diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 4f68e8d9851..bdf659aea3e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -42,7 +42,8 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.10"
+          python-version: "3.12"
+          cache: poetry
 
       - name: Setup Node
         uses: actions/setup-node@v4
@@ -54,7 +55,7 @@ jobs:
 
       - name: Fetch Documentation
         run: |
-          python -m pip install poetry
+          pipx install poetry
           poetry install --no-root --only main
           poetry run python bin/website build --local ./poetry
 
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index cf37894a02a..0945a0eb470 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -42,26 +42,14 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
+      - name: Bootstrap poetry
+        run: pipx install poetry
+
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
-
-      - name: Get full Python version
-        id: full-python-version
-        run: echo version=$(python -c "import sys; print('-'.join(str(v) for v in sys.version_info))") >> $GITHUB_OUTPUT
-
-      - name: Bootstrap poetry
-        run: |
-          curl -sSL https://install.python-poetry.org | python - -y
-
-      - name: Update PATH
-        if: ${{ matrix.os != 'Windows' }}
-        run: echo "$HOME/.local/bin" >> $GITHUB_PATH
-
-      - name: Update Path for Windows
-        if: ${{ matrix.os == 'Windows' }}
-        run: echo "$APPDATA\Python\Scripts" >> $GITHUB_PATH
+          cache: poetry
 
       - name: Enable long paths for git on Windows
         if: ${{ matrix.os == 'Windows' }}
@@ -70,23 +58,10 @@ jobs:
         run: git config --system core.longpaths true
 
       - name: Configure poetry
-        run: poetry config virtualenvs.in-project true
-
-      - name: Set up cache
-        uses: actions/cache@v4
-        id: cache
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.full-python-version.outputs.version }}-${{ hashFiles('**/poetry.lock') }}
-
-      - name: Ensure cache is healthy
-        if: steps.cache.outputs.cache-hit == 'true'
         run: |
-          # `timeout` is not available on macOS, so we define a custom function.
-          [ "$(command -v timeout)" ] || function timeout() { perl -e 'alarm shift; exec @ARGV' "$@"; }
-
-          # Using `timeout` is a safeguard against the Poetry command hanging for some reason.
-          timeout 10s poetry run pip --version || rm -rf .venv
+          poetry config virtualenvs.in-project true
+          poetry config virtualenvs.options.no-pip true
+          poetry config virtualenvs.options.no-setuptools true
 
       - name: Check lock file
         run: poetry check --lock
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 107a3910521..359cfb9f28d 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -13,17 +13,14 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@v4
 
-      - name: Set up Python 3.10
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.10"
-
       - name: Install Poetry
-        run: |
-          curl -sSL https://install.python-poetry.org | python - -y
+        run: pipx install poetry
 
-      - name: Update PATH
-        run: echo "$HOME/.local/bin" >> $GITHUB_PATH
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+          cache: poetry
 
       - name: Build project for distribution
         run: poetry build