OUTPUTS_VERSION}\2/g" pyproject.toml
+        env:
+          STEPS_VERSION_OUTPUTS_VERSION: ${{ steps.version.outputs.version }}
       - name: Build project
-        run: pixi run -e build build-wheel
+        run: pixi run build-wheel
       - name: Check package
-        run: pixi run -e build check-wheel
+        run: pixi run check-wheel
       - name: Upload package
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: artifact
           path: dist/*
 
   release:
     name: Publish package
-    if: github.event_name == 'release'
+    if: startsWith(github.ref, 'refs/tags/')
     needs: [build]
     runs-on: ubuntu-latest
     permissions:
       id-token: write
     environment: pypi
     steps:
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: artifact
           path: dist
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index cb89c06..2edd5bb 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -11,7 +11,7 @@ concurrency:
 
 jobs:
   lint:
-    name: Pre-commit Checks
+    name: Lint
     timeout-minutes: 30
     runs-on: ubuntu-latest
     permissions:
@@ -21,16 +21,14 @@ jobs:
       - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
-          # needed for 'pre-commit-mirrors-insert-license'
+          # needed for insert-license's dynamic copyright years
           fetch-depth: 0
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
-        with:
-          environments: default lint py311
-      - name: Install repository
-        run: pixi run -e default postinstall
-      - name: pre-commit
-        run: pixi run pre-commit-run --color=always --show-diff-on-failure
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
+      - name: Run linting
+        run: pixi run lint
+        env:
+          CLICOLOR_FORCE: 1
       - name: Upload coverage
         uses: codecov/codecov-action@303a32d7a59b442fa8d48b6a1cc6825c09c847a5 # v7.1.1
         with:
@@ -51,6 +49,7 @@ jobs:
           - py312
           - py313
           - py314
+          - py315
           - no-optional-dependencies
         os:
           - ubuntu-latest
@@ -58,12 +57,12 @@ jobs:
     steps:
       - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+        with:
+          fetch-depth: 0
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
           environments: ${{ matrix.environment }}
-      - name: Install repository
-        run: pixi run -e ${{ matrix.environment }} postinstall
       - name: Run pytest
         run: pixi run -e ${{ matrix.environment }} test-coverage --color=yes
       - name: Upload coverage
diff --git a/.github/workflows/copilot-setup-steps.yml b/.github/workflows/copilot-setup-steps.yml
index 769e68c..ff367a5 100644
--- a/.github/workflows/copilot-setup-steps.yml
+++ b/.github/workflows/copilot-setup-steps.yml
@@ -15,8 +15,6 @@ jobs:
       - name: Checkout branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
-          environments: default lint
-      - name: Install repository
-        run: pixi run postinstall
+          environments: default
diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index cb8f64a..f24cb5b 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -25,14 +25,12 @@ jobs:
       - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
           environments: nightly
       - name: Install latest Polars including prereleases
         run: pixi run -e nightly install-polars-nightly
       - name: Show Polars version
         run: pixi run -e nightly python -c "import polars as pl; print(pl.__version__)"
-      - name: Install repository
-        run: pixi run -e nightly postinstall
       - name: Run pytest
         run: pixi run -e nightly test-coverage --color=yes
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 68a2183..e88f65d 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -34,11 +34,13 @@ jobs:
       # actions: read
 
     steps:
-      - name: "Checkout code"
+      - name: "Check out code"
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+        with:
+          persist-credentials: false
 
       - name: "Run analysis"
-        uses: ossf/scorecard-action@2d1146689b8cda280b9bc96326124645441f03bc # v2.4.4
+        uses: ossf/scorecard-action@fa7117db83c52d787ae5a89f350999701505d78e # v2.5.0
         with:
           results_file: results.sarif
           results_format: sarif
@@ -63,7 +65,7 @@ jobs:
       # Upload the results as artifacts (optional). Commenting out will disable uploads of run results in SARIF
       # format to the repository Actions tab.
       - name: "Upload artifact"
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: SARIF file
           path: results.sarif
@@ -72,6 +74,6 @@ jobs:
       # Upload the results to GitHub's code scanning dashboard (optional).
       # Commenting out will disable upload of results to your repo's Code Scanning dashboard
       - name: "Upload to code-scanning"
-        uses: github/codeql-action/upload-sarif@2892aa5e19bbd11bc0cff5427e3b750a04d9e3c2 # v4.38.2
+        uses: github/codeql-action/upload-sarif@6f2ac81f5cd81fe351a197ba0b00d91d03cd2aee # v4.39.0
         with:
           sarif_file: results.sarif
diff --git a/.gitignore b/.gitignore
index f2f3506..2991211 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,388 +1,72 @@
-# Created by https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
-# Edit at https://www.toptal.com/developers/gitignore?templates=linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
+# Explicitly unignore hidden files for ripgrep. Individual folders can still
+# be ignored in the blocks below.
+!.*
 
-
-### Linux ###
-*~
-
-# temporary files which can be created if a process still has a handle open of a deleted file
-.fuse_hidden*
-
-# KDE directory preferences
-.directory
-
-# Linux trash folder which might appear on any partition or disk
-.Trash-*
-
-# .nfs files are created when an open file is removed but is still being accessed
-.nfs*
-
-### macOS ###
-# General
+# macOS
 .DS_Store
-.AppleDouble
-.LSOverride
-
-# Icon must end with two \r
-Icon
-
-
-# Thumbnails
-._*
-
-# Files that might appear in the root of a volume
-.DocumentRevisions-V100
-.fseventsd
-.Spotlight-V100
-.TemporaryItems
-.Trashes
-.VolumeIcon.icns
-.com.apple.timemachine.donotpresent
-
-# Directories potentially created on remote AFP share
-.AppleDB
-.AppleDesktop
-Network Trash Folder
-Temporary Items
-.apdisk
-
-### macOS Patch ###
-# iCloud generated files
-*.icloud
-
-### PyCharm+all ###
-# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
-# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
-
-# User-specific stuff
-.idea/**/workspace.xml
-.idea/**/tasks.xml
-.idea/**/usage.statistics.xml
-.idea/**/dictionaries
-.idea/**/shelf
-
-# AWS User-specific
-.idea/**/aws.xml
-
-# Generated files
-.idea/**/contentModel.xml
-
-# Sensitive or high-churn files
-.idea/**/dataSources/
-.idea/**/dataSources.ids
-.idea/**/dataSources.local.xml
-.idea/**/sqlDataSources.xml
-.idea/**/dynamic.xml
-.idea/**/uiDesigner.xml
-.idea/**/dbnavigator.xml
-
-# Gradle
-.idea/**/gradle.xml
-.idea/**/libraries
-
-# Gradle and Maven with auto-import
-# When using Gradle or Maven with auto-import, you should exclude module files,
-# since they will be recreated, and may cause churn.  Uncomment if using
-# auto-import.
-# .idea/artifacts
-# .idea/compiler.xml
-# .idea/jarRepositories.xml
-# .idea/modules.xml
-# .idea/*.iml
-# .idea/modules
-# *.iml
-# *.ipr
-
-# CMake
-cmake-build-*/
-
-# Mongo Explorer plugin
-.idea/**/mongoSettings.xml
-
-# File-based project format
-*.iws
-
-# IntelliJ
-out/
-
-# mpeltonen/sbt-idea plugin
-.idea_modules/
-
-# JIRA plugin
-atlassian-ide-plugin.xml
-
-# Cursive Clojure plugin
-.idea/replstate.xml
-
-# SonarLint plugin
-.idea/sonarlint/
-
-# Crashlytics plugin (for Android Studio and IntelliJ)
-com_crashlytics_export_strings.xml
-crashlytics.properties
-crashlytics-build.properties
-fabric.properties
-
-# Editor-based Rest Client
-.idea/httpRequests
 
-# Android studio 3.1+ serialized cache file
-.idea/caches/build_file_checksums.ser
-
-### PyCharm+all Patch ###
-# Ignore everything but code style settings and run configurations
-# that are supposed to be shared within teams.
-
-.idea/*
-
-!.idea/codeStyles
-!.idea/runConfigurations
+# IDEs
+.idea/
+.vscode/
+#!.vscode/settings.json
+#!.vscode/tasks.json
+#!.vscode/launch.json
+#!.vscode/extensions.json
+#!.vscode/*.code-snippets
+# Local History for Visual Studio Code
+.history/
 
-### Python ###
-# Byte-compiled / optimized / DLL files
+# python
 __pycache__/
+.pytest_cache/
+.mypy_cache/
 *.py[cod]
 *$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
+.ipynb_checkpoints
+.ruff_cache/
+.venv
+venv/
+__pypackages__/
+cython_debug/
 *.egg-info/
-.installed.cfg
 *.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
+.pixi
 
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
+# coverage
 .coverage
 .coverage.*
-.cache
-nosetests.xml
 coverage.xml
+/coverage
 *.cover
 *.py,cover
-.hypothesis/
-.pytest_cache/
 cover/
+htmlcov/
+.tox/
+.nox/
 
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-docs/api/_gen/
-
-# PyBuilder
-.pybuilder/
+# build outputs
+build/
+out/
+output/
 target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pixi
-#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-.pixi
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/#use-with-ide
-.pdm.toml
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
+dist/
+.cache/
 /site
+docs/_build/
+*.conda
 
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# PyCharm
-#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
-#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-.idea/
-
-### Python Patch ###
-# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
-poetry.toml
-
-# ruff
-.ruff_cache/
-
-# LSP config files
-pyrightconfig.json
-
-### Vim ###
-# Swap
-[._]*.s[a-v][a-z]
-!*.svg  # comment out if you don't need vector files
-[._]*.sw[a-p]
-[._]s[a-rt-v][a-z]
-[._]ss[a-gi-z]
-[._]sw[a-p]
-
-# Session
-Session.vim
-Sessionx.vim
-
-# Temporary
-.netrwhist
-# Auto-generated tag files
-tags
-# Persistent undo
-[._]*.un~
-
-### VisualStudioCode ###
-.vscode/*
-# !.vscode/settings.json
-# !.vscode/tasks.json
-# !.vscode/launch.json
-# !.vscode/extensions.json
-# !.vscode/*.code-snippets
-
-# Local History for Visual Studio Code
-.history/
-
-# Built Visual Studio Code Extensions
-*.vsix
-
-### VisualStudioCode Patch ###
-# Ignore all local history of files
-.history
-.ionide
-
-### Windows ###
-# Windows thumbnail cache files
-Thumbs.db
-Thumbs.db:encryptable
-ehthumbs.db
-ehthumbs_vista.db
-
-# Dump file
-*.stackdump
-
-# Folder config file
-[Dd]esktop.ini
-
-# Recycle Bin used on file shares
-$RECYCLE.BIN/
-
-# Windows Installer files
-*.cab
-*.msi
-*.msix
-*.msm
-*.msp
+# general
+*.so
+cmake-build-*/
+*.log
+.env
 
-# Windows shortcuts
-*.lnk
+# Claude
+.claude/*.local.*
+.claude/worktrees/
 
-# End of https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
+# customizations per repo
+docs/api/_gen/
 
 # interactive testing
 /*.ipynb
diff --git a/.lefthook.yaml b/.lefthook.yaml
new file mode 100644
index 0000000..190cf52
--- /dev/null
+++ b/.lefthook.yaml
@@ -0,0 +1,68 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/evilmartians/lefthook/refs/heads/master/schema.json
+output: [summary]
+templates:
+  run: run --as-is --quiet --no-progress
+no_auto_install: true
+pre-commit:
+  fail_on_changes: always
+  exclude:
+    - assets/**/*
+  jobs:
+    - name: pixi-install
+      run: pixi install
+    - name: generate-fixture
+      run: pixi {run} test-coverage -m generate
+    - group:
+        parallel: true
+        jobs:
+          - name: insert-license
+            glob: "*.{py,pyi}"
+            run: >-
+              pixi {run} insert-license --license-base64
+              Q29weXJpZ2h0IChjKSBRdWFudENvIDIwMjUtMjAyNQpTUERYLUxpY2Vuc2UtSWRlbnRpZmllcjogQlNELTMtQ2xhdXNl
+              --dynamic-years --comment-style "#" {staged_files}
+          - name: ruff-check
+            glob: "*.{py,pyi}"
+            run: pixi {run} ruff check --fix --exit-non-zero-on-fix --force-exclude {staged_files}
+          - name: ruff-format
+            glob: "*.{py,pyi}"
+            run: pixi {run} ruff format --force-exclude {staged_files}
+          - name: docformatter
+            glob: "*.{py,pyi}"
+            run: pixi {run} docformatter -i {staged_files}
+          - name: mypy
+            glob: "*.py"
+            run: pixi {run} mypy {staged_files}
+          - name: prettier
+            glob: "*.{md,yml,yaml}"
+            run: pixi {run} prettier --write --no-error-on-unmatched-pattern --list-different --ignore-unknown {staged_files}
+          - name: tombi
+            glob: "*.toml"
+            run: pixi {run} tombi format --offline {staged_files}
+          - name: trailing-whitespace-fixer
+            glob: "*"
+            exclude:
+              - "**/gen/*.txt"
+            file_types: text
+            run: pixi {run} trailing-whitespace-fixer {staged_files}
+          - name: end-of-file-fixer
+            glob: "*"
+            exclude:
+              - tests/summary/fixtures/**/*.txt
+            file_types: text
+            run: pixi {run} end-of-file-fixer {staged_files}
+          - name: check-merge-conflict
+            glob: "*"
+            exclude:
+              - "*.rst"
+            file_types: text
+            run: pixi {run} check-merge-conflict --assume-in-merge {staged_files}
+          - name: typos
+            glob: "*"
+            exclude:
+              - .copier-answers.yml
+            file_types: text
+            run: pixi {run} typos --force-exclude {staged_files}
+          - name: zizmor
+            glob: "*.{yml,yaml}"
+            run: pixi {run} zizmor --no-progress --min-severity high --fix --offline .
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
deleted file mode 100644
index 7e32179..0000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,104 +0,0 @@
-exclude: ^(\.copier-answers\.yml)|.pixi$
-repos:
-  - repo: local
-    hooks:
-      # ensure pixi environments are up to date
-      # workaround for https://github.com/prefix-dev/pixi/issues/1482
-      - id: pixi-install
-        name: pixi-install
-        entry: pixi install -e default -e lint -e py311
-        language: system
-        always_run: true
-        require_serial: true
-        pass_filenames: false
-      # generate fixture
-      - id: generate-fixture
-        name: generate-fixture
-        entry: pixi run -e default test-coverage -m generate
-        language: system
-        always_run: true
-        require_serial: true
-        pass_filenames: false
-      # insert-license
-      - id: insert-license
-        name: insert-license
-        entry: >-
-          pixi run -e lint
-          insert-license
-          --license-base64 Q29weXJpZ2h0IChjKSBRdWFudENvIDIwMjUtMjAyNQpTUERYLUxpY2Vuc2UtSWRlbnRpZmllcjogQlNELTMtQ2xhdXNl
-          --dynamic-years
-          --comment-style "#"
-        language: system
-        types: [python]
-      # docformatter
-      - id: docformatter
-        name: docformatter
-        entry: pixi run -e lint docformatter -i
-        language: system
-        types: [python]
-      # ruff
-      - id: ruff
-        name: ruff
-        entry: pixi run -e lint ruff check --fix --exit-non-zero-on-fix --force-exclude
-        language: system
-        types_or: [python, pyi]
-        require_serial: true
-      - id: ruff-format
-        name: ruff-format
-        entry: pixi run -e lint ruff format --force-exclude
-        language: system
-        types_or: [python, pyi]
-        require_serial: true
-      # mypy
-      - id: mypy
-        name: mypy
-        entry: pixi run -e py311 mypy
-        language: system
-        types_or: [python, pyi]
-        require_serial: true
-      # prettier
-      - id: prettier
-        name: prettier
-        entry: pixi run -e lint prettier --write --list-different --ignore-unknown
-        language: system
-        types: [text]
-        files: \.(md|yml|yaml)$
-      # taplo
-      - id: taplo
-        name: taplo
-        entry: pixi run -e lint taplo format
-        language: system
-        types: [toml]
-      # pre-commit-hooks
-      - id: trailing-whitespace-fixer
-        name: trailing-whitespace-fixer
-        entry: pixi run -e lint trailing-whitespace-fixer
-        language: system
-        types: [text]
-        exclude: gen/.*\.txt$
-      - id: end-of-file-fixer
-        name: end-of-file-fixer
-        entry: pixi run -e lint end-of-file-fixer
-        language: system
-        types: [text]
-        exclude: tests/summary/fixtures/.*\.txt$
-      - id: check-merge-conflict
-        name: check-merge-conflict
-        entry: pixi run -e lint check-merge-conflict --assume-in-merge
-        language: system
-        types: [text]
-        exclude: \.rst$
-      # typos
-      - id: typos
-        name: typos
-        entry: pixi run -e lint typos --force-exclude
-        language: system
-        types: [text]
-        require_serial: true
-      # zizmor
-      - id: zizmor
-        name: zizmor
-        entry: pixi run -e lint zizmor --min-severity high --fix .
-        language: system
-        types: [yaml]
-        pass_filenames: false
diff --git a/AGENTS.md b/AGENTS.md
index 4fc5e3e..eb0025f 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -17,7 +17,7 @@ All commands must be prefixed with `pixi run`. If you change `pixi.toml`, run `p
 ```bash
 pixi run test                    # Run all unit tests
 pixi run test-coverage           # Run tests with coverage report
-pixi run pre-commit-run          # Run all pre-commit hooks (formatting, linting, type checks)
+pixi run lint                    # Run all lefthook hooks (formatting, linting, type checks)
 pixi run docs                    # Build Sphinx documentation
 pixi run pytest tests/test_equal.py::test_equal  # Run a specific test
 ```
@@ -25,7 +25,7 @@ pixi run pytest tests/test_equal.py::test_equal  # Run a specific test
 ## Required Before Each Commit
 
 1. Run `pixi run test` to ensure all tests pass
-2. Run `pixi run pre-commit-run` to format code and generate summary fixtures if needed
+2. Run `pixi run lint` to format code and generate summary fixtures if needed
 
 ## Architecture
 
@@ -74,5 +74,5 @@ When modifying `compare_frames()` or `summary()` arguments:
 ## Testing
 
 - Test fixtures for summary outputs are in `tests/summary/fixtures/`
-- Fixtures are auto-generated by pre-commit hooks when summary output changes
+- Fixtures are auto-generated by the lint hooks when summary output changes
 - Use `pixi run pytest -m generate` to manually regenerate fixtures
diff --git a/diffly/__init__.py b/diffly/__init__.py
index 27b195b..58b8eef 100644
--- a/diffly/__init__.py
+++ b/diffly/__init__.py
@@ -1,13 +1,13 @@
 # Copyright (c) QuantCo 2025-2026
 # SPDX-License-Identifier: BSD-3-Clause
 
-import importlib.metadata
-import warnings
+import warnings as _warnings
+from importlib import metadata as _metadata
 
 try:
-    __version__ = importlib.metadata.version(__name__)
-except importlib.metadata.PackageNotFoundError as e:  # pragma: no cover
-    warnings.warn(f"Could not determine version of {__name__}\n{e!s}", stacklevel=2)
+    __version__ = _metadata.version(__name__)
+except _metadata.PackageNotFoundError as e:  # pragma: no cover
+    _warnings.warn(f"Could not determine version of {__name__}\n{e!s}", stacklevel=2)
     __version__ = "unknown"
 
 
diff --git a/docs/guides/development.md b/docs/guides/development.md
index 27f8f00..ea1aefa 100644
--- a/docs/guides/development.md
+++ b/docs/guides/development.md
@@ -13,10 +13,9 @@ cd diffly
 pixi install
 ```
 
-Next make sure to install the package locally and set up pre-commit hooks:
+Next make sure to set up pre-commit hooks:
 
 ```bash
-pixi run postinstall
 pixi run pre-commit-install
 ```
 
@@ -53,7 +52,6 @@ documentation and then open it in your web browser using the commands below:
 
 ```bash
 # Run build
-pixi run -e docs postinstall
 pixi run docs
 
 # Open documentation
diff --git a/pixi.lock b/pixi.lock
index 5f050b3..7ae3a18 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -27,533 +27,600 @@ platforms:
   - __win=10.0
   - __archspec=0=x86_64
 environments:
-  build:
+  default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
     packages:
       linux-64:
       - 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/ast-serialize-0.13.1-py311hf77984d_0.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/charset-normalizer-3.5.2-h1114479_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/comrak-0.55.0-hf19af3b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/comrak-0.56.0-hf19af3b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.16.2-py314h93e9acf_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-50.0.2-py311hc91d8b8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/dataframely-3.1.2-py311hf84270c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-he8c428d_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/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/lazy-object-proxy-1.13.0-py314hfe1a184_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lefthook-2.2.2-hfc2019e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260526.0-cxx17_h0dc7533_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-11_h4a7cf45_openblas.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/libcblas-3.11.0-11_h0358290_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20260512-pl5321h373387f_0.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/libgfortran-16.2.0-h69a702a_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-16.2.0-h6b99dfc_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.90.0-h569388d_0.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/libiconv-1.18-h0cb94f2_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-11_h47877c9_openblas.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/libpython-3.14.9-hd51c5da_100_cp314.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.54.1-h0737f62_100.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/libopenblas-0.3.34-pthreads_hf13c14d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpython-3.14.8-hd51c5da_102_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-3.54.1-h13e7031_0.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-3.0.4-py314h93e9acf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/mypy-2.4.0-py314hfe1a184_0.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/nh3-0.3.7-py310h300b7de_0.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/numpy-2.5.4-py314hd3a7d6b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.5-h781a0a9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-h8b3dc9c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-2.0.0-py311hb519a9e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.9-hcd007b5_100_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-2.0.0-py311hb519a9e_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/prettier-3.9.6-hdf27b9d_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/pydantic-core-2.50.1-py314h7e8cd81_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.8-hcd007b5_102_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-librt-0.16.0-py314hfe1a184_0.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/rapidfuzz-3.14.6-py314hf3b331d_3.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-2026.9.1-py314h7e8cd81_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.15-py314hfe1a184_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.17.1-hf19af3b_0.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/tombi-1.8.7-hf19af3b_0.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/typos-1.51.1-hf19af3b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/wcwidth-0.9.2-py311hd139983_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/wrapt-2.5.1-py314hfe1a184_0.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/zizmor-1.31.1-hf19af3b_0.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/annotated-doc-0.0.5-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.8.0-pyhd8ed1ab_0.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/noarch/arrow-1.4.0-pyhcf101f3_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-2.4.0-pyh5ded981_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/aws-xray-sdk-2.15.0-pyhd8ed1ab_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-1.0-pyhd8ed1ab_5.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/backports.tarfile-1.2.0-pyhcf101f3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.7.0-py314h680f03e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.7.22-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.10.19-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.8.0-py314h680f03e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.15.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.4.0-hac0b51c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/blinker-1.9.0-pyhff2d567_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-1.43.114-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/boto3-stubs-1.43.114-pyh5ded981_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-1.43.114-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-stubs-1.43.114-pyh5ded981_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.18-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.7.22-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.5.0-pyh5ded981_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.14.7-py314hd8ed1ab_106.conda
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   - libabseil * cxx17*
   - icu >=78.3,<79.0a0
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+  - python_abi 3.14.* *_cp314
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+  - liblapack >=3.9.0,<4.0a0
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-2.0.0-py311hb519a9e_0.conda
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+  - python_abi 3.14.* *_cp314
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+  - libblas >=3.9.0,<4.0a0
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+  - liblapack >=3.9.0,<4.0a0
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+- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.16-h9dec186_102_cp313.conda
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-  timestamp: 1792667679486
+  size: 12181255
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+  - tk >=8.6.13,<8.7.0a0
+  - tzdata
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-  timestamp: 1788577417607
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+  - tk >=8.6.13,<8.7.0a0
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+  - python_abi 3.14.* *_cp314
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   - tk >=8.6.13,<8.7.0a0
   - tzdata
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   license: Python-2.0
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-  license_family: MIT
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-  - python_abi 3.14.* *_cp314
-  license: MIT
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-- conda: https://conda.anaconda.org/conda-forge/win-64/ast-serialize-0.12.1-py311h66afae6_0.conda
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   - python_abi 3.11.* *_cp311
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+  - 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/libsqlite-3.54.1-h0737f62_100.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/libzlib-1.3.2-h25fd6f3_3.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/openssl-3.6.5-h781a0a9_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.15.0-h6e52b48_101_cp315.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/uv-0.13.1-h535ca38_0.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/ca-certificates-2026.10.18-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+- conda_source: diffly[aac17be4] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - polars >=2,<3
+  - python *
+  - python >=3.11
+  - rich
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.46.1-default_h1979696_103.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libedit-3.1.20260512-pl5321hc48eb74_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libexpat-2.8.5-h4154aff_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libffi-3.7.0-hdaad0be_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgcc-16.2.0-h205dda4_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgomp-16.2.0-h8acb6b2_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/liblzma-5.8.3-he30d5cf_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libmpdec-4.0.0-he30d5cf_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libsqlite-3.54.1-hd26f1b6_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libstdcxx-16.2.0-hef695bb_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libuuid-2.42.4-hd6fdeab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzlib-1.3.2-hdc9db2a_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ncurses-6.6-h2b6f883_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.6.5-he6ad1d5_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/python-3.15.0-h0c7c799_101_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-noxft_hf03c496_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/uv-0.13.1-h779c035_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstd-1.5.7-h9d15635_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.18-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+- conda_source: diffly[b178d189] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - polars >=2,<3
+  - python *
+  - python >=3.11
+  - rich
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.18-h4c7d964_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.8.5-hac47afa_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/libffi-3.7.0-h3d046cb_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.3-hfd05255_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-hfd05255_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.54.1-hf5d6505_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.2-hfd05255_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.5-hf411b9b_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.15.0-h53f6dd8_101_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h967ab96_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.13.1-hf7a7c96_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.5-ha367084_41.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
+  - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
+- conda_source: diffly[cf9f7616] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - polars >=2,<3
+  - python *
+  - python >=3.11
+  - rich
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.18-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h374f1ed_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-23.1.3-h19cb2f5_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20260512-pl5321hba2e2ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.8.5-h6e061ac_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.7.0-h6b3a05b_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.3-hbb4bfdb_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libmpdec-4.0.0-ha1e9b39_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.54.1-ha5db789_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.2-hbb4bfdb_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/ncurses-6.6-hcc0dc9a_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.6.5-h332eb6d_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.15.0-h0abcc05_101_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-ha6c374e_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.13.1-h76ff3f9_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-hbc1a06c_7.conda
diff --git a/pixi.toml b/pixi.toml
index 9ba9f19..1ae55cc 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -1,20 +1,31 @@
 [workspace]
+name = "diffly"
 channels = ["conda-forge"]
 description = "Utility package for comparing polars dataframes."
-name = "diffly"
+exclude-newer = "7d"
 platforms = ["linux-64", "linux-aarch64", "osx-64", "osx-arm64", "win-64"]
+preview = ["pixi-build"]
+
+[package]
+name = "diffly"
 
-[tasks]
-postinstall = "pip install --no-build-isolation --no-deps --disable-pip-version-check -e ."
+[package.build.backend]
+name = "pixi-build-python"
+version = "*"
 
-[dependencies]
-hatch-vcs = "*"
+[package.host-dependencies]
+python = ">=3.11"
 hatchling = "*"
-pip = "*"
-polars = ">=2,<3"
+uv = "*"
+
+[package.run-dependencies]
 python = ">=3.11"
+polars = ">=2,<3"
 rich = "*"
 
+[dependencies]
+diffly = { path = "." }
+
 [feature.docs.dependencies]
 myst-nb = "*"
 numpydoc = "*"
@@ -22,8 +33,9 @@ pydata-sphinx-theme = "*"
 sphinx = "*"
 sphinx-copybutton = "*"
 sphinx-design = "*"
+
 [feature.docs.tasks]
-docs = { cmd = "rm -rf _build && find . -name _gen -type d -exec rm -rf \"{}\" + && sphinx-build -M html . _build --fail-on-warning", cwd = "docs", depends-on = "postinstall" }
+docs = { cmd = "rm -rf _build && find . -name _gen -type d -exec rm -rf \"{}\" + && sphinx-build -M html . _build --fail-on-warning", cwd = "docs" }
 readthedocs = { cmd = "rm -rf $READTHEDOCS_OUTPUT/html && cp -r docs/_build/html $READTHEDOCS_OUTPUT/html", depends-on = "docs" }
 
 [feature.dev.dependencies]
@@ -37,14 +49,17 @@ mypy = "*"
 pytest = ">=6"
 pytest-cov = "*"
 pytest-lazy-fixtures = "*"
+
 [feature.test.tasks]
 test = "python -m pytest"
 test-coverage = "python -m pytest --cov=diffly --cov-report=xml --cov-report=term-missing"
 
 [feature.build.dependencies]
+python = "*"
+hatchling = "*"
 python-build = "*"
-twine = "*"
-wheel = "*"
+twine = ">=6"
+
 [feature.build.tasks]
 build-wheel = "python -m build --no-isolation ."
 check-wheel = "twine check dist/*"
@@ -52,41 +67,50 @@ check-wheel = "twine check dist/*"
 [feature.lint.dependencies]
 docformatter = "<1.7.8"
 insert-license-header = "*"
-pre-commit = "*"
+lefthook = "*"
 pre-commit-hooks = "*"
 prettier = "*"
 ruff = "*"
-taplo = "*"
+tombi = "*"
 typos = "*"
 zizmor = "*"
+
 [feature.lint.tasks]
-pre-commit-install = "pre-commit install"
-pre-commit-run = "pre-commit run -a"
+pre-commit-install = "lefthook install"
+lint = "lefthook run pre-commit --all-files"
 
 [feature.py311.dependencies]
 python = "3.11.*"
+
 [feature.py312.dependencies]
 python = "3.12.*"
+
 [feature.py313.dependencies]
 python = "3.13.*"
+
 [feature.py314.dependencies]
 python = "3.14.*"
 
+[feature.py315.dependencies]
+python = "3.15.*"
+
 [feature.optional.dependencies]
 dataframely = ">=3,<4"
 typer = ">=0.21,<1"
 
+[feature.nightly.dependencies]
+pip = "*"
+
 [feature.nightly.tasks]
 install-polars-nightly = "pip install --pre --no-deps --upgrade --only-binary :all: polars polars-runtime-32"
 
 [environments]
-build = ["build", "py314"]
-default = ["dev", "optional", "py314", "test"]
+default = ["build", "dev", "lint", "optional", "py314", "test"]
 docs = ["docs", "py314"]
-lint = { features = ["lint", "py314"], no-default-feature = true }
 nightly = ["nightly", "optional", "py314", "test"]
 no-optional-dependencies = ["py314", "test"]
 py311 = ["optional", "py311", "test"]
 py312 = ["optional", "py312", "test"]
 py313 = ["optional", "py313", "test"]
 py314 = ["optional", "py314", "test"]
+py315 = ["optional", "py315", "test"]
diff --git a/pyproject.toml b/pyproject.toml
index fad3704..ea63750 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [build-system]
 build-backend = "hatchling.build"
-requires = ["hatch-vcs", "hatchling"]
+requires = ["hatchling"]
 
 [project]
 authors = [
@@ -14,13 +14,15 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
 ]
 dependencies = [
-  "polars>=1.32,<3", # is_close() only exists since 1.32
+  "polars>=1.32,<3",  # is_close() only exists since 1.32
   "rich",
 ]
 description = "Utility package for comparing polars dataframes."
-dynamic = ["version"]
+# replaced in CI
+version = "0.0.0"
 name = "diffly"
 readme = "README.md"
 requires-python = ">=3.11"
@@ -28,12 +30,6 @@ requires-python = ">=3.11"
 [project.urls]
 repository = "https://github.com/Quantco/diffly"
 
-[tool.hatch.version]
-source = "vcs"
-
-[tool.hatch.build.targets.wheel]
-packages = ["diffly"]
-
 [project.scripts]
 diffly = "diffly.cli:app"
 
@@ -41,17 +37,20 @@ diffly = "diffly.cli:app"
 dataframely = ["dataframely>=2,<4"]
 typer = ["typer>=0.21,<1"]
 
+[tool.hatch.build.targets.wheel]
+packages = ["diffly"]
+
 [tool.docformatter]
-black = true # only sets the style options to the default values of black
+black = true  # only sets the style options to the default values of black
 
 [tool.ruff]
 line-length = 88
 
 [tool.ruff.lint]
 ignore = [
-  "E501", # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
-  "N803", # https://docs.astral.sh/ruff/rules/invalid-argument-name
-  "N806", # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
+  "E501",  # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
+  "N803",  # https://docs.astral.sh/ruff/rules/invalid-argument-name
+  "N806",  # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
 ]
 select = [
   # pyflakes
@@ -76,10 +75,7 @@ check_untyped_defs = true
 disallow_untyped_defs = true
 exclude = ["docs/"]
 no_implicit_optional = true
-python_version = '3.11'
-
-[tool.typos.files]
-extend-exclude = [".github/CODEOWNERS", "tests/summary/fixtures/**/gen/*.txt"]
+python_version = "3.11"
 
 [tool.typos]
 # Taken from:
@@ -91,6 +87,11 @@ default.extend-ignore-re = [
   "(?s)(#|//)\\s*spellchecker:off.*?\\n\\s*(#|//)\\s*spellchecker:on",
 ]
 
+[tool.typos.files]
+extend-exclude = [".github/CODEOWNERS", "tests/summary/fixtures/**/gen/*.txt"]
+
+[tool.tombi]
+schema.enabled = false
 
 [tool.pytest.ini_options]
 addopts = "--import-mode=importlib -m 'not generate'"