diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 29b9e621..9ad44c0e 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -107,7 +107,7 @@ jobs:
       - name: Install the pinned version of uv
         uses: astral-sh/setup-uv@v5
         with:
-          python-version: 3.13
+          python-version: 3.12
           pyproject-file: "${{ github.workspace }}/pyproject.toml"
 
       - name: Install Nox
diff --git a/noxfile.py b/noxfile.py
index ef2961f1..9e99e43c 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -1,10 +1,12 @@
 """Nox sessions."""
 
 import os
+import shlex
 import shutil
 import sys
 from pathlib import Path
 from tempfile import NamedTemporaryFile
+from textwrap import dedent
 
 import nox
 from nox import Session
@@ -25,50 +27,147 @@
 )
 
 
+def session_install_uv(
+    session: Session,
+    install_project: bool = True,
+    install_dev: bool = False,
+    install_docs: bool = False,
+) -> None:
+    """Install root project into the session's virtual environment using uv."""
+    env = os.environ.copy()
+    env.update(
+        {
+            "UV_PROJECT_ENVIRONMENT": session.virtualenv.location,
+            "UV_PYTHON": sys.executable,  # Force uv to use the session's interpreter
+        }
+    )
+
+    args = ["uv", "sync", "--frozen"]
+    if not install_project:
+        args.append("--no-install-project")
+    if not install_dev:
+        args.append("--no-dev")
+    if install_docs:
+        args.extend(["--group", "docs"])
+
+    session.run_install(*args, silent=True, env=env)
+
+
+def session_install_uv_package(session: Session, packages: list[str]) -> None:
+    """Install packages into the session's virtual environment using uv lockfile."""
+    env = os.environ.copy()
+    env.update(
+        {
+            "UV_PROJECT_ENVIRONMENT": session.virtualenv.location,
+            "UV_PYTHON": sys.executable,
+        }
+    )
+
+    # Export requirements.txt to session temp dir using uv with locked dependencies
+    requirements_tmp = str(Path(session.create_tmp()) / "requirements.txt")
+    export_args = ["uv", "export", "--only-dev", "--no-hashes", "-o", requirements_tmp]
+    session.run_install(*export_args, silent=True, env=env)
+
+    # Install requested packages with requirements.txt constraints
+    session.install(*packages, "--constraint", requirements_tmp)
+
+
+def activate_virtualenv_in_precommit_hooks(session: Session) -> None:
+    """Activate virtualenv in hooks installed by pre-commit.
+
+    This function patches git hooks installed by pre-commit to activate the
+    session's virtual environment. This allows pre-commit to locate hooks in
+    that environment when invoked from git.
+
+    Args:
+        session: The Session object.
+    """
+    assert session.bin is not None  # noqa: S101
+
+    # Only patch hooks containing a reference to this session's bindir. Support
+    # quoting rules for Python and bash, but strip the outermost quotes so we
+    # can detect paths within the bindir, like <bindir>/python.
+    bindirs = [
+        bindir[1:-1] if bindir[0] in "'\"" else bindir
+        for bindir in (repr(session.bin), shlex.quote(session.bin))
+    ]
+
+    virtualenv = session.env.get("VIRTUAL_ENV")
+    if virtualenv is None:
+        return
+
+    headers = {
+        # pre-commit < 2.16.0
+        "python": f"""\
+            import os
+            os.environ["VIRTUAL_ENV"] = {virtualenv!r}
+            os.environ["PATH"] = os.pathsep.join((
+                {session.bin!r},
+                os.environ.get("PATH", ""),
+            ))
+            """,
+        # pre-commit >= 2.16.0
+        "bash": f"""\
+            VIRTUAL_ENV={shlex.quote(virtualenv)}
+            PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH"
+            """,
+        # pre-commit >= 2.17.0 on Windows forces sh shebang
+        "/bin/sh": f"""\
+            VIRTUAL_ENV={shlex.quote(virtualenv)}
+            PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH"
+            """,
+    }
+
+    hookdir = Path(".git") / "hooks"
+    if not hookdir.is_dir():
+        return
+
+    for hook in hookdir.iterdir():
+        if hook.name.endswith(".sample") or not hook.is_file():
+            continue
+
+        if not hook.read_bytes().startswith(b"#!"):
+            continue
+
+        text = hook.read_text()
+
+        if not any(
+            Path("A") == Path("a") and bindir.lower() in text.lower() or bindir in text
+            for bindir in bindirs
+        ):
+            continue
+
+        lines = text.splitlines()
+
+        for executable, header in headers.items():
+            if executable in lines[0].lower():
+                lines.insert(1, dedent(header))
+                hook.write_text("\n".join(lines))
+                break
+
+
 @session(name="pre-commit", python=python_versions[0])
 def precommit(session: Session) -> None:
     """Lint using pre-commit."""
+    session_install_uv(session, install_dev=True)
     args = session.posargs or [
         "run",
         "--all-files",
         "--hook-stage=manual",
         "--show-diff-on-failure",
     ]
-    session.run(
-        "uv",
-        "pip",
-        "install",
-        "black",
-        "darglint",
-        "flake8",
-        "flake8-bandit",
-        "flake8-bugbear",
-        "flake8-docstrings",
-        "flake8-rst-docstrings",
-        "isort",
-        "pep8-naming",
-        "pre-commit",
-        "pre-commit-hooks",
-        "pyupgrade",
-        external=True,
-    )
+    session_install_uv_package(session, ["pre-commit"])
     session.run("pre-commit", *args)
+    if args and args[0] == "install":
+        activate_virtualenv_in_precommit_hooks(session)
 
 
 @session(python=python_versions[0])
 def safety(session: Session) -> None:
     """Scan dependencies for insecure packages."""
     with NamedTemporaryFile(delete=False) as requirements:
-        session.run(
-            "uv",
-            "pip",
-            "compile",
-            "pyproject.toml",
-            "--output-file",
-            requirements.name,
-            external=True,
-        )
-        session.run("uv", "pip", "install", "safety", external=True)
+        session_install_uv(session, install_dev=True)
+        session_install_uv_package(session, ["safety"])
         # TODO(Altay): Remove the CVE ignore once its resolved.
         # It's not critical, so ignoring now.
         ignore = ["70612"]
@@ -88,8 +187,8 @@ def safety(session: Session) -> None:
 def mypy(session: Session) -> None:
     """Type-check using mypy."""
     args = session.posargs or ["src", "tests", "docs/conf.py"]
-    session.run_always("uv", "pip", "install", "-e", ".", external=True)
-    session.run("uv", "pip", "install", "mypy", "pytest", external=True)
+    session_install_uv(session, install_dev=True)
+    session_install_uv_package(session, ["mypy", "pytest"])
     session.run("mypy", *args)
     if not session.posargs:
         session.run("mypy", f"--python-executable={sys.executable}", "noxfile.py")
@@ -98,7 +197,10 @@ def mypy(session: Session) -> None:
 @session(python=python_versions)
 def tests(session: Session) -> None:
     """Run the test suite."""
-    session.run_always("uv", "pip", "install", "-e", ".[cloud]", external=True)
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(
+        session, ["coverage", "pytest", "pygments", "pytest-dependency", "s3fs"]
+    )
     session.run(
         "uv",
         "pip",
@@ -122,7 +224,8 @@ def coverage(session: Session) -> None:
     """Produce the coverage report."""
     args = session.posargs or ["report"]
 
-    session.run("uv", "pip", "install", "coverage[toml]", external=True)
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(session, ["coverage"])
 
     if not session.posargs and any(Path().glob(".coverage.*")):
         session.run("coverage", "combine", external=True)
@@ -133,10 +236,8 @@ def coverage(session: Session) -> None:
 @session(python=python_versions[0])
 def typeguard(session: Session) -> None:
     """Runtime type checking using Typeguard."""
-    session.run_always("uv", "pip", "install", "-e", ".", external=True)
-    session.run(
-        "uv", "pip", "install", "pytest", "typeguard", "pygments", external=True
-    )
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(session, ["pytest", "typeguard", "pygments"])
     session.run("pytest", f"--typeguard-packages={package}", *session.posargs)
 
 
@@ -150,8 +251,8 @@ def xdoctest(session: Session) -> None:
         if "FORCE_COLOR" in os.environ:
             args.append("--colored=1")
 
-    session.run_always("uv", "pip", "install", "-e", ".", external=True)
-    session.run("uv", "pip", "install", "xdoctest[colors]", external=True)
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(session, ["xdoctest"])
     session.run("python", "-m", "xdoctest", *args)
 
 
@@ -162,18 +263,17 @@ def docs_build(session: Session) -> None:
     if not session.posargs and "FORCE_COLOR" in os.environ:
         args.insert(0, "--color")
 
-    session.run_always("uv", "pip", "install", "-e", ".", external=True)
-    session.run(
-        "uv",
-        "pip",
-        "install",
-        "sphinx",
-        "sphinx-click",
-        "sphinx-copybutton",
-        "furo",
-        "myst-nb",
-        "linkify-it-py",
-        external=True,
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(
+        session,
+        [
+            "sphinx",
+            "sphinx-click",
+            "sphinx-copybutton",
+            "furo",
+            "myst-nb",
+            "linkify-it-py",
+        ],
     )
 
     build_dir = Path("docs", "_build")
@@ -187,19 +287,18 @@ def docs_build(session: Session) -> None:
 def docs(session: Session) -> None:
     """Build and serve the documentation with live reloading on file changes."""
     args = session.posargs or ["--open-browser", "docs", "docs/_build"]
-    session.run_always("uv", "pip", "install", "-e", ".", external=True)
-    session.run(
-        "uv",
-        "pip",
-        "install",
-        "sphinx",
-        "sphinx-autobuild",
-        "sphinx-click",
-        "sphinx-copybutton",
-        "furo",
-        "myst-nb",
-        "linkify-it-py",
-        external=True,
+    session_install_uv(session, install_project=True, install_dev=True)
+    session_install_uv_package(
+        session,
+        [
+            "sphinx",
+            "sphinx-autobuild",
+            "sphinx-click",
+            "sphinx-copybutton",
+            "furo",
+            "myst-nb",
+            "linkify-it-py",
+        ],
     )
 
     build_dir = Path("docs", "_build")