diff --git a/.github/actions/conda-build/action.yml b/.github/actions/conda-build/action.yml
deleted file mode 100644
index e4d97d03..00000000
--- a/.github/actions/conda-build/action.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-name: Run image
-description: Run private container from GitHub Packages Registry after Docker login
-inputs:
-  conda_build_yml:
-    description: "conda-build variant file"
-    required: true
-runs:
-  using: 'docker'
-  image: condaforge/mambaforge:latest
-  args:
-   - /bin/bash
-   - "-l"
-   - "-c"
-   - "./.github/workflows/conda-build.sh ${{ inputs.conda_build_yml }}"
diff --git a/.github/actions/linter/action.yml b/.github/actions/linter/action.yml
deleted file mode 100644
index 2e1719b1..00000000
--- a/.github/actions/linter/action.yml
+++ /dev/null
@@ -1,10 +0,0 @@
-name: Run linter in Docker image
-description: Run private container from GitHub Packages Registry after Docker login
-runs:
-  using: 'docker'
-  image: condaforge/mambaforge:latest
-  args:
-   - /bin/bash
-   - "-l"
-   - "-c"
-   - "./.github/workflows/pre-commit.sh"
diff --git a/.github/actions/unittests/action.yml b/.github/actions/unittests/action.yml
deleted file mode 100644
index dc6b2244..00000000
--- a/.github/actions/unittests/action.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-name: Run image
-description: Run private container from GitHub Packages Registry after Docker login
-inputs:
-  python_version:
-    description: 'Python version'
-    required: true
-  pandas_version:
-    description: 'Pandas version'
-    required: false
-  numpy_version:
-    description: 'Numpy version'
-    required: false
-  scikit_version:
-    description: 'Scikit-learn version'
-    required: false
-  scipy_version:
-    description: 'Scipy version'
-    required: false
-  tabmat_version:
-    description: 'Tabmat version'
-    required: false
-runs:
-  using: 'docker'
-  image: condaforge/mambaforge:latest
-  args:
-   - /bin/bash
-   - "-l"
-   - "-c"
-   - "PYTHON_VERSION=${{ inputs.python_version }} PANDAS_VERSION=${{ inputs.pandas_version }} NUMPY_VERSION=${{ inputs.numpy_version }} SCIKIT_VERSION=${{ inputs.scikit_version }} SCIPY_VERSION=${{ inputs.scipy_version }} TABMAT_VERSION=${{ inputs.tabmat_version }} ./.github/workflows/test.sh"
diff --git a/.github/workflows/base.sh b/.github/workflows/base.sh
deleted file mode 100644
index e2de98cb..00000000
--- a/.github/workflows/base.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -eo pipefail
-
-export PYTHON_VERSION=$1
-
-# Enable 'conda' command to make 'conda activate' work
-CONDA_BASE=$(conda info --base)
-source ${CONDA_BASE}/etc/profile.d/conda.sh
diff --git a/.github/workflows/build_wheels.yml b/.github/workflows/build_wheels.yml
index eb1aef5b..f0b0f052 100644
--- a/.github/workflows/build_wheels.yml
+++ b/.github/workflows/build_wheels.yml
@@ -16,12 +16,10 @@ jobs:
 
     steps:
       - uses: actions/checkout@v3
-
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_ARCHS_MACOS: x86_64 arm64
-
       - uses: actions/upload-artifact@v3
         with:
           path: ./wheelhouse/*.whl
@@ -31,17 +29,14 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v3
-
       - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
-
       - name: Install build dependencies
         run: python -m pip install setuptools setuptools-scm wheel Cython numpy scikit-learn
       - name: Build sdist
         run: python setup.py sdist
-
       - uses: actions/upload-artifact@v3
         with:
           path: dist/*.tar.gz
@@ -55,12 +50,11 @@ jobs:
         with:
           name: artifact
           path: dist
-
-      - uses: pypa/gh-action-pypi-publish@v1.8.8
+      - uses: pypa/gh-action-pypi-publish@v1.8.10
         with:
           user: __token__
           password: ${{ secrets.GH_TESTPYPI_UPLOAD }}
-          repository_url: https://test.pypi.org/legacy/
+          repository-url: https://test.pypi.org/legacy/
 
   upload_pypi:
     needs: [build_wheels, build_sdist, upload_testpypi]
@@ -71,8 +65,7 @@ jobs:
         with:
           name: artifact
           path: dist
-
-      - uses: pypa/gh-action-pypi-publish@v1.8.8
+      - uses: pypa/gh-action-pypi-publish@v1.8.10
         with:
           user: __token__
           password: ${{ secrets.GH_PYPI_UPLOAD }}
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 36ab70d3..5f77be17 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -2,62 +2,76 @@ name: CI
 on: [push]
 
 jobs:
-  linter:
-    name: "Linter (pre-commit)"
+  pre-commit-checks:
+    name: Linux - pre-commit checks - Python 3.10
+    timeout-minutes: 30
     runs-on: ubuntu-latest
     env:
-      CI: True
-    strategy:
-      fail-fast: true
+      PRE_COMMIT_USE_MICROMAMBA: 1
     steps:
-     - name: Pull image
-       run: docker pull condaforge/mambaforge:latest
-     - name: Checkout branch
-       uses: actions/checkout@v3
-       with:
-         ref: ${{ github.head_ref }}
-     - name: Run linter inside of container
-       uses: ./.github/actions/linter
-  linux:
-    name: "Linux - tests - Py${{ matrix.PYTHON_VERSION }}"
-    runs-on: ubuntu-latest
-    env:
-      CI: True
-    strategy:
-      fail-fast: true
-      matrix:
-        PYTHON_VERSION: ['3.8', '3.9', '3.10']
-    steps:
-     - name: Pull image
-       run: docker pull condaforge/mambaforge:latest
-     - name: Checkout branch
-       uses: actions/checkout@v3
-       with:
-         ref: ${{ github.head_ref }}
-     - name: Run CI inside of container
-       uses: ./.github/actions/unittests
-       with:
-         python_version: ${{ matrix.PYTHON_VERSION }}
-  linux-conda-build:
-    name: "Linux - conda-build - Python ${{ matrix.CONDA_BUILD_YML }}"
-    runs-on: ubuntu-latest
+      - name: Checkout branch
+        uses: actions/checkout@v3.5.2
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@d05808540d968a55ca33c798e0661fb98f533c73
+      - name: Add micromamba to GITHUB_PATH
+        run: echo "${HOME}/micromamba-bin" >> "$GITHUB_PATH"
+      - name: Install Python 3.10
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+      - name: Run pre-commit checks
+        uses: pre-commit/action@v3.0.0
+
+  unit-tests:
+    name: Tests - ${{ matrix.os }} - Py${{ matrix.python-version }}
+    runs-on: ${{ matrix.os }}
     env:
       CI: True
     strategy:
       fail-fast: true
       matrix:
-        CONDA_BUILD_YML:
-          - linux_64_numpy1.20python3.8.____cpython
+        include:
+          - { os: ubuntu-latest, python-version: '3.8' }
+          - { os: ubuntu-latest, python-version: '3.9' }
+          - { os: ubuntu-latest, python-version: '3.10' }
+          - { os: ubuntu-latest, python-version: '3.11' }
+          - { os: macos-latest, python-version: '3.10' }
+          - { os: windows-latest, python-version: '3.10' }
     steps:
-      - name: Pull image
-        run: docker pull condaforge/mambaforge:latest
       - name: Checkout branch
         uses: actions/checkout@v3
+      - name: Set up conda env
+        uses: mamba-org/setup-micromamba@875557da4ee020f18df03b8910a42203fbf02da1
         with:
-          ref: ${{ github.head_ref }}
-      - name: Fetch full git history
-        run: git fetch --prune --unshallow
-      - name: Run CI inside of container
-        uses: ./.github/actions/conda-build
-        with:
-          conda_build_yml: ${{ matrix.CONDA_BUILD_YML }}
+          environment-file: environment.yml
+          init-shell: ${{ matrix.os == 'windows-latest' && 'powershell' || 'bash' }}
+          cache-environment: true
+          create-args: >-
+            python=${{ matrix.python-version }}
+      - name: Install repository (unix)
+        if: matrix.os != 'windows-latest'
+        shell: bash -el {0}
+        run: pip install --no-use-pep517 --no-deps --disable-pip-version-check -e .
+      - name: Install repository (windows)
+        if: matrix.os == 'windows-latest'
+        shell: powershell
+        run: pip install --no-use-pep517 --no-deps --disable-pip-version-check -e .
+      - name: Run pytest (unix)
+        if: matrix.os != 'windows-latest'
+        shell: bash -el {0}
+        run: pytest -nauto tests/glm --doctest-modules src/glum
+      - name: Run pytest (windows)
+        if: matrix.os == 'windows-latest'
+        shell: powershell
+        run: pytest -nauto .\tests\glm --doctest-modules .\src\glum
+      - name: Run doctest
+        if: matrix.os != 'windows-latest'
+        shell: bash -el {0}
+        # Check that the readme example will work by running via doctest.
+        # We run outside the repo to make the test a bit more similar to
+        # a user running after installing with conda.
+        run: |
+          mkdir ../temp
+          cp README.md ../temp
+          cd ../temp
+          python -m doctest -v README.md
diff --git a/.github/workflows/conda-build-linux-main.yml b/.github/workflows/conda-build-linux-main.yml
deleted file mode 100644
index 7da62dcb..00000000
--- a/.github/workflows/conda-build-linux-main.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-name: conda-build Linux
-on:
-  push:
-    branches:
-      - main
-jobs:
-  linux-conda-build:
-    name: "Linux - conda-build - Python ${{ matrix.CONDA_BUILD_YML }}"
-    runs-on: ubuntu-latest
-    env:
-      CI: True
-    strategy:
-      fail-fast: true
-      matrix:
-        CONDA_BUILD_YML:
-          - linux_64_numpy1.20python3.8.____cpython
-          - linux_64_numpy1.20python3.9.____cpython
-          - linux_64_numpy1.23python3.11.____cpython
-    steps:
-      - name: Pull image
-        run: docker pull condaforge/mambaforge:latest
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - name: Fetch full git history
-        run: git fetch --prune --unshallow
-      - name: Run CI inside of container
-        uses: ./.github/actions/conda-build
-        with:
-          conda_build_yml: ${{ matrix.CONDA_BUILD_YML }}
diff --git a/.github/workflows/conda-build-macos.yml b/.github/workflows/conda-build-macos.yml
deleted file mode 100644
index c51c844e..00000000
--- a/.github/workflows/conda-build-macos.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-name: conda-build macOS
-on:
-  push:
-    paths:
-      - '.github/**'
-      - 'conda.recipe/**'
-jobs:
-  macos-conda-build:
-    name: "MacOS - conda-build - Python ${{ matrix.CONDA_BUILD_YML }}"
-    runs-on: macos-latest
-    env:
-      CI: True
-      CONDA_BUILD_YML: ${{ matrix.CONDA_BUILD_YML }}
-    strategy:
-      fail-fast: false
-      matrix:
-        CONDA_BUILD_YML:
-          - osx_64_numpy1.20python3.9.____cpython
-          - osx_64_numpy1.23python3.11.____cpython
-          - osx_arm64_numpy1.20python3.8.____cpython
-          - osx_arm64_numpy1.21python3.10.____cpython
-    steps:
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - name: Fetch full git history
-        run: git fetch --prune --unshallow
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.10.0-0
-          use-mamba: true
-          channels: conda-forge
-      - name: Build conda package
-        shell: bash -l {0}
-        run: ./.github/workflows/macos-conda-build.sh
-
diff --git a/.github/workflows/conda-build-win.yml b/.github/workflows/conda-build-win.yml
deleted file mode 100644
index fbac9819..00000000
--- a/.github/workflows/conda-build-win.yml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: conda-build Windows
-on:
-  push:
-    paths:
-      - '.github/**'
-      - 'conda.recipe/**'
-jobs:
-  windows-conda-build:
-    name: "Windows - conda-build - ${{ matrix.CONDA_BUILD_YML }}"
-    runs-on: windows-latest
-    env:
-      CI: True
-      CONDA_BUILD_YML: "${{ matrix.CONDA_BUILD_YML }}"
-    strategy:
-      fail-fast: false
-      matrix:
-        CONDA_BUILD_YML:
-          - win_64_numpy1.20python3.8.____cpython
-          - win_64_numpy1.23python3.11.____cpython
-    steps:
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - name: Fetch full git history
-        run: git fetch --prune --unshallow
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.14.0-2
-          use-mamba: true
-      - name: Build conda package
-        shell: pwsh
-        run: |
-          mamba install -n base -y boa
-          conda mambabuild -m .ci_support/${{ matrix.CONDA_BUILD_YML}}.yaml conda.recipe
diff --git a/.github/workflows/conda-build.sh b/.github/workflows/conda-build.sh
deleted file mode 100755
index f93b0ad9..00000000
--- a/.github/workflows/conda-build.sh
+++ /dev/null
@@ -1,11 +0,0 @@
-#!/bin/bash
-
-set -eo pipefail
-
-export CONDA_BUILD_YML=$1
-
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-source ${SCRIPT_DIR}/base.sh $*
-conda activate base
-mamba install -y boa conda-build
-conda mambabuild -m .ci_support/${CONDA_BUILD_YML}.yaml conda.recipe
diff --git a/.github/workflows/conda-build.yml b/.github/workflows/conda-build.yml
new file mode 100644
index 00000000..c18dba23
--- /dev/null
+++ b/.github/workflows/conda-build.yml
@@ -0,0 +1,64 @@
+name: conda-build
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/**'
+      - 'conda.recipe/**'
+
+jobs:
+  conda-build:
+    name: ${{ matrix.conda_build_yml }}
+    runs-on: ${{ matrix.os }}
+    env:
+      CI: True
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - { conda_build_yml: linux_64_numpy1.20python3.8.____cpython,   os: ubuntu-latest,  conda-build-args: '' }
+          - { conda_build_yml: linux_64_numpy1.20python3.9.____cpython,   os: ubuntu-latest,  conda-build-args: '' }
+          - { conda_build_yml: linux_64_numpy1.23python3.11.____cpython,  os: ubuntu-latest,  conda-build-args: '' }
+          - { conda_build_yml: osx_64_numpy1.20python3.9.____cpython,     os: macos-latest,   conda-build-args: '' }
+          - { conda_build_yml: osx_64_numpy1.23python3.11.____cpython,    os: macos-latest,   conda-build-args: '' }
+          - { conda_build_yml: osx_arm64_numpy1.20python3.8.____cpython,  os: macos-latest,   conda-build-args: ' --no-test' }
+          - { conda_build_yml: osx_arm64_numpy1.21python3.10.____cpython, os: macos-latest,   conda-build-args: ' --no-test' }
+          - { conda_build_yml: win_64_numpy1.20python3.8.____cpython,     os: windows-latest, conda-build-args: '' }
+          - { conda_build_yml: win_64_numpy1.23python3.11.____cpython,    os: windows-latest, conda-build-args: '' }
+    steps:
+      - name: Checkout branch
+        uses: actions/checkout@v3
+      - name: Fetch full git history
+        run: git fetch --prune --unshallow
+      - uses: mamba-org/setup-micromamba@875557da4ee020f18df03b8910a42203fbf02da1
+        with:
+          init-shell: ${{ matrix.os == 'windows-latest' && 'cmd.exe' || 'bash' }}
+          environment-name: build
+          create-args: boa
+      - name: Patch conda build configuration
+        # use the latest macOS SDK when cross-compiling for arm64
+        if: startsWith(matrix.conda_build_yml, 'osx_arm64')
+        run: |
+          CONDA_BUILD_SYSROOT="$(xcrun --sdk macosx --show-sdk-path)"
+          cat <<EOF >> ".ci_support/${{ matrix.CONDA_BUILD_YML }}.yaml"
+          CONDA_BUILD_SYSROOT:
+            - "${CONDA_BUILD_SYSROOT}"
+          EOF
+      - name: Build conda package (unix)
+        if: matrix.os != 'windows-latest'
+        shell: bash -el {0}
+        run: >-
+          conda-mambabuild
+          -m ".ci_support/${{ matrix.CONDA_BUILD_YML }}.yaml"${{ matrix.conda-build-args }}
+          conda.recipe
+      - name: Build conda package (windows)
+        if: matrix.os == 'windows-latest'
+        shell: cmd /C CALL {0}
+        run: >-
+          conda-mambabuild
+          -m ".ci_support/${{ matrix.conda_build_yml }}.yaml"${{ matrix.conda-build-args }}
+          conda.recipe
diff --git a/.github/workflows/daily.yml b/.github/workflows/daily.yml
index 6c8a8553..0a6c2bcc 100644
--- a/.github/workflows/daily.yml
+++ b/.github/workflows/daily.yml
@@ -5,7 +5,6 @@ on:
   push:
     paths:
     - '.github/workflows/daily.yml'
-    - '.github/workflows/test.sh'
 
 jobs:
   linux-daily-unittests:
@@ -18,35 +17,50 @@ jobs:
       matrix:
         include:
           - PYTHON_VERSION: '3.10'
-            PANDAS_VERSION: 'nightly'
-            NUMPY_VERSION: 'nightly'
-            SCIKIT_VERSION: 'nightly'
-            SCIPY_VERSION: 'nightly'
-            TABMAT_VERSION: 'nightly'
             NOTE: 'Nightly Builds' # run once with nightlies
           - PYTHON_VERSION: '3.10'
-            PANDAS_VERSION: ''
-            NUMPY_VERSION: ''
-            SCIKIT_VERSION: ''
-            SCIPY_VERSION: ''
-            TABMAT_VERSION: ''
             NOTE: 'Default Builds' # run once with normal dependencies
     steps:
-      - name: Pull image
-        run: docker pull condaforge/mambaforge:latest
       - name: Checkout branch
         uses: actions/checkout@v3
+      - uses: mamba-org/setup-micromamba@875557da4ee020f18df03b8910a42203fbf02da1
         with:
-          ref: ${{ github.head_ref }}
-      - name: Run CI inside of container
-        uses: ./.github/actions/unittests
-        with:
-          python_version: ${{ matrix.PYTHON_VERSION }}
-          pandas_version: ${{ matrix.PANDAS_VERSION }}
-          numpy_version: ${{ matrix.NUMPY_VERSION }}
-          scikit_version: ${{ matrix.SCIKIT_VERSION }}
-          scipy_version: ${{ matrix.SCIPY_VERSION }}
-          tabmat_version: ${{ matrix.TABMAT_VERSION }}
+          environment-file: environment.yml
+          create-args: >-
+            python=${{ matrix.PYTHON_VERSION }}
+      - name: Install nightlies
+        if: matrix.NOTE == 'Nightly Builds'
+        shell: bash -el {0}
+        run: |
+          # needed for tabmat
+          echo "Install compilation dependencies"
+          micromamba install -y c-compiler cxx-compiler cython jemalloc-local libgomp mako xsimd
+
+          PRE_WHEELS="https://pypi.anaconda.org/scipy-wheels-nightly/simple"
+          for pkg in numpy pandas scikit-learn scipy; do
+            echo "Installing $pkg nightly"
+            micromamba remove -y --force $pkg
+            pip install --pre --no-deps --only-binary :all: --upgrade --timeout=60 -i $PRE_WHEELS $pkg
+          done
+          echo Install tabmat nightly
+          micromamba remove -y --force tabmat
+          pip install git+https://github.com/Quantco/tabmat
+      - name: Install repository
+        shell: bash -el {0}
+        run: pip install --no-use-pep517 --no-deps --disable-pip-version-check -e .
+      - name: Run pytest
+        shell: bash -el {0}
+        run: pytest -nauto tests/glm --doctest-modules src/glum/
+      - name: Run doctest
+        shell: bash -el {0}
+        # Check that the readme example will work by running via doctest.
+        # We run outside the repo to make the test a bit more similar to
+        # a user running after installing with conda.
+        run: |
+          mkdir ../temp
+          cp README.md ../temp
+          cd ../temp
+          python -m doctest -v README.md
       - name: Issue on failure
         uses: actions/github-script@v6
         if: ${{ failure() }}
@@ -68,4 +82,4 @@ jobs:
                   labels: ["[bot] Daily run"]
                 })
               }
-            });
\ No newline at end of file
+            });
diff --git a/.github/workflows/macos-conda-build.sh b/.github/workflows/macos-conda-build.sh
deleted file mode 100755
index 598f8cf4..00000000
--- a/.github/workflows/macos-conda-build.sh
+++ /dev/null
@@ -1,19 +0,0 @@
-#!/bin/bash
-
-set -exo pipefail
-
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-source ${SCRIPT_DIR}/base.sh $*
-conda activate base
-
-mamba install -y conda-build boa -c conda-forge
-# Don't test cross-compiled result (there is no emulation) and use the latest MacOS SDK.
-if grep -q "osx-arm64" .ci_support/${CONDA_BUILD_YML}.yaml; then
-  CONDA_BUILD_ARGS="--no-test"
-  export CONDA_BUILD_SYSROOT=$(xcrun --sdk macosx --show-sdk-path)
-  cat <<EOF >> .ci_support/${CONDA_BUILD_YML}.yaml
-CONDA_BUILD_SYSROOT:
- - "${CONDA_BUILD_SYSROOT}"
-EOF
-fi
-conda mambabuild -m .ci_support/${CONDA_BUILD_YML}.yaml conda.recipe ${CONDA_BUILD_ARGS:-}
diff --git a/.github/workflows/macos.sh b/.github/workflows/macos.sh
deleted file mode 100755
index 9b679576..00000000
--- a/.github/workflows/macos.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-#!/bin/bash
-
-set -exo pipefail
-source ~/.profile
-
-mamba install -y yq jq
-
-yq -Y ". + {dependencies: [.dependencies[], \"python=${PYTHON_VERSION}\"] }" environment.yml > /tmp/environment.yml
-mamba env create -f /tmp/environment.yml
-mamba env update -n $(yq -r .name environment.yml) --file environment-benchmark.yml
-conda activate $(yq -r .name environment.yml)
-pip install --no-use-pep517 --no-deps --disable-pip-version-check -e .
-pytest -nauto tests --doctest-modules src/glum/
diff --git a/.github/workflows/pre-commit.sh b/.github/workflows/pre-commit.sh
deleted file mode 100755
index e5e081a8..00000000
--- a/.github/workflows/pre-commit.sh
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/bin/bash
-
-set -exo pipefail
-
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-source ${SCRIPT_DIR}/base.sh $*
-
-git config --global --add safe.directory /github/workspace
-
-mamba install -y pre-commit
-
-export PRE_COMMIT_USE_MAMBA=1
-
-pre-commit install
-pre-commit run -a
diff --git a/.github/workflows/test.sh b/.github/workflows/test.sh
deleted file mode 100755
index 2e3c74cb..00000000
--- a/.github/workflows/test.sh
+++ /dev/null
@@ -1,75 +0,0 @@
-#!/bin/bash
-
-set -exo pipefail
-
-SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-source ${SCRIPT_DIR}/base.sh "$PYTHON_VERSION"
-
-mamba install -y yq
-
-cat environment.yml > /tmp/environment.yml
-
-# pin version of some libraries, if specified
-LIBRARIES=("python" "pandas" "numpy" "scikit" "scipy" "tabmat")
-for library in "${LIBRARIES[@]}"; do
-    varname="${library^^}_VERSION"
-    version=${!varname}
-    if [[ -n "$version" && "$version" != "nightly" ]]; then
-        if [[ "${library}" == "scikit" ]]; then
-            library="scikit-learn"
-        fi
-        yq -Y --in-place ". + {dependencies: [.dependencies[], \"${library}=${version}\"]}" /tmp/environment.yml
-    fi
-done
-
-cat /tmp/environment.yml
-
-mamba env create -f /tmp/environment.yml
-mamba env update -n $(yq -r .name environment.yml) --file environment-benchmark.yml
-conda activate $(yq -r .name environment.yml)
-
-# This needs to be done before any 'uninstall --force'
-if [[ "$TABMAT_VERSION" == "nightly" ]]; then
-    echo "Install compilation dependencies"
-    mamba install -y c-compiler cxx-compiler cython jemalloc-local libgomp mako xsimd
-fi
-
-PRE_WHEELS="https://pypi.anaconda.org/scipy-wheels-nightly/simple"
-if [[ "$NUMPY_VERSION" == "nightly" ]]; then
-    echo "Installing Numpy nightly"
-    conda uninstall -y --force numpy
-    pip install --pre --no-deps --only-binary :all: --upgrade --timeout=60 -i $PRE_WHEELS numpy
-fi
-if [[ "$PANDAS_VERSION" == "nightly" ]]; then
-    echo "Installing Pandas nightly"
-    conda uninstall -y --force pandas
-    pip install --pre --no-deps --only-binary :all: --upgrade --timeout=60 -i $PRE_WHEELS pandas
-fi
-if [[ "$SCIKIT_VERSION" == "nightly" ]]; then
-    echo "Install scikit-learn nightly"
-    conda uninstall -y --force scikit-learn
-    pip install --pre --no-deps --only-binary :all: --upgrade --timeout=60 -i $PRE_WHEELS scikit-learn
-fi
-if [[ "$SCIPY_VERSION" == "nightly" ]]; then
-    echo "Installing Scipy nightly"
-    conda uninstall -y --force scipy
-    pip install --pre --no-deps --only-binary :all: --upgrade --timeout=60 -i $PRE_WHEELS scipy
-fi
-if [[ "$TABMAT_VERSION" == "nightly" ]]; then
-    echo "Install tabmat nightly"
-    conda uninstall -y --force tabmat
-    pip install git+https://github.com/Quantco/tabmat
-fi
-
-git config --global --add safe.directory /github/workspace
-
-pip install --no-use-pep517 --no-deps --disable-pip-version-check -e .
-pytest -nauto tests --doctest-modules src/glum/
-
-# Check that the readme example will work by running via doctest.
-# We run outside the repo to make the test a bit more similar to
-# a user running after installing with conda.
-mkdir ../temp
-cp README.md ../temp
-cd ../temp
-python -m doctest -v README.md
\ No newline at end of file
diff --git a/.github/workflows/tests-macos-main.yml b/.github/workflows/tests-macos-main.yml
deleted file mode 100644
index 2e602a1e..00000000
--- a/.github/workflows/tests-macos-main.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-name: CI - macOS
-on:
-  push:
-    branches:
-      - main
-
-jobs:
-  macos:
-    name: "MacOS - tests - Python ${{ matrix.PYTHON_VERSION }}"
-    runs-on: macos-latest
-    env:
-      CI: True
-      PYTHON_VERSION: ${{ matrix.PYTHON_VERSION }}
-    strategy:
-      fail-fast: true
-      matrix:
-        PYTHON_VERSION: ['3.10']
-    steps:
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.10.0-0
-          use-mamba: true
-      - name: Run Unit Tests
-        shell: bash -l {0}
-        run: ./.github/workflows/macos.sh
-
diff --git a/.github/workflows/tests-macos.yml b/.github/workflows/tests-macos.yml
deleted file mode 100644
index b6649b51..00000000
--- a/.github/workflows/tests-macos.yml
+++ /dev/null
@@ -1,35 +0,0 @@
-name: CI - macOS
-on:
-  push:
-    paths:
-      - '.github/**'
-      - '**/*.pyx'
-      - '**/*.cpp'
-      - 'setup.py'
-      - 'environment.yml'
-      - 'environment-benchmark.yml'
-
-jobs:
-  macos:
-    name: "MacOS - tests - Python ${{ matrix.PYTHON_VERSION }}"
-    runs-on: macos-latest
-    env:
-      CI: True
-      PYTHON_VERSION: ${{ matrix.PYTHON_VERSION }}
-    strategy:
-      fail-fast: true
-      matrix:
-        PYTHON_VERSION: ['3.10']
-    steps:
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.10.0-0
-          use-mamba: true
-      - name: Run Unit Tests
-        shell: bash -l {0}
-        run: ./.github/workflows/macos.sh
diff --git a/.github/workflows/tests-win-main.yml b/.github/workflows/tests-win-main.yml
deleted file mode 100644
index 4cdecd20..00000000
--- a/.github/workflows/tests-win-main.yml
+++ /dev/null
@@ -1,41 +0,0 @@
-name: CI - Windows
-on:
-  push:
-    branches:
-      - main
-jobs:
-  windows-ci:
-    name: "Win - tests - Python ${{ matrix.PYTHON_VERSION }}"
-    runs-on: windows-latest
-    env:
-      CI: True
-    strategy:
-      fail-fast: true
-      matrix:
-        PYTHON_VERSION: ['3.10']
-    steps:
-      - name: Set git to use LF
-        run: |
-          git config --global core.autocrlf false
-          git config --global core.eol lf
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          python-version: ${{ matrix.PYTHON_VERSION }}
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.10.0-0
-          use-mamba: true
-          environment-file: environment.yml
-          activate-environment: glum
-      - name: Install benchmark dependencies
-        shell: pwsh
-        run: |
-          mamba env update -n glum --file environment-benchmark.yml
-      - name: Run Unit Tests
-        shell: pwsh
-        run: |
-          python -m pip install -e . --no-deps -vv --no-use-pep517 --disable-pip-version-check
-          pytest tests --doctest-modules src/glum/
diff --git a/.github/workflows/tests-win.yml b/.github/workflows/tests-win.yml
deleted file mode 100644
index 045c8cf1..00000000
--- a/.github/workflows/tests-win.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-name: CI - Windows
-on:
-  push:
-    paths:
-      - '.github/**'
-      - '**/*.pyx'
-      - '**/*.cpp'
-      - 'setup.py'
-      - 'environment.yml'
-      - 'environment-benchmark.yml'
-      
-jobs:
-  windows-ci:
-    name: "Win - tests - Python ${{ matrix.PYTHON_VERSION }}"
-    runs-on: windows-latest
-    env:
-      CI: True
-    strategy:
-      fail-fast: true
-      matrix:
-        PYTHON_VERSION: ['3.10']
-    steps:
-      - name: Set git to use LF
-        run: |
-          git config --global core.autocrlf false
-          git config --global core.eol lf
-      - name: Checkout branch
-        uses: actions/checkout@v3
-        with:
-          ref: ${{ github.head_ref }}
-      - uses: conda-incubator/setup-miniconda@3b0f2504dd76ef23b6d31f291f4913fb60ab5ff3
-        with:
-          python-version: ${{ matrix.PYTHON_VERSION }}
-          miniforge-variant: Mambaforge
-          miniforge-version: 4.10.0-0
-          use-mamba: true
-          environment-file: environment.yml
-          activate-environment: glum
-      - name: Install benchmark dependencies
-        shell: pwsh
-        run: |
-          mamba env update -n glum --file environment-benchmark.yml
-      - name: Run Unit Tests
-        shell: pwsh
-        run: |
-          python -m pip install -e . --no-deps -vv --no-use-pep517 --disable-pip-version-check
-          pytest tests --doctest-modules src/glum
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 6057aa84..d0b8a18c 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,6 +1,6 @@
 version: 2
 build:
-  os: ubuntu-20.04
+  os: ubuntu-22.04
   tools:
     python: mambaforge-4.10
 sphinx: