diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
index 2a48386a..83222e6c 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.rst
@@ -85,11 +85,12 @@ your python interpreter.
 Running Tests Manually
 ~~~~~~~~~~~~~~~~~~~~~~
 
-You can get an interactive shell into an environment with a command like the following:
+You can get an interactive shell into an environment with the nightly build of
+scikit-learn and all other required dependencies with:
 
 .. code:: bash
 
-   pixi shell -e ci-sklearn15
+   pixi shell
 
 ``skops`` uses ``pytest`` as its test runner, just run it from the project root:
 
diff --git a/docs/requirements.txt b/docs/requirements.txt
index b1b9be94..3c5b8c06 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,3 +1,4 @@
+# to be synced with the versions in pyproject.toml
 matplotlib>=3.3
 pandas>=1
 fairlearn>=0.7.0
diff --git a/pixi.lock b/pixi.lock
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+- conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.0.0-pyhd8ed1ab_1.conda
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 - conda: https://conda.anaconda.org/conda-forge/win-64/intel-openmp-2024.2.1-h57928b3_1083.conda
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   size: 24878
   timestamp: 1729351558563
+- conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py312h178313f_1.conda
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+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=13
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  constrains:
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+  license_family: BSD
+  purls:
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@@ -13374,6 +13325,21 @@ packages:
   - pkg:pypi/markupsafe?source=hash-mapping
   size: 24326
   timestamp: 1729351501551
+- conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py313h717bdf5_1.conda
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+  md5: a6fbde71416d6eb9898fcabf505a85c5
+  depends:
+  - __osx >=10.13
+  - python >=3.13,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  constrains:
+  - jinja2 >=3.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
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+  size: 24363
+  timestamp: 1733219815199
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py312ha0ccf2a_0.conda
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@@ -13390,6 +13356,22 @@ packages:
   - pkg:pypi/markupsafe?source=hash-mapping
   size: 24495
   timestamp: 1729351534830
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py313ha9b7d5b_1.conda
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+  md5: 3acf05d8e42ff0d99820d2d889776fff
+  depends:
+  - __osx >=11.0
+  - python >=3.13,<3.14.0a0
+  - python >=3.13,<3.14.0a0 *_cp313
+  - python_abi 3.13.* *_cp313
+  constrains:
+  - jinja2 >=3.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/markupsafe?source=hash-mapping
+  size: 24757
+  timestamp: 1733219916634
 - conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py313hb4c8b1a_0.conda
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@@ -13407,6 +13389,23 @@ packages:
   - pkg:pypi/markupsafe?source=hash-mapping
   size: 27813
   timestamp: 1729351491668
+- conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py313hb4c8b1a_1.conda
+  sha256: f16cb398915f52d582bcea69a16cf69a56dab6ea2fab6f069da9c2c10f09534c
+  md5: ec9ecf6ee4cceb73a0c9a8cdfdf58bed
+  depends:
+  - python >=3.13,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  constrains:
+  - jinja2 >=3.0.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
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+  size: 27930
+  timestamp: 1733220059655
 - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.3.4-py39hf3d152e_0.tar.bz2
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   md5: cbaec993375a908bbe506dc7328d747c
@@ -16271,6 +16270,16 @@ packages:
   - pkg:pypi/platformdirs?source=hash-mapping
   size: 20625
   timestamp: 1726613611845
+- conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
+  sha256: bb50f6499e8bc1d1a26f17716c97984671121608dc0c3ecd34858112bce59a27
+  md5: 577852c7e53901ddccc7e6a9959ddebe
+  depends:
+  - python >=3.9
+  license: MIT
+  purls:
+  - pkg:pypi/platformdirs?source=hash-mapping
+  size: 20448
+  timestamp: 1733232756001
 - conda: https://conda.anaconda.org/conda-forge/noarch/plotly-5.24.1-pyhd8ed1ab_0.conda
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@@ -16297,6 +16306,17 @@ packages:
   - pkg:pypi/pluggy?source=hash-mapping
   size: 23815
   timestamp: 1713667175451
+- conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_1.conda
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+  md5: e9dcbce5f45f9ee500e728ae58b605b6
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/pluggy?source=hash-mapping
+  size: 23595
+  timestamp: 1733222855563
 - conda: https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_2.conda
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   md5: 18c6deb6f9602e32446398203c8f0e91
@@ -16563,6 +16583,16 @@ packages:
   - pkg:pypi/pyparsing?source=hash-mapping
   size: 92444
   timestamp: 1728880549923
+- conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
+  sha256: 09a5484532e24a33649ab612674fd0857bbdcfd6640a79d13a6690fb742a36e1
+  md5: 4c05a2bcf87bb495512374143b57cf28
+  depends:
+  - python >=3.9
+  license: MIT
+  purls:
+  - pkg:pypi/pyparsing?source=hash-mapping
+  size: 92319
+  timestamp: 1733222687746
 - conda: https://conda.anaconda.org/conda-forge/linux-64/pyqt-5.15.9-py39h52134e7_5.conda
   sha256: a0d0662c73b343931dbd66d9c25ec74f40115512568a87bf4d01af8d1a8ddf1c
   md5: e1f148e57d071b09187719df86f513c1
@@ -16948,6 +16978,20 @@ packages:
   - pkg:pypi/pytest-cov?source=hash-mapping
   size: 26218
   timestamp: 1730284385470
+- conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-6.0.0-pyhd8ed1ab_1.conda
+  sha256: 09acac1974e10a639415be4be326dd21fa6d66ca51a01fb71532263fba6dccf6
+  md5: 79963c319d1be62c8fd3e34555816e01
+  depends:
+  - coverage >=7.5
+  - pytest >=4.6
+  - python >=3.9
+  - toml
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/pytest-cov?source=hash-mapping
+  size: 26256
+  timestamp: 1733223113491
 - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.10.15-h4a871b0_2_cpython.conda
   build_number: 2
   sha256: c1e5e93b887d8cd1aa31d24b9620cb7eb6645c08c97b15ffc844fd6c29051420
@@ -17454,6 +17498,16 @@ packages:
   - pkg:pypi/tzdata?source=hash-mapping
   size: 142527
   timestamp: 1727140688093
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2024.2-pyhd8ed1ab_1.conda
+  sha256: 57c9a02ec25926fb48edca59b9ede107823e5d5c473b94a0e05cc0b9a193a642
+  md5: c0def296b2f6d2dd7b030c2a7f66bb1f
+  depends:
+  - python >=3.9
+  license: Apache-2.0
+  purls:
+  - pkg:pypi/tzdata?source=hash-mapping
+  size: 142235
+  timestamp: 1733235414217
 - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.10-5_cp310.conda
   build_number: 5
   sha256: 074d2f0b31f0333b7e553042b17ea54714b74263f8adda9a68a4bd8c7e219971
@@ -17696,16 +17750,6 @@ packages:
   - pkg:pypi/pytz?source=hash-mapping
   size: 185890
   timestamp: 1733215766006
-- pypi: https://files.pythonhosted.org/packages/04/24/b7721e4845c2f162d26f50521b825fb061bc0a5afcf9a386840f23ea19fa/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  name: pyyaml
-  version: 6.0.2
-  sha256: 70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5
-  requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/45/9f/3b1c20a0b7a3200524eb0076cc027a970d320bd3a6592873c85c92a08731/PyYAML-6.0.2-cp313-cp313-macosx_11_0_arm64.whl
-  name: pyyaml
-  version: 6.0.2
-  sha256: 50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1
-  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/a8/0c/38374f5bb272c051e2a69281d71cba6fdb983413e6758b84482905e29a5d/PyYAML-6.0.2-cp312-cp312-macosx_11_0_arm64.whl
   name: pyyaml
   version: 6.0.2
@@ -18910,6 +18954,67 @@ packages:
   - pooch>=1.6.0 ; extra == 'tests'
   - conda-lock==2.5.6 ; extra == 'maintenance'
   requires_python: '>=3.9'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.7.dev0/scikit_learn-1.7.dev0-cp313-cp313-macosx_12_0_arm64.whl
+  name: scikit-learn
+  version: 1.7.dev0
+  requires_dist:
+  - numpy>=1.19.5
+  - scipy>=1.6.0
+  - joblib>=1.2.0
+  - threadpoolctl>=3.1.0
+  - numpy>=1.19.5 ; extra == 'build'
+  - scipy>=1.6.0 ; extra == 'build'
+  - cython>=3.0.10 ; extra == 'build'
+  - meson-python>=0.16.0 ; extra == 'build'
+  - numpy>=1.19.5 ; extra == 'install'
+  - scipy>=1.6.0 ; extra == 'install'
+  - joblib>=1.2.0 ; extra == 'install'
+  - threadpoolctl>=3.1.0 ; extra == 'install'
+  - matplotlib>=3.3.4 ; extra == 'benchmark'
+  - pandas>=1.1.5 ; extra == 'benchmark'
+  - memory-profiler>=0.57.0 ; extra == 'benchmark'
+  - matplotlib>=3.3.4 ; extra == 'docs'
+  - scikit-image>=0.17.2 ; extra == 'docs'
+  - pandas>=1.1.5 ; extra == 'docs'
+  - seaborn>=0.9.0 ; extra == 'docs'
+  - memory-profiler>=0.57.0 ; extra == 'docs'
+  - sphinx>=7.3.7 ; extra == 'docs'
+  - sphinx-copybutton>=0.5.2 ; extra == 'docs'
+  - sphinx-gallery>=0.17.1 ; extra == 'docs'
+  - numpydoc>=1.2.0 ; extra == 'docs'
+  - pillow>=7.1.2 ; extra == 'docs'
+  - pooch>=1.6.0 ; extra == 'docs'
+  - sphinx-prompt>=1.4.0 ; extra == 'docs'
+  - sphinxext-opengraph>=0.9.1 ; extra == 'docs'
+  - plotly>=5.14.0 ; extra == 'docs'
+  - polars>=0.20.30 ; extra == 'docs'
+  - sphinx-design>=0.5.0 ; extra == 'docs'
+  - sphinx-design>=0.6.0 ; extra == 'docs'
+  - sphinxcontrib-sass>=0.3.4 ; extra == 'docs'
+  - pydata-sphinx-theme>=0.15.3 ; extra == 'docs'
+  - sphinx-remove-toctrees>=1.0.0.post1 ; extra == 'docs'
+  - towncrier>=24.8.0 ; extra == 'docs'
+  - matplotlib>=3.3.4 ; extra == 'examples'
+  - scikit-image>=0.17.2 ; extra == 'examples'
+  - pandas>=1.1.5 ; extra == 'examples'
+  - seaborn>=0.9.0 ; extra == 'examples'
+  - pooch>=1.6.0 ; extra == 'examples'
+  - plotly>=5.14.0 ; extra == 'examples'
+  - matplotlib>=3.3.4 ; extra == 'tests'
+  - scikit-image>=0.17.2 ; extra == 'tests'
+  - pandas>=1.1.5 ; extra == 'tests'
+  - pytest>=7.1.2 ; extra == 'tests'
+  - pytest-cov>=2.9.0 ; extra == 'tests'
+  - ruff>=0.5.1 ; extra == 'tests'
+  - black>=24.3.0 ; extra == 'tests'
+  - mypy>=1.9 ; extra == 'tests'
+  - pyamg>=4.0.0 ; extra == 'tests'
+  - polars>=0.20.30 ; extra == 'tests'
+  - pyarrow>=12.0.0 ; extra == 'tests'
+  - numpydoc>=1.2.0 ; extra == 'tests'
+  - pooch>=1.6.0 ; extra == 'tests'
+  - conda-lock==2.5.6 ; extra == 'maintenance'
+  requires_python: '>=3.9'
 - pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.7.dev0/scikit_learn-1.7.dev0-cp313-cp313-win_amd64.whl
   name: scikit-learn
   version: 1.7.dev0
@@ -19764,6 +19869,48 @@ packages:
   - doit>=0.36.0 ; extra == 'dev'
   - pydevtool ; extra == 'dev'
   requires_python: '>=3.10'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scipy/1.15.0.dev0/scipy-1.15.0.dev0-cp313-cp313-macosx_12_0_arm64.whl
+  name: scipy
+  version: 1.15.0.dev0
+  requires_dist:
+  - numpy>=1.23.5
+  - pytest ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - asv ; extra == 'test'
+  - mpmath ; extra == 'test'
+  - gmpy2 ; extra == 'test'
+  - threadpoolctl ; extra == 'test'
+  - scikit-umfpack ; extra == 'test'
+  - pooch ; extra == 'test'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.0,<2.1.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - sphinx>=5.0.0,<8.0.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.16.5 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - mypy==1.10.0 ; extra == 'dev'
+  - typing-extensions ; extra == 'dev'
+  - types-psutil ; extra == 'dev'
+  - pycodestyle ; extra == 'dev'
+  - ruff>=0.0.292 ; extra == 'dev'
+  - cython-lint>=0.12.2 ; extra == 'dev'
+  - rich-click ; extra == 'dev'
+  - doit>=0.36.0 ; extra == 'dev'
+  - pydevtool ; extra == 'dev'
+  requires_python: '>=3.10'
 - pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scipy/1.15.0.dev0/scipy-1.15.0.dev0-cp313-cp313-win_amd64.whl
   name: scipy
   version: 1.15.0.dev0
@@ -20308,7 +20455,7 @@ packages:
 - pypi: .
   name: skops
   version: 0.11.dev0
-  sha256: aa2e6124680984e0c3def7a7f011ea9518f2692012ad6c39e29190e962cf411b
+  sha256: 56076f77bc6566b63201d8a9eb7bc4250a422e3ea82f5ce91eff4f6d191294a8
   requires_dist:
   - huggingface-hub>=0.17.0
   - packaging>=17.0
@@ -21632,17 +21779,16 @@ packages:
   purls: []
   size: 321561
   timestamp: 1724530461598
-- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_0.conda
-  sha256: b6cd2fee7e728e620ec736d8dfee29c6c9e2adbd4e695a31f1d8f834a83e57e3
-  md5: 68f0738df502a14213624b288c60c9ad
+- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
+  sha256: f21e63e8f7346f9074fd00ca3b079bd3d2fa4d71f1f89d5b6934bf31446dc2a5
+  md5: b68980f2495d096e71c7fd9d7ccf63e6
   depends:
-  - python >=3.8
+  - python >=3.9
   license: MIT
-  license_family: MIT
   purls:
   - pkg:pypi/wcwidth?source=hash-mapping
-  size: 32709
-  timestamp: 1704731373922
+  size: 32581
+  timestamp: 1733231433877
 - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
   sha256: 93807369ab91f230cf9e6e2a237eaa812492fe00face5b38068735858fba954f
   md5: 46e441ba871f524e2b067929da3051c2
diff --git a/pyproject.toml b/pyproject.toml
index b0faa411..916c8213 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -124,7 +124,6 @@ skops = { path = ".", editable = true }
 # To be synced with the versions in docs/requirements.txt
 matplotlib = ">=3.3"
 pandas = ">=1"
-fairlearn = ">=0.7.0"
 sphinx = ">=3.2.0"
 sphinx-gallery = ">=0.7.0"
 sphinx-rtd-theme = ">=1"
@@ -132,6 +131,11 @@ numpydoc = ">=1.0.0"
 sphinx-prompt = ">=1.3.0"
 sphinx-issues = ">=1.2.0"
 
+[tool.pixi.feature.docs.pypi-dependencies]
+# everything that depends on scikit-learn needs to be a pypi dependency so that this
+# spec is compatible with the nightly build environment.
+fairlearn = ">=0.7.0"
+
 [tool.pixi.feature.tests.dependencies]
 pytest = ">=7"
 pytest-cov = ">=2.9.0"
@@ -244,9 +248,9 @@ lint = { cmd = "pre-commit install && pre-commit run -v --all-files --show-diff-
 tests = { cmd = "pytest -vsl --cov=skops --cov-report=xml --cov-report=term-missing -m \"not inference\" skops" }
 
 [tool.pixi.environments]
+default = ["docs", "tests", "lint", "rich", "dev", "sklearn17"]
 lint = ["lint"]
 docs = ["docs"]
-dev = ["docs","tests", "lint", "dev", "rich"]
 ci-min-deps = ["rich", "tests", "lint", "min-deps"]
 ci-sklearn11 = ["rich", "tests", "lint", "sklearn11"]
 ci-sklearn12 = ["rich", "tests", "lint", "sklearn12"]