diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md
new file mode 120000
index 0000000..be77ac8
--- /dev/null
+++ b/.claude/CLAUDE.md
@@ -0,0 +1 @@
+../AGENTS.md
\ No newline at end of file
diff --git a/.copier-answers.yml b/.copier-answers.yml
index db27a86..dcbbff2 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
+#
+# 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: v0.5.2
 _src_path: https://github.com/quantco/copier-template-python-open-source
 add_autobump_workflow: false
 author_email: oliver.borchert@quantco.com
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a3c811a..460f71a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -76,7 +76,7 @@ jobs:
           printf '@cargo auditable %%*\n' > "C:/cargo-auditable-wrapper.cmd"
           echo "CARGO=C:\\cargo-auditable-wrapper.cmd" >> "$GITHUB_ENV"
       - name: Build wheel
-        uses: PyO3/maturin-action@e83996d129638aa358a18fbd1dfb82f0b0fb5d3b # v1.51.0
+        uses: PyO3/maturin-action@e83996d129638aa358a18fbd1dfb82f0b0fb5d3b # v1.51.0 # zizmor: ignore[cache-poisoning]
         with:
           command: build
           args: --out dist --release -i python3.10
diff --git a/.github/workflows/chore-pr.yml b/.github/workflows/chore.yml
similarity index 97%
rename from .github/workflows/chore-pr.yml
rename to .github/workflows/chore.yml
index 04d328a..141b47c 100644
--- a/.github/workflows/chore-pr.yml
+++ b/.github/workflows/chore.yml
@@ -1,6 +1,6 @@
 name: Chore
 on:
-  pull_request_target:
+  pull_request_target: # zizmor: ignore[dangerous-triggers]
     branches: [main]
     types: [opened, reopened, edited, synchronize]
 
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3336fbd..db255d7 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,8 +13,8 @@ permissions:
   contents: read
 
 jobs:
-  pre-commit-checks:
-    name: Pre-commit Checks
+  lint:
+    name: Lint
     timeout-minutes: 30
     runs-on: ubuntu-latest
     steps:
@@ -31,8 +31,10 @@ jobs:
         run: rustup show
       - name: Cache Rust dependencies
         uses: Swatinem/rust-cache@c19371144df3bb44fab255c43d04cbc2ab54d1c4 # v2.9.1
-      - name: pre-commit
-        run: pixi run pre-commit-run --color=always --show-diff-on-failure
+      - name: Run linting
+        run: pixi run lint
+        env:
+          CLICOLOR_FORCE: 1
 
   unit-tests:
     name: Unit Tests (${{ contains(matrix.os, 'ubuntu') && 'Linux' || (contains(matrix.os, 'windows') && 'Windows' || 'macOS') }}) - ${{ matrix.environment }}
diff --git a/.github/workflows/chore-main.yml b/.github/workflows/release-drafter.yml
similarity index 95%
rename from .github/workflows/chore-main.yml
rename to .github/workflows/release-drafter.yml
index b48f000..18f922f 100644
--- a/.github/workflows/chore-main.yml
+++ b/.github/workflows/release-drafter.yml
@@ -1,4 +1,4 @@
-name: Chore
+name: Release Drafter
 on:
   push:
     branches: [main]
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 5d42542..35be202 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -74,6 +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@95e58e9a2cdfd71adc6e0353d5c52f41a045d225 # v4.35.2
+        uses: github/codeql-action/upload-sarif@68bde559dea0fdcac2102bfdf6230c5f70eb485e # v4.35.4
         with:
           sarif_file: results.sarif
diff --git a/.lefthook.yaml b/.lefthook.yaml
new file mode 100644
index 0000000..bdeaf7b
--- /dev/null
+++ b/.lefthook.yaml
@@ -0,0 +1,57 @@
+# 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
+    - group:
+        parallel: true
+        jobs:
+          - name: ruff-check
+            glob: "*.{py,pyi}"
+            run: pixi {run} ruff check --fix --exit-non-zero-on-fix --force-exclude
+          - name: ruff-format
+            glob: "*.{py,pyi}"
+            run: pixi {run} ruff format --force-exclude
+          - 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: taplo
+            glob: "*.toml"
+            run: pixi {run} taplo format {staged_files}
+          - name: cargo-fmt
+            glob: "*.rs"
+            run: pixi {run} cargo fmt
+          - name: cargo-clippy
+            glob: "*.rs"
+            run: pixi {run} cargo clippy --all-targets
+          - name: trailing-whitespace-fixer
+            glob: "*"
+            file_types: text
+            run: pixi {run} trailing-whitespace-fixer {staged_files}
+          - name: end-of-file-fixer
+            glob: "*"
+            file_types: text
+            run: pixi {run} end-of-file-fixer {staged_files}
+          - name: check-merge-conflict
+            glob: "*"
+            file_types: text
+            run: pixi {run} check-merge-conflict --assume-in-merge {staged_files}
+            exclude:
+              - "*.rst"
+          - name: typos
+            glob: "*"
+            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 2fb87a6..0000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,110 +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 polars-minimal
-        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 default mypy
-        language: system
-        types: [python]
-        require_serial: true
-      # mypy with oldest supported polars version
-      - id: mypy
-        name: mypy-polars-minimal
-        entry: pixi run -e default-polars-minimal  mypy --cache-dir .mypy_cache_polars_minimal
-        language: system
-        types: [python]
-        require_serial: true
-      # cargo-fmt
-      - id: cargo-fmt
-        name: cargo-fmt
-        entry: cargo fmt
-        language: system
-        types: [rust]
-        require_serial: true
-        pass_filenames: false
-      # cargo-clippy
-      - id: cargo-clippy
-        name: cargo-clippy
-        entry: cargo clippy --all-targets
-        language: system
-        types: [rust]
-        require_serial: true
-        pass_filenames: false
-      # 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]
-      - id: end-of-file-fixer
-        name: end-of-file-fixer
-        entry: pixi run -e lint end-of-file-fixer
-        language: system
-        types: [text]
-      - 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
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..5b31c3c
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,5 @@
+Lockfiles must be consistent with package metadata. After any change to `pixi.toml`, run `pixi lock`.
+
+Everything runs in a pixi environment. Any command (like `pytest`) must be prefixed with `pixi run` (e.g. `pixi run pytest`).
+
+Code formatting must align with our standards. Run `pixi run lint` before `git commit`s to ensure this.
diff --git a/docs/guides/examples/real-world.ipynb b/docs/guides/examples/real-world.ipynb
index e92905e..8cd1466 100644
--- a/docs/guides/examples/real-world.ipynb
+++ b/docs/guides/examples/real-world.ipynb
@@ -16,10 +16,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import dataframely as dy\n",
-    "import polars as pl\n",
+    "from datetime import date, datetime\n",
     "from decimal import Decimal\n",
-    "from datetime import datetime, date"
+    "\n",
+    "import polars as pl\n",
+    "\n",
+    "import dataframely as dy"
    ]
   },
   {
diff --git a/pixi.lock b/pixi.lock
index 3d85608..68ab191 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,43 +1,24 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+- name: linux-aarch64
+- name: osx-64
+- name: osx-arm64
+- name: win-64
 environments:
   build:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     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/noarch/_python_abi3_support-1.0-hd8ed1ab_2.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-1.4.0-py314h680f03e_0.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_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda
-      - 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/linux-64/cmarkgfm-2024.11.20-py314h5bd0f2a_1.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-3.14.4-py314hd8ed1ab_100.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-47.0.0-py314h7fe84b3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h24cb091_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fsspec-2026.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/id-1.6.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.8.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-7.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.classes-3.4.0-pyhcf101f3_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.context-6.1.2-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.functools-4.4.0-pyhcf101f3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jeepney-0.9.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/keyring-25.7.0-pyha804496_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-6_h4a7cf45_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-6_h0358290_openblas.conda
@@ -57,38 +38,62 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42-h5347b49_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/maturin-1.13.1-py310h2b5ca13_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/more-itertools-11.0.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/nh3-0.3.5-py310hd8a072f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.3-py314h2b28147_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.2-pyhc364b38_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-1.40.0-py310hffdcd12_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.4-habeac84_100_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/secretstorage-3.4.1-py314hdafbbf9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/sed-4.10-h19d0853_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.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-1.4.0-py314h680f03e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.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/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.14.4-py314hd8ed1ab_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fsspec-2026.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/id-1.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.8.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-7.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.classes-3.4.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.context-6.1.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.functools-4.4.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jeepney-0.9.0-pyhd8ed1ab_0.conda
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-  size: 592885
-  timestamp: 1776816000408
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+  - __osx >=10.13
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+  - python >=3.14,<3.15.0a0
+  - python_abi 3.14.* *_cp314
+  license: BSD-2-Clause
+  license_family: BSD
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.35.2-py310h34bb384_0.conda
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.39.3-py310h216a1ac_1.conda
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+  - libabseil-static =20260107.1=cxx17*
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+  - bzip2 >=1.0.8,<2.0a0
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+  - snappy >=1.2.2,<1.3.0a0
+  - zstd >=1.5.7,<1.6.0a0
   constrains:
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+  - arrow-cpp <0.0a0
+  - parquet-cpp <0.0a0
+  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.40.0-py310h216a1ac_0.conda
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+  - libabseil >=20260107.1,<20260108.0a0
+  - libarrow 24.0.0 h6b6ab80_0_cpu
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-- conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.35.2-py310hca7251b_0.conda
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+  - libcxx >=21
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-- conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.39.3-py310hca7251b_1.conda
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+  - libarrow-dataset 24.0.0 h66151e4_0_cpu
+  - libcxx >=21
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+  license: Apache-2.0
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+- conda: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.11.0-6_he492b99_openblas.conda
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-- conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.40.0-py310hca7251b_0.conda
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+  - libopenblas >=0.3.32,<0.3.33.0a0
+  - libopenblas >=0.3.32,<1.0a0
+  constrains:
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+  - blas 2.306   openblas
+  - mkl <2026
+  - liblapacke 3.11.0   6*_openblas
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py310hb46c203_0.conda
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-  md5: 5e794d21e84c81cad832af7d8b7b8498
+  - vc14_runtime >=14.44.35208
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 19347
+  timestamp: 1767320221943
+- conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
+  sha256: 9df10c5b607dd30e05ba08cbd940009305c75db242476f4e845ea06008b0a283
+  md5: 1cee351bf20b830d991dbe0bc8cd7dfe
+  license: MIT
+  license_family: MIT
+  size: 1176306
+- conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.2-py310h29418f3_0.conda
+  sha256: d911dc8691f2ca77e30a2e0efc4de66e8687d6627c48766b34f3827bfd1ed03e
+  md5: 4296efd60c4cd7e44da473d8c30cc93a
   depends:
-  - __osx >=11.0
-  - idna >=2.0
-  - multidict >=4.0
-  - propcache >=0.2.1
   - python >=3.10,<3.11.0a0
-  - python >=3.10,<3.11.0a0 *_cpython
   - python_abi 3.10.* *_cp310
-  license: Apache-2.0
-  license_family: Apache
-  size: 127925
-  timestamp: 1772409806617
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py311hc290fe0_0.conda
-  sha256: ff782e7bcc57a4387989b14ddfb6142e0b6890cec187cc05c1c9da693d171fd0
-  md5: e4d202b8b445cb3e3fd60f3f48881a11
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 76377
+  timestamp: 1772794917384
+- conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.2-py311h3485c13_0.conda
+  sha256: 4b802086191d41870f98c8bec12948ff85143d248533b343ed200e2fd00c6568
+  md5: 225def70ba20ef4e5d5257058de7fabb
   depends:
-  - __osx >=11.0
-  - idna >=2.0
-  - multidict >=4.0
-  - propcache >=0.2.1
   - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
   - python_abi 3.11.* *_cp311
-  license: Apache-2.0
-  license_family: Apache
-  size: 142272
-  timestamp: 1772409712668
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py312h04c11ed_0.conda
-  sha256: 2379fd978cfc5598d9ef6f01946da890851f5ed22ecf8596abb328f7ddd640ba
-  md5: c5cce9282c0a099ba55a43a80fc67795
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 86741
+  timestamp: 1772794893068
+- conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.2-py312he06e257_0.conda
+  sha256: f378d759934aacbb7edfe3bc2eda71f3f28180dc7daad51c0a97703b99974fba
+  md5: b89f91fb42206c571b2b966aae91fc93
   depends:
-  - __osx >=11.0
-  - idna >=2.0
-  - multidict >=4.0
-  - propcache >=0.2.1
   - python >=3.12,<3.13.0a0
-  - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
-  license: Apache-2.0
-  license_family: Apache
-  size: 140208
-  timestamp: 1772409657987
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py313h65a2061_0.conda
-  sha256: 3c429f435254c7ea3ab1f9d0cea4f9b260f2e480f3b882d6e6be9f109ab09200
-  md5: 1dbe09f9442343be4c108103e274740b
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 85337
+  timestamp: 1772794891156
+- conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.2-py313h5ea7bf4_0.conda
+  sha256: 104d68b3836800db0a34cec9505fdcecd0face699b0e4ae22c11cc0cd5a94067
+  md5: a513ad61fe019e1dc5684b871daa49da
   depends:
-  - __osx >=11.0
-  - idna >=2.0
-  - multidict >=4.0
-  - propcache >=0.2.1
   - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
   - python_abi 3.13.* *_cp313
-  license: Apache-2.0
-  license_family: Apache
-  size: 140823
-  timestamp: 1772409835103
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 86031
+  timestamp: 1772794905077
+- conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.2-py314h5a2d7ad_0.conda
+  sha256: 851070d0afa22f4c76c89543a016836bb956308d9e3a675851ddd272c8eea14e
+  md5: ecedae18558abcbed1b79770107d0ceb
+  depends:
+  - python >=3.14,<3.15.0a0
+  - python_abi 3.14.* *_cp314
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 86073
+  timestamp: 1772794899504
+- conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
+  sha256: 80ee68c1e7683a35295232ea79bcc87279d31ffeda04a1665efdb43cbd50a309
+  md5: 433699cba6602098ae8957a323da2664
+  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
+  license: MIT
+  license_family: MIT
+  size: 63944
+  timestamp: 1753484092156
 - conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.23.0-py310hdb0e946_0.conda
   sha256: 2bc5f2f317d0d1a14c8eceb02ff25901f67c618aa414804b71b6875d203d94f8
   md5: 3d3fd31829179f61d3d4502f8fdb2db8
@@ -31383,55 +31252,6 @@ packages:
   license_family: Apache
   size: 145238
   timestamp: 1772409478751
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h41580af_10.conda
-  sha256: 325d370b28e2b9cc1f765c5b4cdb394c91a5d958fbd15da1a14607a28fee09f6
-  md5: 755b096086851e1193f3b10347415d7c
-  depends:
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - libstdcxx >=14
-  - krb5 >=1.22.2,<1.23.0a0
-  - libsodium >=1.0.21,<1.0.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 311150
-  timestamp: 1772476812121
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zeromq-4.3.5-hc0523f8_10.conda
-  sha256: 32f77d565687a8241ebfb66fe630dcb197efc84f6a8b59df8260b1191b7deb2c
-  md5: ac79d51c73c8fbe6ef6e9067191b7f1a
-  depends:
-  - libgcc >=14
-  - libstdcxx >=14
-  - libsodium >=1.0.21,<1.0.22.0a0
-  - krb5 >=1.22.2,<1.23.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 350773
-  timestamp: 1772476818466
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h27d9b8f_10.conda
-  sha256: c7265cc5184897358af8b87c614288bc79645ef4340e01c2cd8469078dc56007
-  md5: 1a774dcaff94c2dd98451a26a46714b8
-  depends:
-  - libcxx >=19
-  - __osx >=11.0
-  - libsodium >=1.0.21,<1.0.22.0a0
-  - krb5 >=1.22.2,<1.23.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 260841
-  timestamp: 1772476936933
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h4818236_10.conda
-  sha256: 2705360c72d4db8de34291493379ffd13b09fd594d0af20c9eefa8a3f060d868
-  md5: e85dcd3bde2b10081cdcaeae15797506
-  depends:
-  - __osx >=11.0
-  - libcxx >=19
-  - krb5 >=1.22.2,<1.23.0a0
-  - libsodium >=1.0.21,<1.0.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 245246
-  timestamp: 1772476886668
 - conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h507cc87_10.conda
   sha256: b8568dfde46edf3455458912ea6ffb760e4456db8230a0cf34ecbc557d3c275f
   md5: 1ab0237036bfb14e923d6107473b0021
@@ -31445,55 +31265,17 @@ packages:
   license_family: MOZILLA
   size: 265665
   timestamp: 1772476832995
-- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.1-pyhcf101f3_0.conda
-  sha256: 523616c0530d305d2216c2b4a8dfd3872628b60083255b89c5e0d8c42e738cca
-  md5: e1c36c6121a7c9c76f2f148f1e83b983
+- conda: https://conda.anaconda.org/conda-forge/win-64/zizmor-1.25.2-h18a1a76_0.conda
+  sha256: 61a793d1666b9687756874b18018496680135740ed70e968dcf3d8afe92090b4
+  md5: a372a2f8ae0198e10d6f8b9ea7bd1427
   depends:
-  - python >=3.10
-  - python
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
   license: MIT
   license_family: MIT
-  size: 24461
-  timestamp: 1776131454755
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.2-h25fd6f3_2.conda
-  sha256: 245c9ee8d688e23661b95e3c6dd7272ca936fabc03d423cdb3cdee1bbcf9f2f2
-  md5: c2a01a08fc991620a74b32420e97868a
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libzlib 1.3.2 h25fd6f3_2
-  license: Zlib
-  license_family: Other
-  size: 95931
-  timestamp: 1774072620848
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zlib-1.3.2-hdc9db2a_2.conda
-  sha256: d651731b45f2d84591881da3ce3e4107a9ba6709fe790dbd5f7b8d9c89a02ed7
-  md5: 493587274c81b34d198b085b46a86eaa
-  depends:
-  - libzlib 1.3.2 hdc9db2a_2
-  license: Zlib
-  license_family: Other
-  size: 100515
-  timestamp: 1774072641977
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-1.3.2-hbb4bfdb_2.conda
-  sha256: 5dd728cebca2e96fa48d41661f1a35ed0ee3cb722669eee4e2d854c6745655eb
-  md5: 6276aa61ffc361cbf130d78cfb88a237
-  depends:
-  - __osx >=11.0
-  - libzlib 1.3.2 hbb4bfdb_2
-  license: Zlib
-  license_family: Other
-  size: 92411
-  timestamp: 1774073075482
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.2-h8088a28_2.conda
-  sha256: 8dd2ac25f0ba714263aac5832d46985648f4bfb9b305b5021d702079badc08d2
-  md5: f1c0bce276210bed45a04949cfe8dc20
-  depends:
-  - __osx >=11.0
-  - libzlib 1.3.2 h8088a28_2
-  license: Zlib
-  license_family: Other
-  size: 81123
-  timestamp: 1774072974535
+  size: 7232434
+  timestamp: 1778922195362
 - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
   sha256: ef408f85f664a4b9c9dac3cb2e36154d9baa15a88984ea800e11060e0f2394a1
   md5: 5187ecf958be3c39110fe691cbd6873e
@@ -31506,45 +31288,6 @@ packages:
   license_family: Other
   size: 850351
   timestamp: 1774072891049
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
-  sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
-  md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 601375
-  timestamp: 1764777111296
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstd-1.5.7-h85ac4a6_6.conda
-  sha256: 569990cf12e46f9df540275146da567d9c618c1e9c7a0bc9d9cfefadaed20b75
-  md5: c3655f82dcea2aa179b291e7099c1fcc
-  depends:
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 614429
-  timestamp: 1764777145593
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h3eecb57_6.conda
-  sha256: 47101a4055a70a4876ffc87b750ab2287b67eca793f21c8224be5e1ee6394d3f
-  md5: 727109b184d680772e3122f40136d5ca
-  depends:
-  - __osx >=10.13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 528148
-  timestamp: 1764777156963
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
-  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
-  md5: ab136e4c34e97f34fb621d2592a393d8
-  depends:
-  - __osx >=11.0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 433413
-  timestamp: 1764777166076
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
   sha256: 368d8628424966fd8f9c8018326a9c779e06913dd39e646cf331226acc90e5b2
   md5: 053b84beec00b71ea8ff7a4f84b55207
diff --git a/pixi.toml b/pixi.toml
index fed1b14..97c6b51 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -36,6 +36,7 @@ sphinx = ">=8.2,<9"
 sphinx-copybutton = "*"
 sphinx-design = "*"
 sphinx-toolbox = "*"
+
 [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" }
 readthedocs = { cmd = "rm -rf $READTHEDOCS_OUTPUT/html && cp -r docs/_build/html $READTHEDOCS_OUTPUT/html", depends-on = "docs" }
@@ -47,7 +48,7 @@ mypy = ">=1.13"
 pandas = "*"
 pandas-stubs = "*"
 pyodbc = "*"
-pytest = ">=6"
+pytest = "*"
 pytest-benchmark = "*"
 pytest-cov = "*"
 pytest-md = "*"
@@ -71,7 +72,7 @@ sqlalchemy = ">=2"
 [feature.build.dependencies]
 python-build = "*"
 setuptools-scm = "*"
-twine = "*"
+twine = ">=6"
 wheel = "*"
 [feature.build.target.unix.dependencies]
 sed = "*"
@@ -83,17 +84,18 @@ check-wheel = "twine check dist/*"
 set-version = "sed -i \"s/0.0.0/$(python -m setuptools_scm)/\" pyproject.toml"
 
 [feature.lint.dependencies]
-docformatter = "*"
 insert-license-header = "*"
-pre-commit = "*"
+lefthook = "*"
 pre-commit-hooks = "*"
 prettier = "*"
 ruff = "*"
 taplo = "*"
 typos = "*"
+zizmor = "*"
+
 [feature.lint.tasks]
-pre-commit-install = "pre-commit install"
-pre-commit-run = "pre-commit run -a"
+lint = "lefthook run pre-commit --all-files"
+pre-commit-install = "lefthook install"
 
 [feature.py310.dependencies]
 python = "3.10.*"
diff --git a/pyproject.toml b/pyproject.toml
index a13adb6..87093b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,6 +78,9 @@ select = [
 [tool.ruff.lint.pep8-naming]
 classmethod-decorators = ["dataframely.rule"]
 
+[tool.ruff.lint.per-file-ignores]
+"docs/guides/examples/real-world.ipynb" = ["F811"]
+
 [tool.ruff.format]
 indent-style = "space"
 quote-style = "double"