From 922aa44155684b6e36516e10c23be86696b06131 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sat, 28 Feb 2026 23:36:41 +0100
Subject: [PATCH 01/25] ci(framework): Migrate pyproject.toml to use [project]

---
 .github/workflows/framework-devtools.yml      |   2 +-
 .../framework-docs-update-translations.yml    |   3 +-
 .github/workflows/framework-docs.yml          |   2 +-
 .github/workflows/framework-e2e.yml           |   6 +-
 .../workflows/framework-release-nightly.yml   |   4 +-
 .github/workflows/framework-test.yml          |   4 +-
 dev/pyproject.toml                            |  70 +++----
 framework/dev/publish-nightly.sh              |   3 +-
 framework/dev/pyproject_meta.py               | 127 ++++++++++++
 ...or-how-to-install-development-versions.rst |   3 +-
 ...ontributor-how-to-set-up-a-virtual-env.rst |   8 +-
 ...contributor-how-to-write-documentation.rst |   7 +-
 ...-tutorial-get-started-as-a-contributor.rst |   2 +-
 .../source/how-to-upgrade-to-flower-1.0.rst   |   5 +-
 framework/e2e/strategies/pyproject.toml       |  10 +-
 framework/pyproject.toml                      | 190 +++++++++---------
 16 files changed, 289 insertions(+), 157 deletions(-)
 create mode 100644 framework/dev/pyproject_meta.py

diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 37a9ac41377e..067a2fe40f32 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs-update-translations.yml b/.github/workflows/framework-docs-update-translations.yml
index c8ec8dfd9bd1..664ff50fe9bb 100644
--- a/.github/workflows/framework-docs-update-translations.yml
+++ b/.github/workflows/framework-docs-update-translations.yml
@@ -31,8 +31,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install
-          pip install sphinx==7.4.7
+          python -m poetry install --with dev
 
       - name: Install pandoc
         uses: nikeee/setup-pandoc@v1
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 4c2ba6d5f60a..02548072d4cf 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 6a4df392133e..dfa65e02db0f 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -44,10 +44,10 @@ jobs:
       - uses: actions/checkout@v5
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-      - name: Install dependencies (mandatory only)
+      - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
@@ -284,7 +284,7 @@ jobs:
       - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
-          python -m poetry install
+          python -m poetry install --only main
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
diff --git a/.github/workflows/framework-release-nightly.yml b/.github/workflows/framework-release-nightly.yml
index df21ce0f62b2..0dbf5ddd8f48 100644
--- a/.github/workflows/framework-release-nightly.yml
+++ b/.github/workflows/framework-release-nightly.yml
@@ -36,8 +36,8 @@ jobs:
           echo "pip-version=${{ steps.bootstrap.outputs.pip-version }}" >> "$GITHUB_OUTPUT"
           echo "setuptools-version=${{ steps.bootstrap.outputs.setuptools-version }}" >> "$GITHUB_OUTPUT"
 
-          NAME=$(poetry version | awk {'print $1'})
-          VERSION=$(poetry version -s)
+          NAME=$(python dev/pyproject_meta.py get-name pyproject.toml)
+          VERSION=$(python dev/pyproject_meta.py get-version pyproject.toml)
           python dev/build-docker-image-matrix.py --flwr-version "${VERSION}" --matrix nightly --flwr-package "${NAME}" > matrix.json
           echo "matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index 949dcdf9b3ba..c877cf8f8df3 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -61,11 +61,11 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python }}
-      - name: Install dependencies (mandatory only)
+      - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/dev/pyproject.toml b/dev/pyproject.toml
index 4afcc8df7a45..26aff596ea33 100644
--- a/dev/pyproject.toml
+++ b/dev/pyproject.toml
@@ -2,45 +2,47 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "devtool"
 version = "0.0.0"
 description = "Tools for developers."
 license = "Apache-2.0"
-authors = ["The Flower Authors <hello@flower.ai>"]
-packages = [{ include = "devtool", from = "./" }]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
+requires-python = ">=3.10,<4.0"
+dependencies = [
+    "clang-format==17.0.6",
+    "isort==5.13.2",
+    "black==25.11.0",
+    "taplo==0.9.3",
+    "docformatter==1.7.5",
+    "rope==1.13.0",
+    "semver==3.0.2",
+    "sphinx==7.4.7",
+    "sphinx-intl==2.2.0",
+    "sphinx-click==6.0.0",
+    "myst-parser==3.0.1",
+    "sphinx-design==0.6.1",
+    "sphinx-copybutton==0.5.2",
+    "sphinxcontrib-mermaid==0.9.2",
+    "sphinxcontrib-youtube==1.4.1",
+    "furo==2024.8.6",
+    "sphinx-reredirects==0.1.5",
+    "nbsphinx==0.9.5",
+    "nbstripout==0.6.1",
+    "sphinx-argparse==0.4.0",
+    "mdformat==1.0.0",
+    "mdformat-gfm==1.0.0",
+    "mdformat-frontmatter==2.0.10",
+    "mdformat-beautysh==1.0.0",
+    "beautysh==6.4.2",
+    "GitPython==3.1.32",
+    "sphinx-substitution-extensions==2022.2.16",
+    "sphinxext-opengraph==0.9.1",
+    "docstrfmt @ git+https://github.com/charlesbvll/docstrfmt.git@patch-2 ; python_version >= '3.10' and python_version < '4.0'",
+]
 
-[tool.poetry.dependencies]
-python = "^3.10"
-clang-format = "==17.0.6"
-isort = "==5.13.2"
-black = { version = "==25.11.0" }
-taplo = "==0.9.3"
-docformatter = "==1.7.5"
-rope = "==1.13.0"
-semver = "==3.0.2"
-sphinx = "==7.4.7"
-sphinx-intl = "==2.2.0"
-sphinx-click = "==6.0.0"
-myst-parser = "==3.0.1"
-sphinx-design = "==0.6.1"
-sphinx-copybutton = "==0.5.2"
-sphinxcontrib-mermaid = "==0.9.2"
-sphinxcontrib-youtube = "==1.4.1"
-furo = "==2024.8.6"
-sphinx-reredirects = "==0.1.5"
-nbsphinx = "==0.9.5"
-nbstripout = "==0.6.1"
-sphinx-argparse = "==0.4.0"
-mdformat = "==1.0.0"
-mdformat-gfm = "==1.0.0"
-mdformat-frontmatter = "==2.0.10"
-mdformat-beautysh = "==1.0.0"
-beautysh = "==6.4.2"
-GitPython = "==3.1.32"
-sphinx-substitution-extensions = "2022.02.16"
-sphinxext-opengraph = "==0.9.1"
-docstrfmt = { git = "https://github.com/charlesbvll/docstrfmt.git", branch = "patch-2", python = ">=3.10,<4.0.0" }
+[tool.poetry]
+packages = [{ include = "devtool", from = "./" }]
 
 [tool.docstrfmt]
 extend_exclude = [
diff --git a/framework/dev/publish-nightly.sh b/framework/dev/publish-nightly.sh
index 0c03cdda9f49..6f65afcda49d 100755
--- a/framework/dev/publish-nightly.sh
+++ b/framework/dev/publish-nightly.sh
@@ -26,8 +26,7 @@ cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
 # "0.1.1.dev20200716" as seen at https://pypi.org/project/flwr-nightly/
 
 if [[ $(git log --since="24 hours ago" --pretty=oneline) ]]; then
-    sed -i -E "s/^name = \"(.+)\"/name = \"\1-nightly\"/" pyproject.toml
-    sed -i -E "s/^version = \"(.+)\"/version = \"\1.dev$(date '+%Y%m%d')\"/" pyproject.toml
+    python dev/pyproject_meta.py set-nightly-name-version pyproject.toml
     python -m poetry build
     python -m poetry publish -u __token__ -p $PYPI_TOKEN
 else
diff --git a/framework/dev/pyproject_meta.py b/framework/dev/pyproject_meta.py
new file mode 100644
index 000000000000..88f79299af62
--- /dev/null
+++ b/framework/dev/pyproject_meta.py
@@ -0,0 +1,127 @@
+#!/usr/bin/env python3
+"""Read and update [project] metadata in pyproject.toml."""
+
+from __future__ import annotations
+
+import argparse
+import re
+import sys
+from datetime import datetime
+from pathlib import Path
+
+
+class ProjectSectionError(RuntimeError):
+    """Raised when [project] metadata is missing or malformed."""
+
+
+def _load_lines(path: Path) -> list[str]:
+    return path.read_text(encoding="utf-8").splitlines(keepends=True)
+
+
+def _find_project_bounds(lines: list[str]) -> tuple[int, int]:
+    start = -1
+    for idx, line in enumerate(lines):
+        if line.strip() == "[project]":
+            start = idx
+            break
+
+    if start == -1:
+        raise ProjectSectionError("Missing [project] section in pyproject.toml")
+
+    end = len(lines)
+    for idx in range(start + 1, len(lines)):
+        stripped = lines[idx].strip()
+        if stripped.startswith("[") and stripped.endswith("]"):
+            end = idx
+            break
+
+    return start, end
+
+
+def _get_project_value(lines: list[str], key: str) -> str:
+    start, end = _find_project_bounds(lines)
+    pattern = re.compile(rf'^\s*{re.escape(key)}\s*=\s*"([^"]+)"')
+
+    for idx in range(start + 1, end):
+        match = pattern.match(lines[idx])
+        if match:
+            return match.group(1)
+
+    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
+
+
+def _set_project_value(lines: list[str], key: str, value: str) -> None:
+    start, end = _find_project_bounds(lines)
+    pattern = re.compile(rf'^(\s*{re.escape(key)}\s*=\s*")([^"]*)(".*)$')
+
+    for idx in range(start + 1, end):
+        match = pattern.match(lines[idx])
+        if match:
+            lines[idx] = f"{match.group(1)}{value}{match.group(3)}\n"
+            return
+
+    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
+
+
+def _cmd_get_name(path: Path) -> int:
+    print(_get_project_value(_load_lines(path), "name"))
+    return 0
+
+
+def _cmd_get_version(path: Path) -> int:
+    print(_get_project_value(_load_lines(path), "version"))
+    return 0
+
+
+def _cmd_set_nightly(path: Path) -> int:
+    lines = _load_lines(path)
+
+    name = _get_project_value(lines, "name")
+    version = _get_project_value(lines, "version")
+
+    nightly_name = name if name.endswith("-nightly") else f"{name}-nightly"
+    base_version = version.split(".dev", maxsplit=1)[0]
+    nightly_version = f"{base_version}.dev{datetime.utcnow().strftime('%Y%m%d')}"
+
+    _set_project_value(lines, "name", nightly_name)
+    _set_project_value(lines, "version", nightly_version)
+
+    path.write_text("".join(lines), encoding="utf-8")
+    return 0
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description=__doc__)
+    sub = parser.add_subparsers(dest="command", required=True)
+
+    p_get_name = sub.add_parser("get-name", help="Print [project].name")
+    p_get_name.add_argument("pyproject", type=Path)
+
+    p_get_version = sub.add_parser("get-version", help="Print [project].version")
+    p_get_version.add_argument("pyproject", type=Path)
+
+    p_set_nightly = sub.add_parser(
+        "set-nightly-name-version",
+        help="Set [project].name and [project].version for nightly publishing",
+    )
+    p_set_nightly.add_argument("pyproject", type=Path)
+
+    args = parser.parse_args()
+
+    try:
+        if args.command == "get-name":
+            return _cmd_get_name(args.pyproject)
+        if args.command == "get-version":
+            return _cmd_get_version(args.pyproject)
+        if args.command == "set-nightly-name-version":
+            return _cmd_set_nightly(args.pyproject)
+    except ProjectSectionError as err:
+        print(f"Error: {err}", file=sys.stderr)
+        return 1
+
+    print(f"Unsupported command: {args.command}", file=sys.stderr)
+    return 1
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/framework/docs/source/contributor-how-to-install-development-versions.rst b/framework/docs/source/contributor-how-to-install-development-versions.rst
index e2d0fea18fa7..3776a527fa49 100644
--- a/framework/docs/source/contributor-how-to-install-development-versions.rst
+++ b/framework/docs/source/contributor-how-to-install-development-versions.rst
@@ -10,8 +10,7 @@ Using Poetry (recommended)
 ==========================
 
 Install a ``flwr`` pre-release from PyPI: update the ``flwr`` dependency in
-``pyproject.toml`` and then reinstall (don't forget to delete ``poetry.lock`` (``rm
-poetry.lock``) before running ``poetry install``).
+``pyproject.toml`` and then reinstall with ``python -m poetry install``.
 
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true }`` (without extras)
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true, extras = ["simulation"] }``
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index e0dba5187bab..a56b708abd0f 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -52,18 +52,20 @@ Activate the virtualenv by running the following command:
 ************************
 
 The Flower examples are based on `Poetry <https://python-poetry.org/docs/>`_ to manage
-dependencies. After installing Poetry you simply create a virtual environment with:
+dependencies. After installing Poetry you can create and activate a virtual environment
+with:
 
 .. code-block:: shell
 
-    poetry shell
+    python -m poetry install --with dev --all-extras
+    eval "$(python -m poetry env activate)"
 
 If you open a new terminal you can activate the previously created virtual environment
 with the following command:
 
 .. code-block:: shell
 
-    source $(poetry env info --path)/bin/activate
+    eval "$(python -m poetry env activate)"
 
 **************************
  Virtualenv with Anaconda
diff --git a/framework/docs/source/contributor-how-to-write-documentation.rst b/framework/docs/source/contributor-how-to-write-documentation.rst
index 49eb3a647862..d214ea69678f 100644
--- a/framework/docs/source/contributor-how-to-write-documentation.rst
+++ b/framework/docs/source/contributor-how-to-write-documentation.rst
@@ -9,7 +9,8 @@
 The Flower documentation lives in the ``doc`` directory. The Sphinx-based documentation
 system supports both reStructuredText (``.rst`` files) and Markdown (``.md`` files).
 
-Note that, in order to build the documentation locally (with ``poetry run make html``,
+Note that, in order to build the documentation locally (with ``python -m poetry run
+make html``,
 like described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to be
 installed on the system.
 
@@ -18,7 +19,7 @@ installed on the system.
 ***********************
 
 1. Edit an existing ``.rst`` (or ``.md``) file under ``framework/docs/source/``
-2. Compile the docs: ``cd framework/docs``, then ``poetry run make html``
+2. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
 3. Open ``framework/docs/build/html/index.html`` in the browser to check the result
 
 *******************
@@ -28,5 +29,5 @@ installed on the system.
 1. Add new ``.rst`` file under ``framework/docs/source/``
 2. Add content to the new ``.rst`` file
 3. Link to the new rst from ``index.rst``
-4. Compile the docs: ``cd framework/docs``, then ``poetry run make html``
+4. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
 5. Open ``framework/docs/build/html/index.html`` in the browser to check the result
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index 334ac54449eb..cf549138075e 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --all-extras
+           (your-env-name) $ python -m poetry install --with dev --all-extras
 
 *********************
  Convenience Scripts
diff --git a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
index 4f5afe0ff68a..5f0750ebc60e 100644
--- a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
+++ b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
@@ -31,9 +31,8 @@ Here's how to update an existing installation to Flower 1.0 using either pip or
   - ``python -m pip install -U flwr`` (when using ``start_server`` and ``start_client``)
   - ``python -m pip install -U 'flwr[simulation]'`` (when using ``start_simulation``)
 
-- Poetry: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall (don't
-  forget to delete ``poetry.lock`` via ``rm poetry.lock`` before running ``poetry
-  install``).
+- Poetry: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall with
+  ``python -m poetry install``.
 
   - ``flwr = "^1.0.0"`` (when using ``start_server`` and ``start_client``)
   - ``flwr = { version = "^1.0.0", extras = ["simulation"] }`` (when using
diff --git a/framework/e2e/strategies/pyproject.toml b/framework/e2e/strategies/pyproject.toml
index 7ae0abdd3a0a..904278d37539 100644
--- a/framework/e2e/strategies/pyproject.toml
+++ b/framework/e2e/strategies/pyproject.toml
@@ -2,14 +2,16 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "quickstart_tensorflow"
 version = "0.1.0"
 description = "Keras Federated Learning Quickstart with Flower"
-authors = ["The Flower Authors <hello@flower.ai>"]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
+requires-python = ">=3.10,<3.11"
+dependencies = ["flwr[simulation]>=1.27.0", "tensorflow-cpu>=2.18.0"]
+
+[tool.poetry]
 package-mode = false
 
 [tool.poetry.dependencies]
-python = ">=3.10,<3.11"
 flwr = { path = "../../", develop = true, extras = ["simulation"] }
-tensorflow-cpu = ">=2.18.0"
diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 8eb1098057a4..972bd2baf55f 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -2,16 +2,14 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "flwr"
 version = "1.27.0"
 description = "Flower: A Friendly Federated AI Framework"
 license = "Apache-2.0"
-authors = ["The Flower Authors <hello@flower.ai>"]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
 readme = "README.md"
-homepage = "https://flower.ai"
-repository = "https://github.com/adap/flower"
-documentation = "https://flower.ai"
+requires-python = ">=3.10,<4.0"
 keywords = [
     "Artificial Intelligence",
     "Federated AI",
@@ -25,7 +23,6 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
-    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",
@@ -44,10 +41,34 @@ classifiers = [
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Typing :: Typed",
 ]
-packages = [{ include = "flwr", from = "py" }]
-exclude = ["py/**/*_test.py"]
+dependencies = [
+    "numpy>=1.26.0,<3.0.0",
+    "grpcio>=1.70.0,<2.0.0",
+    "grpcio-health-checking>=1.70.0,<2.0.0",
+    "protobuf>=5.28.0,<7.0.0",
+    "cryptography>=46.0.5,<47.0.0",
+    "pycryptodome>=3.18.0,<4.0.0",
+    "iterators>=0.0.2,<0.0.3",
+    "typer>=0.12.5,<0.21.0",
+    "tomli>=2.0.1,<3.0.0",
+    "tomli-w>=1.0.0,<2.0.0",
+    "pathspec>=0.12.1,<0.13.0",
+    "rich>=13.5.0,<14.0.0",
+    "pyyaml>=6.0.2,<7.0.0",
+    "requests>=2.31.0,<3.0.0",
+    "click>=8.0.0,<9.0.0",
+    "SQLAlchemy>=2.0.45,<3.0.0",
+    "alembic>=1.18.1,<2.0.0",
+]
+
+[project.optional-dependencies]
+simulation = [
+    "ray==2.51.1; python_version >= '3.10' and python_version < '3.13'",
+    "ray==2.51.1; python_version == '3.13' and sys_platform != 'win32'",
+]
+rest = ["starlette>=0.50.0,<0.51.0", "uvicorn[standard]>=0.40.0,<0.41.0"]
 
-[tool.poetry.scripts]
+[project.scripts]
 # `flwr` CLI
 flwr = "flwr.cli.app:app"
 # Simulation Engine
@@ -59,95 +80,76 @@ flower-superexec = "flwr.supercore.cli:flower_superexec"
 flwr-serverapp = "flwr.server.serverapp:flwr_serverapp"
 flwr-clientapp = "flwr.supernode.cli:flwr_clientapp"
 
-[tool.poetry.dependencies]
-python = "^3.10"
-# Mandatory dependencies
-numpy = ">=1.26.0,<3.0.0"
-grpcio = "^1.70.0"
-grpcio-health-checking = "^1.70.0"
-protobuf = ">=5.28.0,<7.0.0"
-cryptography = "^46.0.5"
-pycryptodome = "^3.18.0"
-iterators = "^0.0.2"
-typer = ">=0.12.5,<0.21.0"
-tomli = "^2.0.1"
-tomli-w = "^1.0.0"
-pathspec = "^0.12.1"
-rich = "^13.5.0"
-pyyaml = "^6.0.2"
-requests = "^2.31.0"
-click = "^8.0.0"
-SQLAlchemy = "^2.0.45"
-alembic = "^1.18.1"
-# Optional dependencies (Simulation Engine)
-ray = [
-    { version = "==2.51.1", optional = true, python = ">=3.10,<3.13" },
-    { version = "==2.51.1", optional = true, python = "==3.13", markers = "sys_platform != 'win32'" },
+[project.urls]
+homepage = "https://flower.ai"
+repository = "https://github.com/adap/flower"
+documentation = "https://flower.ai"
+
+[dependency-groups]
+dev = [
+    "types-dataclasses==0.6.6",
+    "types-protobuf==5.29.1.20250403",
+    "types-requests==2.31.0.20240125",
+    "types-setuptools==82.0.0.20260210",
+    "setuptools==82.0.0",
+    "clang-format==17.0.6",
+    "isort==5.13.2",
+    "black[jupyter]==25.11.0",
+    "taplo==0.9.3",
+    "docformatter==1.7.5",
+    "mypy==1.8.0",
+    "pylint==3.3.1",
+    "parameterized==0.9.0",
+    "pytest==7.4.4",
+    "pytest-cov==4.1.0",
+    "pytest-watcher==0.4.3",
+    "grpcio-tools==1.70.0",
+    "mypy-protobuf==3.6.0",
+    "jupyterlab==4.0.12",
+    "rope==1.13.0",
+    "semver==3.0.2",
+    "sphinx==7.4.7",
+    "sphinx-intl==2.2.0",
+    "sphinx-click==6.0.0",
+    "myst-parser==3.0.1",
+    "sphinx-design==0.6.1",
+    "sphinx-copybutton==0.5.2",
+    "sphinxcontrib-mermaid==0.9.2",
+    "sphinxcontrib-youtube==1.4.1",
+    "furo==2024.8.6",
+    "sphinx-reredirects==0.1.5",
+    "nbsphinx==0.9.5",
+    "nbstripout==0.6.1",
+    "ruff==0.14.5",
+    "sphinx-argparse==0.4.0",
+    "pipreqs==0.4.13",
+    "mdformat==1.0.0",
+    "mdformat-gfm==1.0.0",
+    "mdformat-frontmatter==2.0.10",
+    "mdformat-beautysh==1.0.0",
+    "beautysh==6.4.2",
+    "twine==6.2.0",
+    "types-PyYAML>=6.0.2,<7.0.0",
+    "pyroma==4.2",
+    "check-wheel-contents==0.6.3",
+    "GitPython==3.1.32",
+    "PyGithub==2.1.1",
+    "licensecheck==2025.1.0",
+    "pre-commit==3.5.0",
+    "sphinx-substitution-extensions==2022.2.16",
+    "sphinxext-opengraph==0.9.1",
+    "docstrfmt @ git+https://github.com/charlesbvll/docstrfmt.git@patch-2 ; python_version >= '3.10' and python_version < '4.0'",
+    "docsig==0.64.0",
+    "paracelsus==0.15.0",
+    "devtool",
 ]
-# Optional dependencies (REST transport layer)
-starlette = { version = "^0.50.0", optional = true }
-uvicorn = { version = "^0.40.0", extras = ["standard"], optional = true }
 
-[tool.poetry.extras]
-simulation = ["ray"]
-rest = ["starlette", "uvicorn"]
+[tool.poetry]
+packages = [{ include = "flwr", from = "py" }]
+exclude = ["py/**/*_test.py"]
 
 [tool.poetry.group.dev.dependencies]
-types-dataclasses = "==0.6.6"
-types-protobuf = "==5.29.1.20250403"
-types-requests = "==2.31.0.20240125"
-types-setuptools = "==82.0.0.20260210"
-setuptools = "==82.0.0"
-clang-format = "==17.0.6"
-isort = "==5.13.2"
-black = { version = "==25.11.0", extras = ["jupyter"] }
-taplo = "==0.9.3"
-docformatter = "==1.7.5"
-mypy = "==1.8.0"
-pylint = "==3.3.1"
-parameterized = "==0.9.0"
-pytest = "==7.4.4"
-pytest-cov = "==4.1.0"
-pytest-watcher = "==0.4.3"
-grpcio-tools = "==1.70.0"
-mypy-protobuf = "==3.6.0"
-jupyterlab = "==4.0.12"
-rope = "==1.13.0"
-semver = "==3.0.2"
-sphinx = "==7.4.7"
-sphinx-intl = "==2.2.0"
-sphinx-click = "==6.0.0"
-myst-parser = "==3.0.1"
-sphinx-design = "==0.6.1"
-sphinx-copybutton = "==0.5.2"
-sphinxcontrib-mermaid = "==0.9.2"
-sphinxcontrib-youtube = "==1.4.1"
-furo = "==2024.8.6"
-sphinx-reredirects = "==0.1.5"
-nbsphinx = "==0.9.5"
-nbstripout = "==0.6.1"
-ruff = "==0.14.5"
-sphinx-argparse = "==0.4.0"
-pipreqs = "==0.4.13"
-mdformat = "==1.0.0"
-mdformat-gfm = "==1.0.0"
-mdformat-frontmatter = "==2.0.10"
-mdformat-beautysh = "==1.0.0"
-beautysh = "==6.4.2"
-twine = "==6.2.0"
-types-PyYAML = "^6.0.2"
-pyroma = "==4.2"
-check-wheel-contents = "==0.6.3"
-GitPython = "==3.1.32"
-PyGithub = "==2.1.1"
-licensecheck = "==2025.1.0"
-pre-commit = "==3.5.0"
-sphinx-substitution-extensions = "2022.02.16"
-sphinxext-opengraph = "==0.9.1"
-docstrfmt = { git = "https://github.com/charlesbvll/docstrfmt.git", branch = "patch-2", python = ">=3.10,<4.0.0" }
-docsig = "==0.64.0"
-paracelsus = "==0.15.0"
-devtool = [{ path = "./devtool", develop = true }]
+devtool = { path = "./devtool", develop = true }
 
 [tool.docstrfmt]
 extend_exclude = [

From f68d3c8bdc8ef4d01ec92edc76baa081cc26df4a Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 08:59:24 +0100
Subject: [PATCH 02/25] Fix formatting

---
 .../docs/source/contributor-how-to-write-documentation.rst | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/framework/docs/source/contributor-how-to-write-documentation.rst b/framework/docs/source/contributor-how-to-write-documentation.rst
index d214ea69678f..755c7ec7401b 100644
--- a/framework/docs/source/contributor-how-to-write-documentation.rst
+++ b/framework/docs/source/contributor-how-to-write-documentation.rst
@@ -9,10 +9,9 @@
 The Flower documentation lives in the ``doc`` directory. The Sphinx-based documentation
 system supports both reStructuredText (``.rst`` files) and Markdown (``.md`` files).
 
-Note that, in order to build the documentation locally (with ``python -m poetry run
-make html``,
-like described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to be
-installed on the system.
+Note that, in order to build the documentation locally (with ``python -m poetry run make
+html``, like described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to
+be installed on the system.
 
 ***********************
  Edit an existing page

From 6157afd5ca5f613842d7505502d4accdfdeef95e Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:11:14 +0100
Subject: [PATCH 03/25] Make E2E pyproject less ambiguous

---
 framework/e2e/strategies/pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/framework/e2e/strategies/pyproject.toml b/framework/e2e/strategies/pyproject.toml
index 904278d37539..043a05312ddf 100644
--- a/framework/e2e/strategies/pyproject.toml
+++ b/framework/e2e/strategies/pyproject.toml
@@ -8,10 +8,11 @@ version = "0.1.0"
 description = "Keras Federated Learning Quickstart with Flower"
 authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
 requires-python = ">=3.10,<3.11"
-dependencies = ["flwr[simulation]>=1.27.0", "tensorflow-cpu>=2.18.0"]
+dependencies = ["tensorflow-cpu>=2.18.0"]
 
 [tool.poetry]
 package-mode = false
 
+# Local editable Flower is used for PR/fork runs; artifact wheel step may replace it in main-repo CI.
 [tool.poetry.dependencies]
 flwr = { path = "../../", develop = true, extras = ["simulation"] }

From 9a02d2bb1239e57e6ffd12b660eb77f3a92c36bf Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:17:12 +0100
Subject: [PATCH 04/25] Add license classifier

---
 framework/pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 972bd2baf55f..14c1e4ab16ca 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -23,6 +23,7 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",

From 0e83d22fb2c1686793ea80018dc47888d5eab964 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:41:05 +0100
Subject: [PATCH 05/25] Add simulation extra when installing flwr from artifact
 store

---
 .github/workflows/framework-e2e.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index dfa65e02db0f..48468d8b008d 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -288,7 +288,7 @@ jobs:
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          python -m pip install "flwr[simulation] @ https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
       - name: Cache Datasets
         if: ${{ needs.changes.outputs.framework == 'true' }}
         uses: actions/cache@v4

From 0ffabc47090cd3a573fcb4002078331c4679f95a Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 13:17:24 +0100
Subject: [PATCH 06/25] Remove --with dev

---
 .devcontainer/post-create.sh                                    | 2 +-
 .github/workflows/framework-devtools.yml                        | 2 +-
 .github/workflows/framework-docs-update-translations.yml        | 2 +-
 .github/workflows/framework-docs.yml                            | 2 +-
 .github/workflows/framework-e2e.yml                             | 2 +-
 .github/workflows/framework-test.yml                            | 2 +-
 .../docs/source/contributor-how-to-set-up-a-virtual-env.rst     | 2 +-
 .../contributor-tutorial-get-started-as-a-contributor.rst       | 2 +-
 8 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/.devcontainer/post-create.sh b/.devcontainer/post-create.sh
index 18f03ccdef22..f05b4beb3785 100755
--- a/.devcontainer/post-create.sh
+++ b/.devcontainer/post-create.sh
@@ -24,7 +24,7 @@ for f in "${files[@]}"; do
   comment_taplo "$f"
 done
 
-sudo poetry install --with dev --extras "simulation"
+sudo poetry install --all-extras
 
 # Restore taplo lines in "files"
 for f in "${files[@]}"; do
diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 067a2fe40f32..37a9ac41377e 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs-update-translations.yml b/.github/workflows/framework-docs-update-translations.yml
index 664ff50fe9bb..47ee52ae965d 100644
--- a/.github/workflows/framework-docs-update-translations.yml
+++ b/.github/workflows/framework-docs-update-translations.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
 
       - name: Install pandoc
         uses: nikeee/setup-pandoc@v1
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 02548072d4cf..4c2ba6d5f60a 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 48468d8b008d..7d1a30ace924 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index c877cf8f8df3..f23377d3ec4a 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -65,7 +65,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index a56b708abd0f..ea1acea8940a 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -57,7 +57,7 @@ with:
 
 .. code-block:: shell
 
-    python -m poetry install --with dev --all-extras
+    python -m poetry install --all-extras
     eval "$(python -m poetry env activate)"
 
 If you open a new terminal you can activate the previously created virtual environment
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index cf549138075e..334ac54449eb 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --with dev --all-extras
+           (your-env-name) $ python -m poetry install --all-extras
 
 *********************
  Convenience Scripts

From 264029038e7287b22ad655492b43e57344a2bd26 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 13:39:40 +0100
Subject: [PATCH 07/25] ci(*:skip): Improve CI pipelines

---
 .devcontainer/post-create.sh                  |  2 +-
 .../framework-docs-update-translations.yml    |  1 -
 .github/workflows/framework-e2e.yml           | 19 ++++++++++++-------
 .github/workflows/framework-test.yml          |  2 +-
 .github/workflows/intelligence-docs.yml       |  2 +-
 5 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/.devcontainer/post-create.sh b/.devcontainer/post-create.sh
index 18f03ccdef22..f05b4beb3785 100755
--- a/.devcontainer/post-create.sh
+++ b/.devcontainer/post-create.sh
@@ -24,7 +24,7 @@ for f in "${files[@]}"; do
   comment_taplo "$f"
 done
 
-sudo poetry install --with dev --extras "simulation"
+sudo poetry install --all-extras
 
 # Restore taplo lines in "files"
 for f in "${files[@]}"; do
diff --git a/.github/workflows/framework-docs-update-translations.yml b/.github/workflows/framework-docs-update-translations.yml
index c8ec8dfd9bd1..47ee52ae965d 100644
--- a/.github/workflows/framework-docs-update-translations.yml
+++ b/.github/workflows/framework-docs-update-translations.yml
@@ -32,7 +32,6 @@ jobs:
         run: |
           cd framework
           python -m poetry install
-          pip install sphinx==7.4.7
 
       - name: Install pandoc
         uses: nikeee/setup-pandoc@v1
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 6a4df392133e..59ab74c7a1d7 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -44,7 +44,7 @@ jobs:
       - uses: actions/checkout@v5
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-      - name: Install dependencies (mandatory only)
+      - name: Install dependencies
         run: |
           cd framework
           python -m poetry install --all-extras
@@ -225,7 +225,8 @@ jobs:
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          WHEEL_URL="https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
+          python -m pip install "flwr[simulation] @ ${WHEEL_URL}"
       - name: Download dataset
         if: ${{ needs.changes.outputs.framework == 'true' && matrix.dataset }}
         run: python -c "${{ matrix.dataset }}"
@@ -284,11 +285,12 @@ jobs:
       - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
-          python -m poetry install
+          python -m poetry install --only main
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          WHEEL_URL="https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
+          python -m pip install "flwr[simulation] @ ${WHEEL_URL}"
       - name: Cache Datasets
         if: ${{ needs.changes.outputs.framework == 'true' }}
         uses: actions/cache@v4
@@ -335,7 +337,8 @@ jobs:
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          WHEEL_URL="https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
+          python -m pip install "flwr[simulation] @ ${WHEEL_URL}"
       - name: Install project dependencies
         if: ${{ needs.changes.outputs.framework == 'true' }}
         working-directory: examples/${{ matrix.example }}
@@ -378,7 +381,8 @@ jobs:
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          WHEEL_URL="https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
+          python -m pip install "flwr[simulation] @ ${WHEEL_URL}"
       - name: Create project and install it
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
@@ -424,7 +428,8 @@ jobs:
       - name: Install Flower wheel from artifact store
         if: ${{ needs.changes.outputs.framework == 'true' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         run: |
-          python -m pip install https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}
+          WHEEL_URL="https://${{ env.ARTIFACT_BUCKET }}/py/${{ needs.wheel.outputs.dir }}/${{ needs.wheel.outputs.short_sha }}/${{ needs.wheel.outputs.whl_path }}"
+          python -m pip install "flwr[simulation] @ ${WHEEL_URL}"
       - name: Create project, build, and install it
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index 949dcdf9b3ba..f23377d3ec4a 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -61,7 +61,7 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python }}
-      - name: Install dependencies (mandatory only)
+      - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
diff --git a/.github/workflows/intelligence-docs.yml b/.github/workflows/intelligence-docs.yml
index 292012a44656..579924fddef7 100644
--- a/.github/workflows/intelligence-docs.yml
+++ b/.github/workflows/intelligence-docs.yml
@@ -29,7 +29,7 @@ jobs:
       - uses: actions/checkout@v5
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-      - name: Install dependencies (mandatory only)
+      - name: Install dependencies
         run: |
           cd dev
           python -m poetry install --all-extras

From 91ff810a7aacfb2569fe8591e5957780139bcea0 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 13:49:36 +0100
Subject: [PATCH 08/25] Update docs

---
 ...contributor-how-to-install-development-versions.rst |  4 ++--
 .../source/contributor-how-to-set-up-a-virtual-env.rst |  3 ++-
 .../source/contributor-how-to-write-documentation.rst  | 10 +++++-----
 framework/docs/source/how-to-upgrade-to-flower-1.0.rst |  6 +++---
 4 files changed, 12 insertions(+), 11 deletions(-)

diff --git a/framework/docs/source/contributor-how-to-install-development-versions.rst b/framework/docs/source/contributor-how-to-install-development-versions.rst
index e2d0fea18fa7..158507eaff6e 100644
--- a/framework/docs/source/contributor-how-to-install-development-versions.rst
+++ b/framework/docs/source/contributor-how-to-install-development-versions.rst
@@ -10,8 +10,8 @@ Using Poetry (recommended)
 ==========================
 
 Install a ``flwr`` pre-release from PyPI: update the ``flwr`` dependency in
-``pyproject.toml`` and then reinstall (don't forget to delete ``poetry.lock`` (``rm
-poetry.lock``) before running ``poetry install``).
+``pyproject.toml`` and then reinstall (ensure to delete ``poetry.lock`` via ``rm
+poetry.lock`` before running ``python -m poetry install``).
 
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true }`` (without extras)
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true, extras = ["simulation"] }``
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index e0dba5187bab..c30baa0f4e17 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -52,7 +52,8 @@ Activate the virtualenv by running the following command:
 ************************
 
 The Flower examples are based on `Poetry <https://python-poetry.org/docs/>`_ to manage
-dependencies. After installing Poetry you simply create a virtual environment with:
+dependencies. After installing Poetry you can create and activate a virtual environment
+with:
 
 .. code-block:: shell
 
diff --git a/framework/docs/source/contributor-how-to-write-documentation.rst b/framework/docs/source/contributor-how-to-write-documentation.rst
index 49eb3a647862..755c7ec7401b 100644
--- a/framework/docs/source/contributor-how-to-write-documentation.rst
+++ b/framework/docs/source/contributor-how-to-write-documentation.rst
@@ -9,16 +9,16 @@
 The Flower documentation lives in the ``doc`` directory. The Sphinx-based documentation
 system supports both reStructuredText (``.rst`` files) and Markdown (``.md`` files).
 
-Note that, in order to build the documentation locally (with ``poetry run make html``,
-like described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to be
-installed on the system.
+Note that, in order to build the documentation locally (with ``python -m poetry run make
+html``, like described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to
+be installed on the system.
 
 ***********************
  Edit an existing page
 ***********************
 
 1. Edit an existing ``.rst`` (or ``.md``) file under ``framework/docs/source/``
-2. Compile the docs: ``cd framework/docs``, then ``poetry run make html``
+2. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
 3. Open ``framework/docs/build/html/index.html`` in the browser to check the result
 
 *******************
@@ -28,5 +28,5 @@ installed on the system.
 1. Add new ``.rst`` file under ``framework/docs/source/``
 2. Add content to the new ``.rst`` file
 3. Link to the new rst from ``index.rst``
-4. Compile the docs: ``cd framework/docs``, then ``poetry run make html``
+4. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
 5. Open ``framework/docs/build/html/index.html`` in the browser to check the result
diff --git a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
index 4f5afe0ff68a..92720d728dc0 100644
--- a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
+++ b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
@@ -31,9 +31,9 @@ Here's how to update an existing installation to Flower 1.0 using either pip or
   - ``python -m pip install -U flwr`` (when using ``start_server`` and ``start_client``)
   - ``python -m pip install -U 'flwr[simulation]'`` (when using ``start_simulation``)
 
-- Poetry: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall (don't
-  forget to delete ``poetry.lock`` via ``rm poetry.lock`` before running ``poetry
-  install``).
+- Poetry: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall
+  (ensure to delete ``poetry.lock`` via ``rm poetry.lock`` before running ``python -m
+  poetry install``).
 
   - ``flwr = "^1.0.0"`` (when using ``start_server`` and ``start_client``)
   - ``flwr = { version = "^1.0.0", extras = ["simulation"] }`` (when using

From eb2734adedf199008dab573f545ec1f06a7b2333 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 14:11:27 +0100
Subject: [PATCH 09/25] Revert changes in intelligence-docs.yml

---
 .github/workflows/intelligence-docs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/intelligence-docs.yml b/.github/workflows/intelligence-docs.yml
index 579924fddef7..292012a44656 100644
--- a/.github/workflows/intelligence-docs.yml
+++ b/.github/workflows/intelligence-docs.yml
@@ -29,7 +29,7 @@ jobs:
       - uses: actions/checkout@v5
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-      - name: Install dependencies
+      - name: Install dependencies (mandatory only)
         run: |
           cd dev
           python -m poetry install --all-extras

From 2f738bbddc70b337f6fe5eb6d0fc389e1f7be448 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sat, 28 Feb 2026 23:36:41 +0100
Subject: [PATCH 10/25] ci(framework): Migrate pyproject.toml to use [project]

---
 .github/workflows/framework-devtools.yml      |   2 +-
 .github/workflows/framework-docs.yml          |   2 +-
 .github/workflows/framework-e2e.yml           |   2 +-
 .../workflows/framework-release-nightly.yml   |   4 +-
 .github/workflows/framework-test.yml          |   2 +-
 dev/pyproject.toml                            |  70 +++----
 framework/dev/publish-nightly.sh              |   3 +-
 framework/dev/pyproject_meta.py               | 127 ++++++++++++
 ...ontributor-how-to-set-up-a-virtual-env.rst |   5 +-
 ...-tutorial-get-started-as-a-contributor.rst |   2 +-
 framework/e2e/strategies/pyproject.toml       |  10 +-
 framework/pyproject.toml                      | 190 +++++++++---------
 12 files changed, 276 insertions(+), 143 deletions(-)
 create mode 100644 framework/dev/pyproject_meta.py

diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 37a9ac41377e..067a2fe40f32 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 4c2ba6d5f60a..02548072d4cf 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 59ab74c7a1d7..678b964b53d8 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
diff --git a/.github/workflows/framework-release-nightly.yml b/.github/workflows/framework-release-nightly.yml
index df21ce0f62b2..0dbf5ddd8f48 100644
--- a/.github/workflows/framework-release-nightly.yml
+++ b/.github/workflows/framework-release-nightly.yml
@@ -36,8 +36,8 @@ jobs:
           echo "pip-version=${{ steps.bootstrap.outputs.pip-version }}" >> "$GITHUB_OUTPUT"
           echo "setuptools-version=${{ steps.bootstrap.outputs.setuptools-version }}" >> "$GITHUB_OUTPUT"
 
-          NAME=$(poetry version | awk {'print $1'})
-          VERSION=$(poetry version -s)
+          NAME=$(python dev/pyproject_meta.py get-name pyproject.toml)
+          VERSION=$(python dev/pyproject_meta.py get-version pyproject.toml)
           python dev/build-docker-image-matrix.py --flwr-version "${VERSION}" --matrix nightly --flwr-package "${NAME}" > matrix.json
           echo "matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index f23377d3ec4a..c877cf8f8df3 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -65,7 +65,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/dev/pyproject.toml b/dev/pyproject.toml
index 4afcc8df7a45..26aff596ea33 100644
--- a/dev/pyproject.toml
+++ b/dev/pyproject.toml
@@ -2,45 +2,47 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "devtool"
 version = "0.0.0"
 description = "Tools for developers."
 license = "Apache-2.0"
-authors = ["The Flower Authors <hello@flower.ai>"]
-packages = [{ include = "devtool", from = "./" }]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
+requires-python = ">=3.10,<4.0"
+dependencies = [
+    "clang-format==17.0.6",
+    "isort==5.13.2",
+    "black==25.11.0",
+    "taplo==0.9.3",
+    "docformatter==1.7.5",
+    "rope==1.13.0",
+    "semver==3.0.2",
+    "sphinx==7.4.7",
+    "sphinx-intl==2.2.0",
+    "sphinx-click==6.0.0",
+    "myst-parser==3.0.1",
+    "sphinx-design==0.6.1",
+    "sphinx-copybutton==0.5.2",
+    "sphinxcontrib-mermaid==0.9.2",
+    "sphinxcontrib-youtube==1.4.1",
+    "furo==2024.8.6",
+    "sphinx-reredirects==0.1.5",
+    "nbsphinx==0.9.5",
+    "nbstripout==0.6.1",
+    "sphinx-argparse==0.4.0",
+    "mdformat==1.0.0",
+    "mdformat-gfm==1.0.0",
+    "mdformat-frontmatter==2.0.10",
+    "mdformat-beautysh==1.0.0",
+    "beautysh==6.4.2",
+    "GitPython==3.1.32",
+    "sphinx-substitution-extensions==2022.2.16",
+    "sphinxext-opengraph==0.9.1",
+    "docstrfmt @ git+https://github.com/charlesbvll/docstrfmt.git@patch-2 ; python_version >= '3.10' and python_version < '4.0'",
+]
 
-[tool.poetry.dependencies]
-python = "^3.10"
-clang-format = "==17.0.6"
-isort = "==5.13.2"
-black = { version = "==25.11.0" }
-taplo = "==0.9.3"
-docformatter = "==1.7.5"
-rope = "==1.13.0"
-semver = "==3.0.2"
-sphinx = "==7.4.7"
-sphinx-intl = "==2.2.0"
-sphinx-click = "==6.0.0"
-myst-parser = "==3.0.1"
-sphinx-design = "==0.6.1"
-sphinx-copybutton = "==0.5.2"
-sphinxcontrib-mermaid = "==0.9.2"
-sphinxcontrib-youtube = "==1.4.1"
-furo = "==2024.8.6"
-sphinx-reredirects = "==0.1.5"
-nbsphinx = "==0.9.5"
-nbstripout = "==0.6.1"
-sphinx-argparse = "==0.4.0"
-mdformat = "==1.0.0"
-mdformat-gfm = "==1.0.0"
-mdformat-frontmatter = "==2.0.10"
-mdformat-beautysh = "==1.0.0"
-beautysh = "==6.4.2"
-GitPython = "==3.1.32"
-sphinx-substitution-extensions = "2022.02.16"
-sphinxext-opengraph = "==0.9.1"
-docstrfmt = { git = "https://github.com/charlesbvll/docstrfmt.git", branch = "patch-2", python = ">=3.10,<4.0.0" }
+[tool.poetry]
+packages = [{ include = "devtool", from = "./" }]
 
 [tool.docstrfmt]
 extend_exclude = [
diff --git a/framework/dev/publish-nightly.sh b/framework/dev/publish-nightly.sh
index 0c03cdda9f49..6f65afcda49d 100755
--- a/framework/dev/publish-nightly.sh
+++ b/framework/dev/publish-nightly.sh
@@ -26,8 +26,7 @@ cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
 # "0.1.1.dev20200716" as seen at https://pypi.org/project/flwr-nightly/
 
 if [[ $(git log --since="24 hours ago" --pretty=oneline) ]]; then
-    sed -i -E "s/^name = \"(.+)\"/name = \"\1-nightly\"/" pyproject.toml
-    sed -i -E "s/^version = \"(.+)\"/version = \"\1.dev$(date '+%Y%m%d')\"/" pyproject.toml
+    python dev/pyproject_meta.py set-nightly-name-version pyproject.toml
     python -m poetry build
     python -m poetry publish -u __token__ -p $PYPI_TOKEN
 else
diff --git a/framework/dev/pyproject_meta.py b/framework/dev/pyproject_meta.py
new file mode 100644
index 000000000000..88f79299af62
--- /dev/null
+++ b/framework/dev/pyproject_meta.py
@@ -0,0 +1,127 @@
+#!/usr/bin/env python3
+"""Read and update [project] metadata in pyproject.toml."""
+
+from __future__ import annotations
+
+import argparse
+import re
+import sys
+from datetime import datetime
+from pathlib import Path
+
+
+class ProjectSectionError(RuntimeError):
+    """Raised when [project] metadata is missing or malformed."""
+
+
+def _load_lines(path: Path) -> list[str]:
+    return path.read_text(encoding="utf-8").splitlines(keepends=True)
+
+
+def _find_project_bounds(lines: list[str]) -> tuple[int, int]:
+    start = -1
+    for idx, line in enumerate(lines):
+        if line.strip() == "[project]":
+            start = idx
+            break
+
+    if start == -1:
+        raise ProjectSectionError("Missing [project] section in pyproject.toml")
+
+    end = len(lines)
+    for idx in range(start + 1, len(lines)):
+        stripped = lines[idx].strip()
+        if stripped.startswith("[") and stripped.endswith("]"):
+            end = idx
+            break
+
+    return start, end
+
+
+def _get_project_value(lines: list[str], key: str) -> str:
+    start, end = _find_project_bounds(lines)
+    pattern = re.compile(rf'^\s*{re.escape(key)}\s*=\s*"([^"]+)"')
+
+    for idx in range(start + 1, end):
+        match = pattern.match(lines[idx])
+        if match:
+            return match.group(1)
+
+    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
+
+
+def _set_project_value(lines: list[str], key: str, value: str) -> None:
+    start, end = _find_project_bounds(lines)
+    pattern = re.compile(rf'^(\s*{re.escape(key)}\s*=\s*")([^"]*)(".*)$')
+
+    for idx in range(start + 1, end):
+        match = pattern.match(lines[idx])
+        if match:
+            lines[idx] = f"{match.group(1)}{value}{match.group(3)}\n"
+            return
+
+    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
+
+
+def _cmd_get_name(path: Path) -> int:
+    print(_get_project_value(_load_lines(path), "name"))
+    return 0
+
+
+def _cmd_get_version(path: Path) -> int:
+    print(_get_project_value(_load_lines(path), "version"))
+    return 0
+
+
+def _cmd_set_nightly(path: Path) -> int:
+    lines = _load_lines(path)
+
+    name = _get_project_value(lines, "name")
+    version = _get_project_value(lines, "version")
+
+    nightly_name = name if name.endswith("-nightly") else f"{name}-nightly"
+    base_version = version.split(".dev", maxsplit=1)[0]
+    nightly_version = f"{base_version}.dev{datetime.utcnow().strftime('%Y%m%d')}"
+
+    _set_project_value(lines, "name", nightly_name)
+    _set_project_value(lines, "version", nightly_version)
+
+    path.write_text("".join(lines), encoding="utf-8")
+    return 0
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description=__doc__)
+    sub = parser.add_subparsers(dest="command", required=True)
+
+    p_get_name = sub.add_parser("get-name", help="Print [project].name")
+    p_get_name.add_argument("pyproject", type=Path)
+
+    p_get_version = sub.add_parser("get-version", help="Print [project].version")
+    p_get_version.add_argument("pyproject", type=Path)
+
+    p_set_nightly = sub.add_parser(
+        "set-nightly-name-version",
+        help="Set [project].name and [project].version for nightly publishing",
+    )
+    p_set_nightly.add_argument("pyproject", type=Path)
+
+    args = parser.parse_args()
+
+    try:
+        if args.command == "get-name":
+            return _cmd_get_name(args.pyproject)
+        if args.command == "get-version":
+            return _cmd_get_version(args.pyproject)
+        if args.command == "set-nightly-name-version":
+            return _cmd_set_nightly(args.pyproject)
+    except ProjectSectionError as err:
+        print(f"Error: {err}", file=sys.stderr)
+        return 1
+
+    print(f"Unsupported command: {args.command}", file=sys.stderr)
+    return 1
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index c30baa0f4e17..a56b708abd0f 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -57,14 +57,15 @@ with:
 
 .. code-block:: shell
 
-    poetry shell
+    python -m poetry install --with dev --all-extras
+    eval "$(python -m poetry env activate)"
 
 If you open a new terminal you can activate the previously created virtual environment
 with the following command:
 
 .. code-block:: shell
 
-    source $(poetry env info --path)/bin/activate
+    eval "$(python -m poetry env activate)"
 
 **************************
  Virtualenv with Anaconda
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index 334ac54449eb..cf549138075e 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --all-extras
+           (your-env-name) $ python -m poetry install --with dev --all-extras
 
 *********************
  Convenience Scripts
diff --git a/framework/e2e/strategies/pyproject.toml b/framework/e2e/strategies/pyproject.toml
index 7ae0abdd3a0a..904278d37539 100644
--- a/framework/e2e/strategies/pyproject.toml
+++ b/framework/e2e/strategies/pyproject.toml
@@ -2,14 +2,16 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "quickstart_tensorflow"
 version = "0.1.0"
 description = "Keras Federated Learning Quickstart with Flower"
-authors = ["The Flower Authors <hello@flower.ai>"]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
+requires-python = ">=3.10,<3.11"
+dependencies = ["flwr[simulation]>=1.27.0", "tensorflow-cpu>=2.18.0"]
+
+[tool.poetry]
 package-mode = false
 
 [tool.poetry.dependencies]
-python = ">=3.10,<3.11"
 flwr = { path = "../../", develop = true, extras = ["simulation"] }
-tensorflow-cpu = ">=2.18.0"
diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 8eb1098057a4..972bd2baf55f 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -2,16 +2,14 @@
 requires = ["poetry-core>=2.1.3"]
 build-backend = "poetry.core.masonry.api"
 
-[tool.poetry]
+[project]
 name = "flwr"
 version = "1.27.0"
 description = "Flower: A Friendly Federated AI Framework"
 license = "Apache-2.0"
-authors = ["The Flower Authors <hello@flower.ai>"]
+authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
 readme = "README.md"
-homepage = "https://flower.ai"
-repository = "https://github.com/adap/flower"
-documentation = "https://flower.ai"
+requires-python = ">=3.10,<4.0"
 keywords = [
     "Artificial Intelligence",
     "Federated AI",
@@ -25,7 +23,6 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
-    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",
@@ -44,10 +41,34 @@ classifiers = [
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Typing :: Typed",
 ]
-packages = [{ include = "flwr", from = "py" }]
-exclude = ["py/**/*_test.py"]
+dependencies = [
+    "numpy>=1.26.0,<3.0.0",
+    "grpcio>=1.70.0,<2.0.0",
+    "grpcio-health-checking>=1.70.0,<2.0.0",
+    "protobuf>=5.28.0,<7.0.0",
+    "cryptography>=46.0.5,<47.0.0",
+    "pycryptodome>=3.18.0,<4.0.0",
+    "iterators>=0.0.2,<0.0.3",
+    "typer>=0.12.5,<0.21.0",
+    "tomli>=2.0.1,<3.0.0",
+    "tomli-w>=1.0.0,<2.0.0",
+    "pathspec>=0.12.1,<0.13.0",
+    "rich>=13.5.0,<14.0.0",
+    "pyyaml>=6.0.2,<7.0.0",
+    "requests>=2.31.0,<3.0.0",
+    "click>=8.0.0,<9.0.0",
+    "SQLAlchemy>=2.0.45,<3.0.0",
+    "alembic>=1.18.1,<2.0.0",
+]
+
+[project.optional-dependencies]
+simulation = [
+    "ray==2.51.1; python_version >= '3.10' and python_version < '3.13'",
+    "ray==2.51.1; python_version == '3.13' and sys_platform != 'win32'",
+]
+rest = ["starlette>=0.50.0,<0.51.0", "uvicorn[standard]>=0.40.0,<0.41.0"]
 
-[tool.poetry.scripts]
+[project.scripts]
 # `flwr` CLI
 flwr = "flwr.cli.app:app"
 # Simulation Engine
@@ -59,95 +80,76 @@ flower-superexec = "flwr.supercore.cli:flower_superexec"
 flwr-serverapp = "flwr.server.serverapp:flwr_serverapp"
 flwr-clientapp = "flwr.supernode.cli:flwr_clientapp"
 
-[tool.poetry.dependencies]
-python = "^3.10"
-# Mandatory dependencies
-numpy = ">=1.26.0,<3.0.0"
-grpcio = "^1.70.0"
-grpcio-health-checking = "^1.70.0"
-protobuf = ">=5.28.0,<7.0.0"
-cryptography = "^46.0.5"
-pycryptodome = "^3.18.0"
-iterators = "^0.0.2"
-typer = ">=0.12.5,<0.21.0"
-tomli = "^2.0.1"
-tomli-w = "^1.0.0"
-pathspec = "^0.12.1"
-rich = "^13.5.0"
-pyyaml = "^6.0.2"
-requests = "^2.31.0"
-click = "^8.0.0"
-SQLAlchemy = "^2.0.45"
-alembic = "^1.18.1"
-# Optional dependencies (Simulation Engine)
-ray = [
-    { version = "==2.51.1", optional = true, python = ">=3.10,<3.13" },
-    { version = "==2.51.1", optional = true, python = "==3.13", markers = "sys_platform != 'win32'" },
+[project.urls]
+homepage = "https://flower.ai"
+repository = "https://github.com/adap/flower"
+documentation = "https://flower.ai"
+
+[dependency-groups]
+dev = [
+    "types-dataclasses==0.6.6",
+    "types-protobuf==5.29.1.20250403",
+    "types-requests==2.31.0.20240125",
+    "types-setuptools==82.0.0.20260210",
+    "setuptools==82.0.0",
+    "clang-format==17.0.6",
+    "isort==5.13.2",
+    "black[jupyter]==25.11.0",
+    "taplo==0.9.3",
+    "docformatter==1.7.5",
+    "mypy==1.8.0",
+    "pylint==3.3.1",
+    "parameterized==0.9.0",
+    "pytest==7.4.4",
+    "pytest-cov==4.1.0",
+    "pytest-watcher==0.4.3",
+    "grpcio-tools==1.70.0",
+    "mypy-protobuf==3.6.0",
+    "jupyterlab==4.0.12",
+    "rope==1.13.0",
+    "semver==3.0.2",
+    "sphinx==7.4.7",
+    "sphinx-intl==2.2.0",
+    "sphinx-click==6.0.0",
+    "myst-parser==3.0.1",
+    "sphinx-design==0.6.1",
+    "sphinx-copybutton==0.5.2",
+    "sphinxcontrib-mermaid==0.9.2",
+    "sphinxcontrib-youtube==1.4.1",
+    "furo==2024.8.6",
+    "sphinx-reredirects==0.1.5",
+    "nbsphinx==0.9.5",
+    "nbstripout==0.6.1",
+    "ruff==0.14.5",
+    "sphinx-argparse==0.4.0",
+    "pipreqs==0.4.13",
+    "mdformat==1.0.0",
+    "mdformat-gfm==1.0.0",
+    "mdformat-frontmatter==2.0.10",
+    "mdformat-beautysh==1.0.0",
+    "beautysh==6.4.2",
+    "twine==6.2.0",
+    "types-PyYAML>=6.0.2,<7.0.0",
+    "pyroma==4.2",
+    "check-wheel-contents==0.6.3",
+    "GitPython==3.1.32",
+    "PyGithub==2.1.1",
+    "licensecheck==2025.1.0",
+    "pre-commit==3.5.0",
+    "sphinx-substitution-extensions==2022.2.16",
+    "sphinxext-opengraph==0.9.1",
+    "docstrfmt @ git+https://github.com/charlesbvll/docstrfmt.git@patch-2 ; python_version >= '3.10' and python_version < '4.0'",
+    "docsig==0.64.0",
+    "paracelsus==0.15.0",
+    "devtool",
 ]
-# Optional dependencies (REST transport layer)
-starlette = { version = "^0.50.0", optional = true }
-uvicorn = { version = "^0.40.0", extras = ["standard"], optional = true }
 
-[tool.poetry.extras]
-simulation = ["ray"]
-rest = ["starlette", "uvicorn"]
+[tool.poetry]
+packages = [{ include = "flwr", from = "py" }]
+exclude = ["py/**/*_test.py"]
 
 [tool.poetry.group.dev.dependencies]
-types-dataclasses = "==0.6.6"
-types-protobuf = "==5.29.1.20250403"
-types-requests = "==2.31.0.20240125"
-types-setuptools = "==82.0.0.20260210"
-setuptools = "==82.0.0"
-clang-format = "==17.0.6"
-isort = "==5.13.2"
-black = { version = "==25.11.0", extras = ["jupyter"] }
-taplo = "==0.9.3"
-docformatter = "==1.7.5"
-mypy = "==1.8.0"
-pylint = "==3.3.1"
-parameterized = "==0.9.0"
-pytest = "==7.4.4"
-pytest-cov = "==4.1.0"
-pytest-watcher = "==0.4.3"
-grpcio-tools = "==1.70.0"
-mypy-protobuf = "==3.6.0"
-jupyterlab = "==4.0.12"
-rope = "==1.13.0"
-semver = "==3.0.2"
-sphinx = "==7.4.7"
-sphinx-intl = "==2.2.0"
-sphinx-click = "==6.0.0"
-myst-parser = "==3.0.1"
-sphinx-design = "==0.6.1"
-sphinx-copybutton = "==0.5.2"
-sphinxcontrib-mermaid = "==0.9.2"
-sphinxcontrib-youtube = "==1.4.1"
-furo = "==2024.8.6"
-sphinx-reredirects = "==0.1.5"
-nbsphinx = "==0.9.5"
-nbstripout = "==0.6.1"
-ruff = "==0.14.5"
-sphinx-argparse = "==0.4.0"
-pipreqs = "==0.4.13"
-mdformat = "==1.0.0"
-mdformat-gfm = "==1.0.0"
-mdformat-frontmatter = "==2.0.10"
-mdformat-beautysh = "==1.0.0"
-beautysh = "==6.4.2"
-twine = "==6.2.0"
-types-PyYAML = "^6.0.2"
-pyroma = "==4.2"
-check-wheel-contents = "==0.6.3"
-GitPython = "==3.1.32"
-PyGithub = "==2.1.1"
-licensecheck = "==2025.1.0"
-pre-commit = "==3.5.0"
-sphinx-substitution-extensions = "2022.02.16"
-sphinxext-opengraph = "==0.9.1"
-docstrfmt = { git = "https://github.com/charlesbvll/docstrfmt.git", branch = "patch-2", python = ">=3.10,<4.0.0" }
-docsig = "==0.64.0"
-paracelsus = "==0.15.0"
-devtool = [{ path = "./devtool", develop = true }]
+devtool = { path = "./devtool", develop = true }
 
 [tool.docstrfmt]
 extend_exclude = [

From e013b9ab7c8485bfe9dfd78a398694637589e197 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:11:14 +0100
Subject: [PATCH 11/25] Make E2E pyproject less ambiguous

---
 framework/e2e/strategies/pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/framework/e2e/strategies/pyproject.toml b/framework/e2e/strategies/pyproject.toml
index 904278d37539..043a05312ddf 100644
--- a/framework/e2e/strategies/pyproject.toml
+++ b/framework/e2e/strategies/pyproject.toml
@@ -8,10 +8,11 @@ version = "0.1.0"
 description = "Keras Federated Learning Quickstart with Flower"
 authors = [{ name = "The Flower Authors", email = "hello@flower.ai" }]
 requires-python = ">=3.10,<3.11"
-dependencies = ["flwr[simulation]>=1.27.0", "tensorflow-cpu>=2.18.0"]
+dependencies = ["tensorflow-cpu>=2.18.0"]
 
 [tool.poetry]
 package-mode = false
 
+# Local editable Flower is used for PR/fork runs; artifact wheel step may replace it in main-repo CI.
 [tool.poetry.dependencies]
 flwr = { path = "../../", develop = true, extras = ["simulation"] }

From 8815e69decf3bfd70760061e80bac7d63c420b17 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:17:12 +0100
Subject: [PATCH 12/25] Add license classifier

---
 framework/pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 972bd2baf55f..14c1e4ab16ca 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -23,6 +23,7 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",

From 0130843024af570ad1d1d4504e134cf33dd965f0 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 13:17:24 +0100
Subject: [PATCH 13/25] Remove --with dev

---
 .github/workflows/framework-devtools.yml                        | 2 +-
 .github/workflows/framework-docs.yml                            | 2 +-
 .github/workflows/framework-e2e.yml                             | 2 +-
 .github/workflows/framework-test.yml                            | 2 +-
 .../docs/source/contributor-how-to-set-up-a-virtual-env.rst     | 2 +-
 .../contributor-tutorial-get-started-as-a-contributor.rst       | 2 +-
 6 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 067a2fe40f32..37a9ac41377e 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 02548072d4cf..4c2ba6d5f60a 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 678b964b53d8..59ab74c7a1d7 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index c877cf8f8df3..f23377d3ec4a 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -65,7 +65,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index a56b708abd0f..ea1acea8940a 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -57,7 +57,7 @@ with:
 
 .. code-block:: shell
 
-    python -m poetry install --with dev --all-extras
+    python -m poetry install --all-extras
     eval "$(python -m poetry env activate)"
 
 If you open a new terminal you can activate the previously created virtual environment
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index cf549138075e..334ac54449eb 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --with dev --all-extras
+           (your-env-name) $ python -m poetry install --all-extras
 
 *********************
  Convenience Scripts

From ff24e2d68ee699dab28383f6b92151e1ce34e9de Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sat, 28 Feb 2026 23:36:41 +0100
Subject: [PATCH 14/25] ci(framework): Migrate pyproject.toml to use [project]

---
 .github/workflows/framework-devtools.yml                        | 2 +-
 .github/workflows/framework-docs.yml                            | 2 +-
 .github/workflows/framework-e2e.yml                             | 2 +-
 .github/workflows/framework-test.yml                            | 2 +-
 .../contributor-tutorial-get-started-as-a-contributor.rst       | 2 +-
 framework/pyproject.toml                                        | 1 -
 6 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 37a9ac41377e..067a2fe40f32 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 4c2ba6d5f60a..02548072d4cf 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install
+          python -m poetry install --with dev
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 59ab74c7a1d7..678b964b53d8 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index f23377d3ec4a..c877cf8f8df3 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -65,7 +65,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --all-extras
+          python -m poetry install --with dev --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index 334ac54449eb..cf549138075e 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --all-extras
+           (your-env-name) $ python -m poetry install --with dev --all-extras
 
 *********************
  Convenience Scripts
diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 14c1e4ab16ca..972bd2baf55f 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -23,7 +23,6 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
-    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",

From 8d067fe7a1badd2286cff7ddeb7ccec6894c8136 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 10:17:12 +0100
Subject: [PATCH 15/25] Add license classifier

---
 framework/pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 972bd2baf55f..14c1e4ab16ca 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -23,6 +23,7 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: Apache Software License",
     "Operating System :: MacOS :: MacOS X",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python",

From e24eb825f1b628ffd35d6783d2c0cfb41581d8f5 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Sun, 1 Mar 2026 13:17:24 +0100
Subject: [PATCH 16/25] Remove --with dev

---
 .github/workflows/framework-devtools.yml                        | 2 +-
 .github/workflows/framework-docs.yml                            | 2 +-
 .github/workflows/framework-e2e.yml                             | 2 +-
 .github/workflows/framework-test.yml                            | 2 +-
 .../contributor-tutorial-get-started-as-a-contributor.rst       | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 067a2fe40f32..37a9ac41377e 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,6 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: ./framework/dev/test-tool.sh
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 02548072d4cf..4c2ba6d5f60a 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install --with dev
+          python -m poetry install
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 678b964b53d8..59ab74c7a1d7 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Build wheel
         run: ./framework/dev/build.sh
       - name: Test wheel
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index c877cf8f8df3..f23377d3ec4a 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -65,7 +65,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework 
-          python -m poetry install --with dev --all-extras
+          python -m poetry install --all-extras
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: ./framework/dev/check-protos.sh
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index cf549138075e..334ac54449eb 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -83,7 +83,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --with dev --all-extras
+           (your-env-name) $ python -m poetry install --all-extras
 
 *********************
  Convenience Scripts

From 1cbe331087a6dd799fc424ea91fc4f27496cc94c Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Mon, 2 Mar 2026 22:25:24 +0100
Subject: [PATCH 17/25] Move pyproject_meta into devtool

---
 .github/workflows/framework-release-nightly.yml  |  4 ++--
 {framework/dev => dev/devtool}/pyproject_meta.py | 15 ++++++++++++++-
 framework/dev/publish-nightly.sh                 |  2 +-
 3 files changed, 17 insertions(+), 4 deletions(-)
 rename {framework/dev => dev/devtool}/pyproject_meta.py (84%)

diff --git a/.github/workflows/framework-release-nightly.yml b/.github/workflows/framework-release-nightly.yml
index 0dbf5ddd8f48..63e2199fb980 100644
--- a/.github/workflows/framework-release-nightly.yml
+++ b/.github/workflows/framework-release-nightly.yml
@@ -36,8 +36,8 @@ jobs:
           echo "pip-version=${{ steps.bootstrap.outputs.pip-version }}" >> "$GITHUB_OUTPUT"
           echo "setuptools-version=${{ steps.bootstrap.outputs.setuptools-version }}" >> "$GITHUB_OUTPUT"
 
-          NAME=$(python dev/pyproject_meta.py get-name pyproject.toml)
-          VERSION=$(python dev/pyproject_meta.py get-version pyproject.toml)
+          NAME=$(PYTHONPATH=../dev python -m devtool.pyproject_meta get-name pyproject.toml)
+          VERSION=$(PYTHONPATH=../dev python -m devtool.pyproject_meta get-version pyproject.toml)
           python dev/build-docker-image-matrix.py --flwr-version "${VERSION}" --matrix nightly --flwr-package "${NAME}" > matrix.json
           echo "matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
diff --git a/framework/dev/pyproject_meta.py b/dev/devtool/pyproject_meta.py
similarity index 84%
rename from framework/dev/pyproject_meta.py
rename to dev/devtool/pyproject_meta.py
index 88f79299af62..91ec20a92606 100644
--- a/framework/dev/pyproject_meta.py
+++ b/dev/devtool/pyproject_meta.py
@@ -1,4 +1,17 @@
-#!/usr/bin/env python3
+# Copyright 2026 Flower Labs GmbH. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
 """Read and update [project] metadata in pyproject.toml."""
 
 from __future__ import annotations
diff --git a/framework/dev/publish-nightly.sh b/framework/dev/publish-nightly.sh
index 6f65afcda49d..8196bffc5238 100755
--- a/framework/dev/publish-nightly.sh
+++ b/framework/dev/publish-nightly.sh
@@ -26,7 +26,7 @@ cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
 # "0.1.1.dev20200716" as seen at https://pypi.org/project/flwr-nightly/
 
 if [[ $(git log --since="24 hours ago" --pretty=oneline) ]]; then
-    python dev/pyproject_meta.py set-nightly-name-version pyproject.toml
+    PYTHONPATH=../dev python -m devtool.pyproject_meta set-nightly-name-version pyproject.toml
     python -m poetry build
     python -m poetry publish -u __token__ -p $PYPI_TOKEN
 else

From 5e86859d82f8b17bfdecf71b612e42a89982c5f8 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Tue, 3 Mar 2026 14:23:09 +0100
Subject: [PATCH 18/25] Delete project_meta Python helper

---
 .../workflows/framework-release-nightly.yml   |   4 +-
 dev/devtool/pyproject_meta.py                 | 140 ------------------
 framework/dev/publish-nightly.sh              |   3 +-
 ...ontributor-how-to-set-up-a-virtual-env.rst |   5 +-
 4 files changed, 6 insertions(+), 146 deletions(-)
 delete mode 100644 dev/devtool/pyproject_meta.py

diff --git a/.github/workflows/framework-release-nightly.yml b/.github/workflows/framework-release-nightly.yml
index 63e2199fb980..df21ce0f62b2 100644
--- a/.github/workflows/framework-release-nightly.yml
+++ b/.github/workflows/framework-release-nightly.yml
@@ -36,8 +36,8 @@ jobs:
           echo "pip-version=${{ steps.bootstrap.outputs.pip-version }}" >> "$GITHUB_OUTPUT"
           echo "setuptools-version=${{ steps.bootstrap.outputs.setuptools-version }}" >> "$GITHUB_OUTPUT"
 
-          NAME=$(PYTHONPATH=../dev python -m devtool.pyproject_meta get-name pyproject.toml)
-          VERSION=$(PYTHONPATH=../dev python -m devtool.pyproject_meta get-version pyproject.toml)
+          NAME=$(poetry version | awk {'print $1'})
+          VERSION=$(poetry version -s)
           python dev/build-docker-image-matrix.py --flwr-version "${VERSION}" --matrix nightly --flwr-package "${NAME}" > matrix.json
           echo "matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
diff --git a/dev/devtool/pyproject_meta.py b/dev/devtool/pyproject_meta.py
deleted file mode 100644
index 91ec20a92606..000000000000
--- a/dev/devtool/pyproject_meta.py
+++ /dev/null
@@ -1,140 +0,0 @@
-# Copyright 2026 Flower Labs GmbH. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-"""Read and update [project] metadata in pyproject.toml."""
-
-from __future__ import annotations
-
-import argparse
-import re
-import sys
-from datetime import datetime
-from pathlib import Path
-
-
-class ProjectSectionError(RuntimeError):
-    """Raised when [project] metadata is missing or malformed."""
-
-
-def _load_lines(path: Path) -> list[str]:
-    return path.read_text(encoding="utf-8").splitlines(keepends=True)
-
-
-def _find_project_bounds(lines: list[str]) -> tuple[int, int]:
-    start = -1
-    for idx, line in enumerate(lines):
-        if line.strip() == "[project]":
-            start = idx
-            break
-
-    if start == -1:
-        raise ProjectSectionError("Missing [project] section in pyproject.toml")
-
-    end = len(lines)
-    for idx in range(start + 1, len(lines)):
-        stripped = lines[idx].strip()
-        if stripped.startswith("[") and stripped.endswith("]"):
-            end = idx
-            break
-
-    return start, end
-
-
-def _get_project_value(lines: list[str], key: str) -> str:
-    start, end = _find_project_bounds(lines)
-    pattern = re.compile(rf'^\s*{re.escape(key)}\s*=\s*"([^"]+)"')
-
-    for idx in range(start + 1, end):
-        match = pattern.match(lines[idx])
-        if match:
-            return match.group(1)
-
-    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
-
-
-def _set_project_value(lines: list[str], key: str, value: str) -> None:
-    start, end = _find_project_bounds(lines)
-    pattern = re.compile(rf'^(\s*{re.escape(key)}\s*=\s*")([^"]*)(".*)$')
-
-    for idx in range(start + 1, end):
-        match = pattern.match(lines[idx])
-        if match:
-            lines[idx] = f"{match.group(1)}{value}{match.group(3)}\n"
-            return
-
-    raise ProjectSectionError(f'Missing [project].{key} in pyproject.toml')
-
-
-def _cmd_get_name(path: Path) -> int:
-    print(_get_project_value(_load_lines(path), "name"))
-    return 0
-
-
-def _cmd_get_version(path: Path) -> int:
-    print(_get_project_value(_load_lines(path), "version"))
-    return 0
-
-
-def _cmd_set_nightly(path: Path) -> int:
-    lines = _load_lines(path)
-
-    name = _get_project_value(lines, "name")
-    version = _get_project_value(lines, "version")
-
-    nightly_name = name if name.endswith("-nightly") else f"{name}-nightly"
-    base_version = version.split(".dev", maxsplit=1)[0]
-    nightly_version = f"{base_version}.dev{datetime.utcnow().strftime('%Y%m%d')}"
-
-    _set_project_value(lines, "name", nightly_name)
-    _set_project_value(lines, "version", nightly_version)
-
-    path.write_text("".join(lines), encoding="utf-8")
-    return 0
-
-
-def main() -> int:
-    parser = argparse.ArgumentParser(description=__doc__)
-    sub = parser.add_subparsers(dest="command", required=True)
-
-    p_get_name = sub.add_parser("get-name", help="Print [project].name")
-    p_get_name.add_argument("pyproject", type=Path)
-
-    p_get_version = sub.add_parser("get-version", help="Print [project].version")
-    p_get_version.add_argument("pyproject", type=Path)
-
-    p_set_nightly = sub.add_parser(
-        "set-nightly-name-version",
-        help="Set [project].name and [project].version for nightly publishing",
-    )
-    p_set_nightly.add_argument("pyproject", type=Path)
-
-    args = parser.parse_args()
-
-    try:
-        if args.command == "get-name":
-            return _cmd_get_name(args.pyproject)
-        if args.command == "get-version":
-            return _cmd_get_version(args.pyproject)
-        if args.command == "set-nightly-name-version":
-            return _cmd_set_nightly(args.pyproject)
-    except ProjectSectionError as err:
-        print(f"Error: {err}", file=sys.stderr)
-        return 1
-
-    print(f"Unsupported command: {args.command}", file=sys.stderr)
-    return 1
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
diff --git a/framework/dev/publish-nightly.sh b/framework/dev/publish-nightly.sh
index 8196bffc5238..0c03cdda9f49 100755
--- a/framework/dev/publish-nightly.sh
+++ b/framework/dev/publish-nightly.sh
@@ -26,7 +26,8 @@ cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
 # "0.1.1.dev20200716" as seen at https://pypi.org/project/flwr-nightly/
 
 if [[ $(git log --since="24 hours ago" --pretty=oneline) ]]; then
-    PYTHONPATH=../dev python -m devtool.pyproject_meta set-nightly-name-version pyproject.toml
+    sed -i -E "s/^name = \"(.+)\"/name = \"\1-nightly\"/" pyproject.toml
+    sed -i -E "s/^version = \"(.+)\"/version = \"\1.dev$(date '+%Y%m%d')\"/" pyproject.toml
     python -m poetry build
     python -m poetry publish -u __token__ -p $PYPI_TOKEN
 else
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index ea1acea8940a..c30baa0f4e17 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -57,15 +57,14 @@ with:
 
 .. code-block:: shell
 
-    python -m poetry install --all-extras
-    eval "$(python -m poetry env activate)"
+    poetry shell
 
 If you open a new terminal you can activate the previously created virtual environment
 with the following command:
 
 .. code-block:: shell
 
-    eval "$(python -m poetry env activate)"
+    source $(poetry env info --path)/bin/activate
 
 **************************
  Virtualenv with Anaconda

From e78a4349591c20cfe1ada13db5a596b3d2b8d660 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Tue, 3 Mar 2026 20:05:02 +0100
Subject: [PATCH 19/25] ci(framework): Add uv support

---
 dev/bootstrap-uv.sh       |   17 +
 framework/dev/build-uv.sh |   21 +
 framework/pyproject.toml  |    6 +
 framework/uv.lock         | 5164 +++++++++++++++++++++++++++++++++++++
 4 files changed, 5208 insertions(+)
 create mode 100755 dev/bootstrap-uv.sh
 create mode 100755 framework/dev/build-uv.sh
 create mode 100644 framework/uv.lock

diff --git a/dev/bootstrap-uv.sh b/dev/bootstrap-uv.sh
new file mode 100755
index 000000000000..44f64dcd0770
--- /dev/null
+++ b/dev/bootstrap-uv.sh
@@ -0,0 +1,17 @@
+#!/bin/bash
+set -e
+cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
+
+# Setup environment variables for development
+./devtool/setup-envs.sh
+
+# Remove caches
+./dev/rm-caches.sh
+
+if ! command -v uv >/dev/null 2>&1; then
+  echo "uv is not installed. Install uv first: https://docs.astral.sh/uv/getting-started/installation/"
+  exit 1
+fi
+
+# Use `uv` to install project dependencies from lockfile
+uv sync --frozen --all-extras --all-groups
diff --git a/framework/dev/build-uv.sh b/framework/dev/build-uv.sh
new file mode 100755
index 000000000000..1b77acc9993e
--- /dev/null
+++ b/framework/dev/build-uv.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+
+# Copyright 2022 Flower Labs GmbH. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+set -e
+cd "$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"/../
+
+uv build
diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 14c1e4ab16ca..6b148a781eb9 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -145,6 +145,12 @@ dev = [
     "devtool",
 ]
 
+[tool.uv]
+default-groups = ["dev"]
+
+[tool.uv.sources]
+devtool = { path = "./devtool", editable = true }
+
 [tool.poetry]
 packages = [{ include = "flwr", from = "py" }]
 exclude = ["py/**/*_test.py"]
diff --git a/framework/uv.lock b/framework/uv.lock
new file mode 100644
index 000000000000..ded36176b639
--- /dev/null
+++ b/framework/uv.lock
@@ -0,0 +1,5164 @@
+version = 1
+revision = 3
+requires-python = ">=3.10, <4.0"
+resolution-markers = [
+    "python_full_version == '3.13.*' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+]
+
+[[package]]
+name = "alabaster"
+version = "0.7.16"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776, upload-time = "2024-01-10T00:56:10.189Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511, upload-time = "2024-01-10T00:56:08.388Z" },
+]
+
+[[package]]
+name = "alembic"
+version = "1.18.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mako" },
+    { name = "sqlalchemy" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/94/13/8b084e0f2efb0275a1d534838844926f798bd766566b1375174e2448cd31/alembic-1.18.4.tar.gz", hash = "sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc", size = 2056725, upload-time = "2026-02-10T16:00:47.195Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d2/29/6533c317b74f707ea28f8d633734dbda2119bbadfc61b2f3640ba835d0f7/alembic-1.18.4-py3-none-any.whl", hash = "sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a", size = 263893, upload-time = "2026-02-10T16:00:49.997Z" },
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.12.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+]
+
+[[package]]
+name = "appdirs"
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+]

From 79f5bfe822753e1787c3ec2767bb3e14ff059f47 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Tue, 3 Mar 2026 21:28:07 +0100
Subject: [PATCH 20/25] Add instructions

---
 dev/bootstrap-uv.sh |  2 +-
 framework/uv.md     | 35 +++++++++++++++++++++++++++++++++++
 2 files changed, 36 insertions(+), 1 deletion(-)
 create mode 100644 framework/uv.md

diff --git a/dev/bootstrap-uv.sh b/dev/bootstrap-uv.sh
index 44f64dcd0770..128619cb770c 100755
--- a/dev/bootstrap-uv.sh
+++ b/dev/bootstrap-uv.sh
@@ -14,4 +14,4 @@ if ! command -v uv >/dev/null 2>&1; then
 fi
 
 # Use `uv` to install project dependencies from lockfile
-uv sync --frozen --all-extras --all-groups
+uv sync --python=3.10.19 --frozen --all-extras --all-groups
diff --git a/framework/uv.md b/framework/uv.md
new file mode 100644
index 000000000000..3ae9745e80a0
--- /dev/null
+++ b/framework/uv.md
@@ -0,0 +1,35 @@
+# uv
+
+## Install 
+
+To reproduce a Poetry env with Python 3.10.19, all extras (`simulation`, `rest`) and all dependency groups (`dev`):
+
+```
+uv sync --python=3.10.19 --frozen --all-extras --all-groups
+```
+
+`--frozen` installs from `uv.lock` as-is, without `--frozen`, uv may re-resolve/update lock data during the operation.
+
+## Format
+
+```
+uv run --no-sync --python 3.10.19 ./dev/format.sh
+```
+
+## Test
+
+```
+uv run --no-sync --python 3.10.19 ./dev/test.sh
+```
+
+## Build
+
+```
+./dev/build-uv.sh
+```
+
+For comparison, build using Poetry:
+
+```
+./dev/build.sh
+```

From c1e9d35c95de28f07ded8f0d37d1e847621ac6ed Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Tue, 3 Mar 2026 23:03:08 +0100
Subject: [PATCH 21/25] Fix test

---
 framework/dev/test.sh    | 3 ++-
 framework/pyproject.toml | 3 +++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/framework/dev/test.sh b/framework/dev/test.sh
index cbe5be79639a..dfeaa1c996e9 100755
--- a/framework/dev/test.sh
+++ b/framework/dev/test.sh
@@ -60,7 +60,8 @@ python -m pylint --ignore=py/flwr/proto py/flwr
 echo "- pylint: done"
 
 echo "- pytest: start"
-python -m pytest --cov=py/flwr
+# Ray's uv runtime-env hook can stall under `uv run` during pytest.
+RAY_ENABLE_UV_RUN_RUNTIME_ENV=0 python -m pytest --cov=py/flwr
 echo "- pytest: done"
 
 echo "- All Python checks passed"
diff --git a/framework/pyproject.toml b/framework/pyproject.toml
index 6b148a781eb9..335a5f279e93 100644
--- a/framework/pyproject.toml
+++ b/framework/pyproject.toml
@@ -178,6 +178,9 @@ target-version = ["py310", "py311", "py312", "py313"]
 [tool.pylint."MESSAGES CONTROL"]
 disable = "duplicate-code,too-few-public-methods,useless-import-alias"
 
+[tool.coverage.run]
+data_file = ".pytest_cache/.coverage"
+
 [tool.pytest.ini_options]
 minversion = "6.2"
 addopts = "-qq"

From 6220b1339058d60133d2796657a7d8d4d02e47a9 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Wed, 4 Mar 2026 15:34:50 +0100
Subject: [PATCH 22/25] Update framework/uv.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
---
 framework/uv.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/framework/uv.md b/framework/uv.md
index 3ae9745e80a0..3d8649c9780a 100644
--- a/framework/uv.md
+++ b/framework/uv.md
@@ -1,6 +1,6 @@
 # uv
 
-## Install 
+## Install
 
 To reproduce a Poetry env with Python 3.10.19, all extras (`simulation`, `rest`) and all dependency groups (`dev`):
 

From f4c61de364ead18f33116c1ba3973f74a678ab5a Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Wed, 4 Mar 2026 21:43:15 +0100
Subject: [PATCH 23/25] ci(*:skip): Migrate CI to uv

---
 .github/actions/bootstrap/action.yml          | 20 ----------------
 .../build-deploy-non-framework-docs.yml       | 14 ++++++-----
 .github/workflows/datasets-e2e.yml            |  2 --
 .github/workflows/datasets-test.yml           |  2 --
 .github/workflows/framework-devtools.yml      |  6 +++--
 .../framework-docs-update-translations.yml    | 10 ++++----
 .github/workflows/framework-docs.yml          | 14 ++++++-----
 .github/workflows/framework-e2e.yml           | 15 ++++++------
 .../workflows/framework-release-nightly.yml   |  4 ++--
 .github/workflows/framework-release.yml       |  2 +-
 .github/workflows/framework-test.yml          | 16 +++++++++----
 .github/workflows/intelligence-docs.yml       |  9 +++----
 .github/workflows/repo-check-pr-title.yml     |  1 -
 dev/README.md                                 |  4 ++--
 dev/bootstrap-uv.sh                           | 17 -------------
 framework/dev/build-uv.sh                     | 21 ----------------
 framework/dev/build.sh                        |  2 +-
 framework/dev/publish-nightly.sh              |  4 ++--
 ...or-how-to-install-development-versions.rst | 11 ++++-----
 ...ontributor-how-to-set-up-a-virtual-env.rst | 24 +++++++------------
 ...contributor-how-to-write-documentation.rst |  8 +++----
 ...-tutorial-get-started-as-a-contributor.rst | 17 +++++--------
 .../how-to-configure-pyproject-toml.rst       |  2 +-
 .../source/how-to-upgrade-to-flower-1.0.rst   |  7 +++---
 .../docs/source/tutorial-quickstart-ios.rst   |  4 ++--
 framework/uv.lock                             |  2 +-
 framework/uv.md                               |  8 +------
 27 files changed, 85 insertions(+), 161 deletions(-)
 delete mode 100755 dev/bootstrap-uv.sh
 delete mode 100755 framework/dev/build-uv.sh

diff --git a/.github/actions/bootstrap/action.yml b/.github/actions/bootstrap/action.yml
index 0e81754a75d4..34a02169bdd7 100644
--- a/.github/actions/bootstrap/action.yml
+++ b/.github/actions/bootstrap/action.yml
@@ -10,20 +10,9 @@ inputs:
   setuptools-version:
     description: "Version of setuptools to be installed using pip"
     default: 82.0.0
-  poetry-version:
-    description: "Version of poetry to be installed using pip"
-    default: 2.3.2
-  poetry-skip:
-    description: "Option to skip the poetry installation"
-    required: false
-    default: "false"
   uv-version:
     description: "Version of uv to install"
     default: "0.10.7"
-  uv-skip:
-    description: "Option to skip the uv installation"
-    required: false
-    default: "true"
 outputs:
   python-version:
     description: "Version range or exact version of Python or PyPy"
@@ -34,9 +23,6 @@ outputs:
   setuptools-version:
     description: "Installed version of setuptools"
     value: ${{ steps.versions.outputs.setuptools-version }}
-  poetry-version:
-    description: "Requested version of poetry"
-    value: ${{ steps.versions.outputs.poetry-version }}
   uv-version:
     description: "Requested version of uv"
     value: ${{ steps.versions.outputs.uv-version }}
@@ -48,7 +34,6 @@ runs:
       with:
         python-version: ${{ inputs.python-version }}
     - name: Set up uv
-      if: ${{ inputs.uv-skip == 'false' }}
       uses: astral-sh/setup-uv@v7
       with:
         version: ${{ inputs.uv-version }}
@@ -56,10 +41,6 @@ runs:
       run: |
         python -m pip install -U pip==${{ inputs.pip-version }}
         python -m pip install -U setuptools==${{ inputs.setuptools-version }}
-        if ${{ inputs.poetry-skip == 'false' }}; then
-          python -m pip install -U poetry==${{ inputs.poetry-version }}
-          python -m poetry config virtualenvs.create false
-        fi
       shell: bash
     - id: versions
       shell: bash
@@ -67,5 +48,4 @@ runs:
         echo "python-version=$(echo ${{ inputs.python-version }})" >> $GITHUB_OUTPUT
         echo "pip-version=$(echo ${{ inputs.pip-version }})" >> $GITHUB_OUTPUT
         echo "setuptools-version=$(echo ${{ inputs.setuptools-version }})" >> $GITHUB_OUTPUT
-        echo "poetry-version=$(echo ${{ inputs.poetry-version }})" >> $GITHUB_OUTPUT
         echo "uv-version=$(echo ${{ inputs.uv-version }})" >> $GITHUB_OUTPUT
diff --git a/.github/workflows/build-deploy-non-framework-docs.yml b/.github/workflows/build-deploy-non-framework-docs.yml
index f311b608c4f4..f9c40540e40d 100644
--- a/.github/workflows/build-deploy-non-framework-docs.yml
+++ b/.github/workflows/build-deploy-non-framework-docs.yml
@@ -27,15 +27,13 @@ jobs:
         run: ./dev/test-copyright.sh
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-        with:
-          uv-skip: "false"
       - name: Install pandoc
         run: sudo apt install pandoc
       - name: Install docs dependencies
         run: |
           cd framework
-          python -m poetry install
-          python -m pip install -e ../datasets
+          uv sync --frozen --all-groups
+          uv run --no-sync python -m pip install -e ../datasets
       - name: Install devtool dependencies
         run: |
           cd dev
@@ -45,13 +43,17 @@ jobs:
           cd dev
           uv run python -m devtool.update_html_themes
       - name: Build baselines docs
-        run: ./dev/build-baseline-docs.sh
+        run: |
+          cd framework
+          uv run --no-sync ../dev/build-baseline-docs.sh
       - name: Build examples docs
         run: |
           cd dev
           uv run python -m devtool.build_example_docs
       - name: Build datasets docs
-        run: ./datasets/dev/build-flwr-datasets-docs.sh
+        run: |
+          cd framework
+          uv run --no-sync ../datasets/dev/build-flwr-datasets-docs.sh
       - name: Deploy docs
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         env:
diff --git a/.github/workflows/datasets-e2e.yml b/.github/workflows/datasets-e2e.yml
index 2c4bc899d18b..df72a6cf1ef9 100644
--- a/.github/workflows/datasets-e2e.yml
+++ b/.github/workflows/datasets-e2e.yml
@@ -48,8 +48,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: 3.10.19
-          uv-skip: "false"
-          poetry-skip: "true"
       - name: Free Disk Space (Ubuntu)
         uses: jlumbroso/free-disk-space@v1.3.1
         with:
diff --git a/.github/workflows/datasets-test.yml b/.github/workflows/datasets-test.yml
index 66259a32516e..2504d886162f 100644
--- a/.github/workflows/datasets-test.yml
+++ b/.github/workflows/datasets-test.yml
@@ -50,8 +50,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python }}
-          uv-skip: "false"
-          poetry-skip: "true"
       - name: Free Disk Space (Ubuntu)
         uses: jlumbroso/free-disk-space@v1.3.1
         with:
diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 37a9ac41377e..680f8727ac6c 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,6 +30,8 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          python -m poetry install
+          uv sync --frozen --all-groups
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
-        run: ./framework/dev/test-tool.sh
+        run: |
+          cd framework
+          uv run --no-sync ./dev/test-tool.sh
diff --git a/.github/workflows/framework-docs-update-translations.yml b/.github/workflows/framework-docs-update-translations.yml
index 47ee52ae965d..90fa16dcb6e2 100644
--- a/.github/workflows/framework-docs-update-translations.yml
+++ b/.github/workflows/framework-docs-update-translations.yml
@@ -31,20 +31,20 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install
+          uv sync --frozen --all-groups
 
       - name: Install pandoc
         uses: nikeee/setup-pandoc@v1
 
       - name: Update text and translations for all locales
         run: |
-          cd framework/docs
-          make update-text
-          for langDir in locales/*; do
+          cd framework
+          uv run --no-sync make -C docs update-text
+          for langDir in docs/locales/*; do
             if [ -d "$langDir" ]; then
               lang=$(basename $langDir)
               echo "Updating language $lang"
-              make update-lang lang=$lang
+              uv run --no-sync make -C docs update-lang lang=$lang
             fi
           done
 
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 4c2ba6d5f60a..28a9d1699ef2 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          python -m poetry install
+          uv sync --frozen --all-groups
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
@@ -87,7 +87,8 @@ jobs:
           DOC_VERSION: ${{ steps.doc_version.outputs.version }}
         run: |
           echo "Building docs for version: ${DOC_VERSION}"
-          ./framework/dev/build-docs.sh full
+          cd framework
+          uv run --no-sync ./dev/build-docs.sh full
       - name: Determine if this is the latest stable version
         if: ${{ github.repository == 'adap/flower' && ((startsWith(github.ref, 'refs/heads/release/framework-') && (github.event_name == 'push' || github.event_name == 'workflow_dispatch')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-'))) }}
         id: latest_check
@@ -141,8 +142,9 @@ jobs:
             git checkout origin/main
           fi
 
-          python ./framework/docs/generate_docs_ui_metadata.py \
-            --docs-ui-config ./dev/docs-ui-config.yml \
-            --output ./framework/docs/build/docs-ui-metadata.json
+          cd framework
+          uv run --no-sync python ./docs/generate_docs_ui_metadata.py \
+            --docs-ui-config ../dev/docs-ui-config.yml \
+            --output ./docs/build/docs-ui-metadata.json
 
-          aws s3 cp --cache-control "no-cache" ./framework/docs/build/docs-ui-metadata.json s3://${{ secrets.DOCS_AWS_BUCKET_NAME }}/docs/framework/docs-ui-metadata.json
+          aws s3 cp --cache-control "no-cache" ./docs/build/docs-ui-metadata.json s3://${{ secrets.DOCS_AWS_BUCKET_NAME }}/docs/framework/docs-ui-metadata.json
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index bc7e3279c66b..80374a4d5ace 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,11 +47,15 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          python -m poetry install --all-extras
+          uv sync --frozen --all-extras --all-groups
       - name: Build wheel
-        run: ./framework/dev/build.sh
+        run: |
+          cd framework
+          uv run --no-sync ./dev/build.sh
       - name: Test wheel
-        run: ./framework/dev/test-wheel.sh
+        run: |
+          cd framework
+          uv run --no-sync ./dev/test-wheel.sh
       - name: Upload wheel
         if: ${{ github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
         id: upload
@@ -104,7 +108,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python-version }}
-          poetry-skip: 'true'
       - name: Install Flower from repo
         if: ${{ needs.changes.outputs.framework == 'true' && (github.repository != 'adap/flower' || github.event.pull_request.head.repo.fork || github.actor == 'dependabot[bot]') }}
         working-directory: ./framework
@@ -282,8 +285,6 @@ jobs:
       - name: Bootstrap
         if: ${{ needs.changes.outputs.framework == 'true' }}
         uses: ./.github/actions/bootstrap
-        with:
-          poetry-skip: 'true'
       - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
@@ -421,7 +422,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python-version }}
-          poetry-skip: 'true'
       - name: Install Flower from repo
         if: ${{ needs.changes.outputs.framework == 'true' && (github.repository != 'adap/flower' || github.event.pull_request.head.repo.fork || github.actor == 'dependabot[bot]') }}
         run: |
@@ -469,7 +469,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: ${{ matrix.python-version }}
-          poetry-skip: 'true'
       - name: Install Flower from repo
         if: ${{ needs.changes.outputs.framework == 'true' && (github.repository != 'adap/flower' || github.event.pull_request.head.repo.fork || github.actor == 'dependabot[bot]') }}
         working-directory: ./framework
diff --git a/.github/workflows/framework-release-nightly.yml b/.github/workflows/framework-release-nightly.yml
index df21ce0f62b2..0aa1200a09e5 100644
--- a/.github/workflows/framework-release-nightly.yml
+++ b/.github/workflows/framework-release-nightly.yml
@@ -36,8 +36,8 @@ jobs:
           echo "pip-version=${{ steps.bootstrap.outputs.pip-version }}" >> "$GITHUB_OUTPUT"
           echo "setuptools-version=${{ steps.bootstrap.outputs.setuptools-version }}" >> "$GITHUB_OUTPUT"
 
-          NAME=$(poetry version | awk {'print $1'})
-          VERSION=$(poetry version -s)
+          NAME=$(python -c "import tomllib; print(tomllib.load(open('pyproject.toml', 'rb'))['project']['name'])")
+          VERSION=$(python -c "import tomllib; print(tomllib.load(open('pyproject.toml', 'rb'))['project']['version'])")
           python dev/build-docker-image-matrix.py --flwr-version "${VERSION}" --matrix nightly --flwr-package "${NAME}" > matrix.json
           echo "matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
diff --git a/.github/workflows/framework-release.yml b/.github/workflows/framework-release.yml
index c7085a7e4076..1890d08cc24d 100644
--- a/.github/workflows/framework-release.yml
+++ b/.github/workflows/framework-release.yml
@@ -48,7 +48,7 @@ jobs:
         curl $wheel_url --output dist/$wheel_name
         curl $tar_url --output dist/$tar_name
 
-        python -m poetry publish -u __token__ -p ${{ secrets.PYPI_TOKEN_RELEASE_FLWR }}
+        uv publish --token ${{ secrets.PYPI_TOKEN_RELEASE_FLWR }}
 
   parameters:
     if: ${{ github.repository == 'adap/flower' }}
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index 1a82dd164633..439fac8b6bf5 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -67,14 +67,20 @@ jobs:
       - name: Install dependencies
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
-          cd framework 
-          python -m poetry install --all-extras
+          cd framework
+          uv sync --python=${{ matrix.python }} --frozen --all-extras --all-groups
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
-        run: ./framework/dev/check-protos.sh
+        run: |
+          cd framework
+          uv run --no-sync ./dev/check-protos.sh
       - name: Lint + Test (isort/black/docformatter/mypy/pylint/flake8/pytest)
         if: ${{ needs.changes.outputs.framework == 'true' }}
-        run: ./framework/dev/test.sh
+        run: |
+          cd framework
+          uv run --no-sync ./dev/test.sh
       - name: Check benchmarks and examples
         if: ${{ needs.changes.outputs.ex_bench == 'true' }}
-        run: ./dev/test.sh
+        run: |
+          cd framework
+          uv run --no-sync ../dev/test.sh
diff --git a/.github/workflows/intelligence-docs.yml b/.github/workflows/intelligence-docs.yml
index 116d54963bc4..a738ca91c776 100644
--- a/.github/workflows/intelligence-docs.yml
+++ b/.github/workflows/intelligence-docs.yml
@@ -29,9 +29,6 @@ jobs:
       - uses: actions/checkout@v5
       - name: Bootstrap
         uses: ./.github/actions/bootstrap
-        with:
-          uv-skip: "false"
-          poetry-skip: "true"
       - name: Install dependencies
         run: |
           cd dev
@@ -146,7 +143,7 @@ jobs:
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         run: |
           cd framework
-          python -m poetry install --extras "simulation"
+          uv sync --frozen --all-groups --extra simulation
       - name: Download TS docs
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         uses: actions/download-artifact@v4
@@ -168,8 +165,8 @@ jobs:
       - name: Build final docs
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         run: |
-          cd intelligence/docs
-          make html
+          cd framework
+          uv run --no-sync make -C ../intelligence/docs html
       - name: Deploy docs
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         env:
diff --git a/.github/workflows/repo-check-pr-title.yml b/.github/workflows/repo-check-pr-title.yml
index 4d357bd977c9..60f6b77d54f4 100644
--- a/.github/workflows/repo-check-pr-title.yml
+++ b/.github/workflows/repo-check-pr-title.yml
@@ -20,7 +20,6 @@ jobs:
         uses: ./.github/actions/bootstrap
         with:
           python-version: 3.13
-          poetry-skip: 'true'
       - name: Check PR title format 
         env:
           PR_TITLE: ${{ github.event.pull_request.title }}
diff --git a/dev/README.md b/dev/README.md
index e224695e43cc..bada556d2c9b 100644
--- a/dev/README.md
+++ b/dev/README.md
@@ -4,7 +4,7 @@ This directory provides developer tooling used across the repository (for exampl
 formatting, docs helpers, and repository checks).
 
 `devtool` uses `uv` for dependency management and command execution.
-The Flower `framework` project remains Poetry-based.
+The Flower `framework` project also uses `uv` for CI and local developer workflows.
 
 ## Prerequisites
 
@@ -72,4 +72,4 @@ uv sync --frozen
 
 - CI jobs that use `devtool` should run `uv sync --frozen` and execute commands with
   `uv run`.
-- CI jobs that install `framework` still use Poetry.
+- CI jobs that install `framework` should use `uv sync` and `uv run`.
diff --git a/dev/bootstrap-uv.sh b/dev/bootstrap-uv.sh
deleted file mode 100755
index 128619cb770c..000000000000
--- a/dev/bootstrap-uv.sh
+++ /dev/null
@@ -1,17 +0,0 @@
-#!/bin/bash
-set -e
-cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
-
-# Setup environment variables for development
-./devtool/setup-envs.sh
-
-# Remove caches
-./dev/rm-caches.sh
-
-if ! command -v uv >/dev/null 2>&1; then
-  echo "uv is not installed. Install uv first: https://docs.astral.sh/uv/getting-started/installation/"
-  exit 1
-fi
-
-# Use `uv` to install project dependencies from lockfile
-uv sync --python=3.10.19 --frozen --all-extras --all-groups
diff --git a/framework/dev/build-uv.sh b/framework/dev/build-uv.sh
deleted file mode 100755
index 1b77acc9993e..000000000000
--- a/framework/dev/build-uv.sh
+++ /dev/null
@@ -1,21 +0,0 @@
-#!/bin/bash
-
-# Copyright 2022 Flower Labs GmbH. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-
-set -e
-cd "$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"/../
-
-uv build
diff --git a/framework/dev/build.sh b/framework/dev/build.sh
index a257e9402dc3..f674c600f78f 100755
--- a/framework/dev/build.sh
+++ b/framework/dev/build.sh
@@ -18,4 +18,4 @@
 set -e
 cd "$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"/../
 
-python -m poetry build
+uv build --clear
diff --git a/framework/dev/publish-nightly.sh b/framework/dev/publish-nightly.sh
index 0c03cdda9f49..03c6433b9ccc 100755
--- a/framework/dev/publish-nightly.sh
+++ b/framework/dev/publish-nightly.sh
@@ -28,8 +28,8 @@ cd "$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"/../
 if [[ $(git log --since="24 hours ago" --pretty=oneline) ]]; then
     sed -i -E "s/^name = \"(.+)\"/name = \"\1-nightly\"/" pyproject.toml
     sed -i -E "s/^version = \"(.+)\"/version = \"\1.dev$(date '+%Y%m%d')\"/" pyproject.toml
-    python -m poetry build
-    python -m poetry publish -u __token__ -p $PYPI_TOKEN
+    uv build --clear
+    uv publish --token "$PYPI_TOKEN"
 else
     echo "There were no commits in the last 24 hours."
 fi
diff --git a/framework/docs/source/contributor-how-to-install-development-versions.rst b/framework/docs/source/contributor-how-to-install-development-versions.rst
index 158507eaff6e..3b38d8ab64bd 100644
--- a/framework/docs/source/contributor-how-to-install-development-versions.rst
+++ b/framework/docs/source/contributor-how-to-install-development-versions.rst
@@ -6,12 +6,11 @@
  Install development versions of Flower
 ****************************************
 
-Using Poetry (recommended)
-==========================
+Using uv (recommended)
+======================
 
 Install a ``flwr`` pre-release from PyPI: update the ``flwr`` dependency in
-``pyproject.toml`` and then reinstall (ensure to delete ``poetry.lock`` via ``rm
-poetry.lock`` before running ``python -m poetry install``).
+``pyproject.toml`` and then reinstall with ``uv sync``.
 
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true }`` (without extras)
 - ``flwr = { version = "1.0.0a0", allow-prereleases = true, extras = ["simulation"] }``
@@ -28,8 +27,8 @@ Install ``flwr`` from a local wheel file via ``pyproject.toml``:
 - ``flwr = { path = "../../dist/flwr-1.8.0-py3-none-any.whl", extras = ["simulation"]
   }`` (with extras)
 
-Please refer to the Poetry documentation for further details: `Poetry Dependency
-Specification <https://python-poetry.org/docs/dependency-specification/>`_
+Please refer to the uv documentation for further details: `Managing dependencies with uv
+<https://docs.astral.sh/uv/concepts/projects/dependencies/>`_
 
 Using pip (recommended on Colab)
 ================================
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index c30baa0f4e17..6180196288a2 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -4,8 +4,8 @@
 
 It is recommended to run your Python setup within a virtual environment. This guide
 shows three different examples how to create a virtual environment with pyenv
-virtualenv, poetry, or Anaconda. You can follow the instructions or choose your
-preferred setup.
+virtualenv, uv, or Anaconda. You can follow the instructions or choose your preferred
+setup.
 
 ****************
  Python Version
@@ -47,24 +47,16 @@ Activate the virtualenv by running the following command:
 
     echo flower-3.10.19 > .python-version
 
-************************
- Virtualenv with Poetry
-************************
+********************
+ Virtualenv with uv
+********************
 
-The Flower examples are based on `Poetry <https://python-poetry.org/docs/>`_ to manage
-dependencies. After installing Poetry you can create and activate a virtual environment
-with:
+The Flower examples use `uv <https://docs.astral.sh/uv/>`_ to manage dependencies. After
+installing ``uv`` you can install dependencies with:
 
 .. code-block:: shell
 
-    poetry shell
-
-If you open a new terminal you can activate the previously created virtual environment
-with the following command:
-
-.. code-block:: shell
-
-    source $(poetry env info --path)/bin/activate
+    uv sync
 
 **************************
  Virtualenv with Anaconda
diff --git a/framework/docs/source/contributor-how-to-write-documentation.rst b/framework/docs/source/contributor-how-to-write-documentation.rst
index 001289e60e19..1d05291d987f 100644
--- a/framework/docs/source/contributor-how-to-write-documentation.rst
+++ b/framework/docs/source/contributor-how-to-write-documentation.rst
@@ -6,10 +6,10 @@
  Project layout
 ****************
 
-The Flower documentation lives in the ``doc`` directory. The Sphinx-based documentation
+The Flower documentation lives in the ``docs`` directory. The Sphinx-based documentation
 system supports both reStructuredText (``.rst`` files) and Markdown (``.md`` files).
 
-Note that, in order to build the documentation locally (with ``python -m poetry run make
+Note that, in order to build the documentation locally (with ``uv run --project .. make
 html``, as described below), `Pandoc <https://pandoc.org/installing.html>`_ needs to be
 installed on the system.
 
@@ -18,7 +18,7 @@ installed on the system.
 ***********************
 
 1. Edit an existing ``.rst`` (or ``.md``) file under ``framework/docs/source/``
-2. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
+2. Compile the docs: ``cd framework/docs``, then ``uv run --project .. make html``
 3. Open ``framework/docs/build/html/index.html`` in the browser to check the result
 
 *******************
@@ -28,5 +28,5 @@ installed on the system.
 1. Add new ``.rst`` file under ``framework/docs/source/``
 2. Add content to the new ``.rst`` file
 3. Link to the new rst from ``index.rst``
-4. Compile the docs: ``cd framework/docs``, then ``python -m poetry run make html``
+4. Compile the docs: ``cd framework/docs``, then ``uv run --project .. make html``
 5. Open ``framework/docs/build/html/index.html`` in the browser to check the result
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index 334ac54449eb..16341e91963c 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -7,13 +7,13 @@
 ***************
 
 - `Python 3.10 <https://docs.python.org/3.10/>`_ or above
-- `Poetry 2.3 <https://python-poetry.org/>`_ or above
+- `uv 0.10.7 <https://docs.astral.sh/uv/>`_ or above
 - (Optional) `pyenv <https://github.com/pyenv/pyenv>`_
 - (Optional) `pyenv-virtualenv <https://github.com/pyenv/pyenv-virtualenv>`_
 
 Flower uses ``pyproject.toml`` to manage dependencies and configure development tools
-(the ones which support it). Poetry is a build tool which supports `PEP 517
-<https://peps.python.org/pep-0517/>`_.
+(the ones which support it). ``uv`` is used for dependency management, build, and
+publishing workflows.
 
 *************************
  Developer Machine Setup
@@ -71,19 +71,14 @@ Create Flower Dev Environment
            $ pyenv virtualenv <your-python-version> <your-env-name>
            $ pyenv activate <your-env-name>
 
-3. Install Poetry, which is used to manage dependencies and development workflows:
-
-       ::
-
-           (your-env-name) $ pip install poetry==2.3.2
-
+3. Install ``uv``, which is used to manage dependencies and development workflows.
 4. Navigate to the ``framework`` directory and install the Flower project in development
    mode, including all optional dependencies:
 
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ python -m poetry install --all-extras
+           (your-env-name) $ uv sync --frozen --all-extras --all-groups
 
 *********************
  Convenience Scripts
@@ -168,7 +163,7 @@ underneath.
  Build Release
 ***************
 
-Flower uses Poetry to build releases. The necessary command is wrapped in a simple
+Flower uses ``uv`` to build releases. The necessary command is wrapped in a simple
 script:
 
 ::
diff --git a/framework/docs/source/how-to-configure-pyproject-toml.rst b/framework/docs/source/how-to-configure-pyproject-toml.rst
index 7d1cdcfb3ddf..5966a78043a4 100644
--- a/framework/docs/source/how-to-configure-pyproject-toml.rst
+++ b/framework/docs/source/how-to-configure-pyproject-toml.rst
@@ -71,7 +71,7 @@ Here are a few key sections to look out for:
 
         \* Required fields
 
-        These fields follow the standard ``pyproject.toml`` metadata format, commonly used by tools like ``uv``, ``poetry``, and others. Flower reuses these for configuration and packaging.
+        These fields follow the standard ``pyproject.toml`` metadata format, commonly used by tools like ``uv``, ``pip``, and others. Flower reuses these for configuration and packaging.
 
     - ``name``\*: The name of your Flower app.
     - ``version``\*: The current version of your app, used for packaging and distribution. Must follow Semantic Versioning (e.g., "1.0.0").
diff --git a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
index 92720d728dc0..459adf267abc 100644
--- a/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
+++ b/framework/docs/source/how-to-upgrade-to-flower-1.0.rst
@@ -24,16 +24,15 @@ projects.
  Install update
 ****************
 
-Here's how to update an existing installation to Flower 1.0 using either pip or Poetry:
+Here's how to update an existing installation to Flower 1.0 using either pip or uv:
 
 - pip: add ``-U`` when installing.
 
   - ``python -m pip install -U flwr`` (when using ``start_server`` and ``start_client``)
   - ``python -m pip install -U 'flwr[simulation]'`` (when using ``start_simulation``)
 
-- Poetry: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall
-  (ensure to delete ``poetry.lock`` via ``rm poetry.lock`` before running ``python -m
-  poetry install``).
+- uv: update the ``flwr`` dependency in ``pyproject.toml`` and then reinstall with ``uv
+  sync``.
 
   - ``flwr = "^1.0.0"`` (when using ``start_server`` and ``start_client``)
   - ``flwr = { version = "^1.0.0", extras = ["simulation"] }`` (when using
diff --git a/framework/docs/source/tutorial-quickstart-ios.rst b/framework/docs/source/tutorial-quickstart-ios.rst
index 6d709606fde1..14da387eddb2 100644
--- a/framework/docs/source/tutorial-quickstart-ios.rst
+++ b/framework/docs/source/tutorial-quickstart-ios.rst
@@ -39,11 +39,11 @@ server environment. We first need to install Flower. You can do this by using pi
 
     $ pip install flwr
 
-Or Poetry:
+Or uv:
 
 .. code-block:: shell
 
-    $ poetry add flwr
+    $ uv add flwr
 
 ***************
  Flower Client
diff --git a/framework/uv.lock b/framework/uv.lock
index ded36176b639..ecf00d540ee2 100644
--- a/framework/uv.lock
+++ b/framework/uv.lock
@@ -851,7 +851,7 @@ dev = [
     { name = "docformatter", specifier = "==1.7.5" },
     { name = "docstrfmt", git = "https://github.com/charlesbvll/docstrfmt.git?branch=patch-2" },
     { name = "furo", specifier = "==2024.8.6" },
-    { name = "gitpython", specifier = "==3.1.32" },
+    { name = "gitpython", specifier = "==3.1.41" },
     { name = "isort", specifier = "==5.13.2" },
     { name = "mdformat", specifier = "==1.0.0" },
     { name = "mdformat-beautysh", specifier = "==1.0.0" },
diff --git a/framework/uv.md b/framework/uv.md
index 3d8649c9780a..669706263c24 100644
--- a/framework/uv.md
+++ b/framework/uv.md
@@ -2,7 +2,7 @@
 
 ## Install
 
-To reproduce a Poetry env with Python 3.10.19, all extras (`simulation`, `rest`) and all dependency groups (`dev`):
+To install with Python 3.10.19, all extras (`simulation`, `rest`) and all dependency groups (`dev`):
 
 ```
 uv sync --python=3.10.19 --frozen --all-extras --all-groups
@@ -24,12 +24,6 @@ uv run --no-sync --python 3.10.19 ./dev/test.sh
 
 ## Build
 
-```
-./dev/build-uv.sh
-```
-
-For comparison, build using Poetry:
-
 ```
 ./dev/build.sh
 ```

From 85bf792e2c2e28fee73df0b5948306e80b123a3e Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Wed, 4 Mar 2026 21:49:41 +0100
Subject: [PATCH 24/25] Update pip usage

---
 .github/workflows/build-deploy-non-framework-docs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-deploy-non-framework-docs.yml b/.github/workflows/build-deploy-non-framework-docs.yml
index f9c40540e40d..7fec07b424ed 100644
--- a/.github/workflows/build-deploy-non-framework-docs.yml
+++ b/.github/workflows/build-deploy-non-framework-docs.yml
@@ -33,7 +33,7 @@ jobs:
         run: |
           cd framework
           uv sync --frozen --all-groups
-          uv run --no-sync python -m pip install -e ../datasets
+          uv pip install -e ../datasets
       - name: Install devtool dependencies
         run: |
           cd dev

From 8075d3285da9ce1904e1d37a0a16556fbefa7504 Mon Sep 17 00:00:00 2001
From: "Daniel J. Beutel" <daniel@flower.ai>
Date: Thu, 5 Mar 2026 08:58:33 +0100
Subject: [PATCH 25/25] Improve uv usage with --locked

---
 .github/workflows/build-deploy-non-framework-docs.yml     | 8 ++++----
 .github/workflows/datasets-e2e.yml                        | 4 ++--
 .github/workflows/datasets-test.yml                       | 6 +++---
 .github/workflows/framework-devtools.yml                  | 2 +-
 .github/workflows/framework-docs-update-translations.yml  | 2 +-
 .github/workflows/framework-docs.yml                      | 2 +-
 .github/workflows/framework-e2e.yml                       | 2 +-
 .github/workflows/framework-test.yml                      | 2 +-
 .github/workflows/intelligence-docs.yml                   | 6 +++---
 .../source/contributor-how-to-set-up-a-virtual-env.rst    | 2 +-
 .../contributor-tutorial-get-started-as-a-contributor.rst | 2 +-
 framework/uv.md                                           | 4 ++--
 12 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/.github/workflows/build-deploy-non-framework-docs.yml b/.github/workflows/build-deploy-non-framework-docs.yml
index 7fec07b424ed..e113a36d7793 100644
--- a/.github/workflows/build-deploy-non-framework-docs.yml
+++ b/.github/workflows/build-deploy-non-framework-docs.yml
@@ -32,16 +32,16 @@ jobs:
       - name: Install docs dependencies
         run: |
           cd framework
-          uv sync --frozen --all-groups
+          uv sync --locked --all-groups
           uv pip install -e ../datasets
       - name: Install devtool dependencies
         run: |
           cd dev
-          uv sync --frozen
+          uv sync --locked
       - name: Update HTML theme options
         run: |
           cd dev
-          uv run python -m devtool.update_html_themes
+          uv run --no-sync python -m devtool.update_html_themes
       - name: Build baselines docs
         run: |
           cd framework
@@ -49,7 +49,7 @@ jobs:
       - name: Build examples docs
         run: |
           cd dev
-          uv run python -m devtool.build_example_docs
+          uv run --no-sync python -m devtool.build_example_docs
       - name: Build datasets docs
         run: |
           cd framework
diff --git a/.github/workflows/datasets-e2e.yml b/.github/workflows/datasets-e2e.yml
index df72a6cf1ef9..873762f2610c 100644
--- a/.github/workflows/datasets-e2e.yml
+++ b/.github/workflows/datasets-e2e.yml
@@ -63,6 +63,6 @@ jobs:
           sudo apt-get update
           sudo apt-get install -y ffmpeg
       - name: Install dependencies
-        run: uv sync --frozen
+        run: uv sync --locked
       - name: Run tests
-        run: uv run python -m unittest discover -p '*_test.py'
+        run: uv run --no-sync python -m unittest discover -p '*_test.py'
diff --git a/.github/workflows/datasets-test.yml b/.github/workflows/datasets-test.yml
index 2504d886162f..22c2aec27eab 100644
--- a/.github/workflows/datasets-test.yml
+++ b/.github/workflows/datasets-test.yml
@@ -67,7 +67,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd datasets
-          uv sync --frozen --all-extras
+          uv sync --locked --all-extras
       - name: Cache Hugging Face datasets
         uses: actions/cache@v3
         with:
@@ -79,11 +79,11 @@ jobs:
           cd datasets
           if [ -n "${{ secrets.HF_TOKEN }}" ]; then
             echo "Logging into Hugging Face..."
-            uv run hf auth login --token ${{ secrets.HF_TOKEN }}
+            uv run --no-sync hf auth login --token ${{ secrets.HF_TOKEN }}
           else
             echo "Skipping Hugging Face login stage (HF_TOKEN not set)"
           fi
       - name: Test (formatting + unit tests)
         run: |
           cd datasets
-          uv run ./dev/test.sh
+          uv run --no-sync ./dev/test.sh
diff --git a/.github/workflows/framework-devtools.yml b/.github/workflows/framework-devtools.yml
index 680f8727ac6c..fabaf362ae30 100644
--- a/.github/workflows/framework-devtools.yml
+++ b/.github/workflows/framework-devtools.yml
@@ -30,7 +30,7 @@ jobs:
       - name: Install dependencies (mandatory + optional)
         run: |
           cd framework
-          uv sync --frozen --all-groups
+          uv sync --locked --all-groups
       - name: Lint + Test (isort/black/mypy/pylint/pytest)
         run: |
           cd framework
diff --git a/.github/workflows/framework-docs-update-translations.yml b/.github/workflows/framework-docs-update-translations.yml
index 90fa16dcb6e2..00d20387ec44 100644
--- a/.github/workflows/framework-docs-update-translations.yml
+++ b/.github/workflows/framework-docs-update-translations.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          uv sync --frozen --all-groups
+          uv sync --locked --all-groups
 
       - name: Install pandoc
         uses: nikeee/setup-pandoc@v1
diff --git a/.github/workflows/framework-docs.yml b/.github/workflows/framework-docs.yml
index 28a9d1699ef2..85f4e86ac429 100644
--- a/.github/workflows/framework-docs.yml
+++ b/.github/workflows/framework-docs.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Install Flower Framework
         run: |
           cd framework
-          uv sync --frozen --all-groups
+          uv sync --locked --all-groups
       - name: Sync required docs build assets from main for release branches
         if: ${{ startsWith(github.ref, 'refs/heads/release/framework-') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release/framework-')) || (github.event_name == 'release' && startsWith(github.ref, 'refs/tags/framework-')) }}
         run: |
diff --git a/.github/workflows/framework-e2e.yml b/.github/workflows/framework-e2e.yml
index 80374a4d5ace..be68a215636b 100644
--- a/.github/workflows/framework-e2e.yml
+++ b/.github/workflows/framework-e2e.yml
@@ -47,7 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           cd framework
-          uv sync --frozen --all-extras --all-groups
+          uv sync --locked --all-extras --all-groups
       - name: Build wheel
         run: |
           cd framework
diff --git a/.github/workflows/framework-test.yml b/.github/workflows/framework-test.yml
index 439fac8b6bf5..2920ec5e5c9b 100644
--- a/.github/workflows/framework-test.yml
+++ b/.github/workflows/framework-test.yml
@@ -68,7 +68,7 @@ jobs:
         if: ${{ needs.changes.outputs.framework == 'true' || needs.changes.outputs.ex_bench == 'true' }}
         run: |
           cd framework
-          uv sync --python=${{ matrix.python }} --frozen --all-extras --all-groups
+          uv sync --python=${{ matrix.python }} --locked --all-extras --all-groups
       - name: Check if protos need recompilation
         if: ${{ needs.changes.outputs.framework == 'true' }}
         run: |
diff --git a/.github/workflows/intelligence-docs.yml b/.github/workflows/intelligence-docs.yml
index a738ca91c776..e7c9051bfc5c 100644
--- a/.github/workflows/intelligence-docs.yml
+++ b/.github/workflows/intelligence-docs.yml
@@ -32,11 +32,11 @@ jobs:
       - name: Install dependencies
         run: |
           cd dev
-          uv sync --frozen
+          uv sync --locked
       - name: Check docs format
         run: |
           cd dev
-          uv run docstrfmt --check ../intelligence/docs/source
+          uv run --no-sync docstrfmt --check ../intelligence/docs/source
   build_ts_docs:
     runs-on: ubuntu-22.04
     name: Build TypeScript Docs
@@ -143,7 +143,7 @@ jobs:
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         run: |
           cd framework
-          uv sync --frozen --all-groups --extra simulation
+          uv sync --locked --all-groups --extra simulation
       - name: Download TS docs
         if: ${{ github.ref == 'refs/heads/main' && github.repository == 'adap/flower' && !github.event.pull_request.head.repo.fork }}
         uses: actions/download-artifact@v4
diff --git a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
index 6180196288a2..bd3769247883 100644
--- a/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
+++ b/framework/docs/source/contributor-how-to-set-up-a-virtual-env.rst
@@ -56,7 +56,7 @@ installing ``uv`` you can install dependencies with:
 
 .. code-block:: shell
 
-    uv sync
+    uv sync --locked
 
 **************************
  Virtualenv with Anaconda
diff --git a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
index 16341e91963c..6fa7f008305e 100644
--- a/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
+++ b/framework/docs/source/contributor-tutorial-get-started-as-a-contributor.rst
@@ -78,7 +78,7 @@ Create Flower Dev Environment
        ::
 
            (your-env-name) $ cd framework
-           (your-env-name) $ uv sync --frozen --all-extras --all-groups
+           (your-env-name) $ uv sync --locked --all-extras --all-groups
 
 *********************
  Convenience Scripts
diff --git a/framework/uv.md b/framework/uv.md
index 669706263c24..bbd023c04aba 100644
--- a/framework/uv.md
+++ b/framework/uv.md
@@ -5,10 +5,10 @@
 To install with Python 3.10.19, all extras (`simulation`, `rest`) and all dependency groups (`dev`):
 
 ```
-uv sync --python=3.10.19 --frozen --all-extras --all-groups
+uv sync --python=3.10.19 --locked --all-extras --all-groups
 ```
 
-`--frozen` installs from `uv.lock` as-is, without `--frozen`, uv may re-resolve/update lock data during the operation.
+`--locked` installs from `uv.lock` and fails if the lockfile is out-of-date. Without `--locked`, uv may re-resolve/update lock data during the operation.
 
 ## Format