diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e1eea5e..7416d5e 100644
--- a/.pre-commit-config.yaml
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+  timestamp: 1761175248278
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.14.2-h4df99d1_100.conda
+  sha256: 8203dc90a5cb6687f5bfcf332eeaf494ec95d24ed13fca3c82ef840f0bb92a5d
+  md5: 0064ab66736c4814864e808169dc7497
+  depends:
+  - cpython 3.14.2.*
+  - python_abi * *_cp314
+  license: Python-2.0
+  purls: []
+  size: 49287
+  timestamp: 1765020424843
 - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda
   build_number: 4
   sha256: 182a329de10a4165f6e8a3804caf751f918f6ea6176dd4e5abcdae1ed3095bf6
@@ -11556,6 +11836,7 @@ packages:
   - python 3.12.* *_cpython
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 6385
   timestamp: 1695147396604
 - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
@@ -11740,6 +12021,7 @@ packages:
   - xz >=5.2.6,<6.0a0
   license: GPL-2.0-or-later
   license_family: GPL
+  purls: []
   size: 25716997
   timestamp: 1714471943742
 - conda: https://conda.anaconda.org/conda-forge/linux-64/r-base-4.5.2-h835929b_3.conda
@@ -12074,6 +12356,7 @@ packages:
   - r-base >=4.3,<4.4.0a0
   license: MIT
   license_family: MIT
+  purls: []
   size: 634383
   timestamp: 1701709858707
 - conda: https://conda.anaconda.org/conda-forge/linux-64/r-jsonlite-2.0.0-r45h54b55ab_1.conda
@@ -12174,6 +12457,7 @@ packages:
   - r-base >=4.3,<4.4.0a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 118280
   timestamp: 1702332127010
 - conda: https://conda.anaconda.org/conda-forge/osx-64/r-yaml-2.3.12-r44h735ac91_0.conda
@@ -12250,6 +12534,7 @@ packages:
   - ncurses >=6.3,<7.0a0
   license: GPL-3.0-only
   license_family: GPL
+  purls: []
   size: 281456
   timestamp: 1679532220005
 - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
@@ -12337,6 +12622,7 @@ packages:
   depends:
   - libgcc-ng >=7.5.0
   license: GPL-3
+  purls: []
   size: 270762
   timestamp: 1605307395873
 - conda: https://conda.anaconda.org/conda-forge/linux-64/sed-4.9-h6688a6e_0.conda
@@ -12871,6 +13157,7 @@ packages:
   - kernel-headers_linux-64 2.6.32 he073ed8_17
   license: LGPL-2.0-or-later AND LGPL-2.0-or-later WITH exceptions AND GPL-2.0-or-later AND MPL-2.0
   license_family: GPL
+  purls: []
   size: 15127123
   timestamp: 1708000843849
 - conda: https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.28-h4ee821c_9.conda
@@ -12961,6 +13248,7 @@ packages:
   - libzlib >=1.2.13,<1.3.0a0
   license: TCL
   license_family: BSD
+  purls: []
   size: 3318875
   timestamp: 1699202167581
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_ha0e22de_103.conda
@@ -13050,6 +13338,7 @@ packages:
   - libgcc-ng >=12
   - tk >=8.6.13,<8.7.0a0
   license: TCL
+  purls: []
   size: 89770
   timestamp: 1695716117065
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tktable-2.10-h8d826fa_7.conda
@@ -13118,32 +13407,76 @@ packages:
   version: 2.3.0
   sha256: e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b
   requires_python: '>=3.8'
-- conda: https://conda.anaconda.org/conda-forge/noarch/types-pyyaml-6.0.12.20240311-pyhd8ed1ab_0.conda
-  sha256: 0101df6ec0d1bf632f215795225eb7d0308ae542c61a2f3a3ce66c39dad956fb
-  md5: df5d4b66033ecb54c7a4040627215529
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ty-0.0.7-h4e94fc0_0.conda
+  noarch: python
+  sha256: acb1da2006e989eafa007abd7d6670a150570bc6ca18438d26ec33ca2acb47b3
+  md5: bc36f469ef5d03b6fe455cb33a8aa353
+  depends:
+  - python
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  purls:
+  - pkg:pypi/ty?source=hash-mapping
+  size: 8688186
+  timestamp: 1766622526955
+- conda: https://conda.anaconda.org/conda-forge/osx-64/ty-0.0.7-h3e8ffd6_0.conda
+  noarch: python
+  sha256: 479f805639f740220cec564c0dbd5cdb9a73d80f5ce84a53e41816f566015470
+  md5: b483c94a84ca893b8a86e5ed70d89053
+  depends:
+  - python
+  - __osx >=10.13
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=10.13
+  license: MIT
+  purls:
+  - pkg:pypi/ty?source=hash-mapping
+  size: 8375528
+  timestamp: 1766622496473
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ty-0.0.7-ha73ee7d_0.conda
+  noarch: python
+  sha256: ae01d931327438a5f333e882c78a8bcfe71d38ce397e8a126b8e31635e6c09a8
+  md5: f49aa0ba4ba9454c72d609589d55abe8
+  depends:
+  - python
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  purls:
+  - pkg:pypi/ty?source=hash-mapping
+  size: 7834648
+  timestamp: 1766622527944
+- conda: https://conda.anaconda.org/conda-forge/win-64/ty-0.0.7-hc21aad4_0.conda
+  noarch: python
+  sha256: fc93a8a15661462fbbce037337ba111f83065ae6279ef9c3a8a8dd9563e133fd
+  md5: 9f38050a8f8510774beeeda6a00c113e
   depends:
-  - python >=3.6
-  license: Apache-2.0 AND MIT
+  - python
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  license: MIT
   purls:
-  - pkg:pypi/types-pyyaml
-  size: 25219
-  timestamp: 1710134479192
+  - pkg:pypi/ty?source=hash-mapping
+  size: 8647165
+  timestamp: 1766622554709
 - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
   name: typing-extensions
   version: 4.15.0
   sha256: f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.1-pyha770c72_0.conda
-  sha256: c50d61fe29cd2752943358037ee1107a60b44b8d32c464d18308d668b6494573
-  md5: 26d7ee34132362115093717c706c384c
-  depends:
-  - python >=3.8
-  license: PSF-2.0
-  license_family: PSF
-  purls:
-  - pkg:pypi/typing-extensions
-  size: 39706
-  timestamp: 1717287863652
 - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda
   sha256: 7b2b69c54ec62a243eb6fba2391b5e443421608c3ae5dbff938ad33ca8db5122
   md5: 161081fc7cec0bfda0d86d7cb595f8d8
@@ -13276,6 +13609,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 27338
   timestamp: 1610027759842
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.1-hd590300_0.conda
@@ -13285,6 +13619,7 @@ packages:
   - libgcc-ng >=12
   license: MIT
   license_family: MIT
+  purls: []
   size: 58469
   timestamp: 1685307573114
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.2-hb9d3cd8_0.conda
@@ -13307,6 +13642,7 @@ packages:
   - xorg-libice >=1.1.1,<2.0a0
   license: MIT
   license_family: MIT
+  purls: []
   size: 27433
   timestamp: 1685453649160
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libsm-1.2.6-he73a12e_0.conda
@@ -13345,6 +13681,7 @@ packages:
   - xorg-xproto
   license: MIT
   license_family: MIT
+  purls: []
   size: 828060
   timestamp: 1712415742569
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.11-hd590300_0.conda
@@ -13354,6 +13691,7 @@ packages:
   - libgcc-ng >=12
   license: MIT
   license_family: MIT
+  purls: []
   size: 14468
   timestamp: 1684637984591
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.12-hb03c661_1.conda
@@ -13374,6 +13712,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 19126
   timestamp: 1610071769228
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdmcp-1.1.5-hb03c661_1.conda
@@ -13396,6 +13735,7 @@ packages:
   - xorg-xextproto
   license: MIT
   license_family: MIT
+  purls: []
   size: 50143
   timestamp: 1677036907815
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxext-1.3.6-hb9d3cd8_0.conda
@@ -13419,6 +13759,7 @@ packages:
   - xorg-renderproto
   license: MIT
   license_family: MIT
+  purls: []
   size: 37770
   timestamp: 1688300707994
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrender-0.9.12-hb9d3cd8_0.conda
@@ -13445,6 +13786,7 @@ packages:
   - xorg-xproto
   license: MIT
   license_family: MIT
+  purls: []
   size: 379256
   timestamp: 1690288540492
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxt-1.3.1-hb9d3cd8_0.conda
@@ -13468,6 +13810,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 9621
   timestamp: 1614866326326
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-xextproto-7.3.0-h0b41bf4_1003.conda
@@ -13477,6 +13820,7 @@ packages:
   - libgcc-ng >=12
   license: MIT
   license_family: MIT
+  purls: []
   size: 30270
   timestamp: 1677036833037
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-xproto-7.0.31-h7f98852_1007.tar.bz2
@@ -13486,6 +13830,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 74922
   timestamp: 1607291557628
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
@@ -13494,6 +13839,7 @@ packages:
   depends:
   - libgcc-ng >=12
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 418368
   timestamp: 1660346797927
 - conda: https://conda.anaconda.org/conda-forge/osx-64/xz-5.2.6-h775f41a_0.tar.bz2
@@ -13518,6 +13864,7 @@ packages:
   - libzlib 1.2.13 hd590300_5
   license: Zlib
   license_family: Other
+  purls: []
   size: 92825
   timestamp: 1686575231103
 - conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-1.2.13-h8a1eda9_5.conda
@@ -13570,6 +13917,7 @@ packages:
   - libstdcxx-ng >=12
   - libzlib >=1.2.13,<1.3.0a0
   license: BSD-3-Clause
+  purls: []
   size: 554846
   timestamp: 1714722996770
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
diff --git a/pyproject.toml b/pyproject.toml
index 125c8c9..0246ae6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,9 +36,7 @@ pytask_r = "pytask_r.plugin"
 
 [project.optional-dependencies]
 test = ["pytask-parallel", "pytest", "pytest-cov", "pytest-xdist", "pyyaml"]
-
-[tool.rye]
-managed = true
+typing = ["ty>=0.0.7"]
 
 [build-system]
 requires = ["hatchling", "hatch-vcs"]
@@ -61,21 +59,6 @@ source = "vcs"
 [tool.hatch.metadata]
 allow-direct-references = true
 
-[tool.mypy]
-files = ["src", "tests"]
-check_untyped_defs = true
-disallow_any_generics = true
-disallow_incomplete_defs = true
-disallow_untyped_defs = true
-no_implicit_optional = true
-warn_redundant_casts = true
-warn_unused_ignores = true
-
-[[tool.mypy.overrides]]
-module = "tests.*"
-disallow_untyped_defs = false
-ignore_errors = true
-
 [tool.ruff]
 target-version = "py310"
 fix = true
@@ -100,6 +83,12 @@ convention = "numpy"
 [tool.ruff.lint.isort]
 force-single-line = true
 
+[tool.ty.rules]
+unused-ignore-comment = "error"
+
+[tool.ty.terminal]
+error-on-warning = true
+
 [tool.pytest.ini_options]
 testpaths = ["tests"]
 markers = [
@@ -126,7 +115,7 @@ pytask_r = { path = ".", editable = true }
 [tool.pixi.environments]
 default = { solve-group = "default" }
 test = { features = ["test"], solve-group = "default" }
-typing = { features = ["typing"], solve-group = "default" }
+typing = { features = ["test", "typing"], solve-group = "default" }
 py310 = { features = ["py310", "test"]}
 py311 = { features = ["py311", "test"]}
 py312 = { features = ["py312", "test"]}
@@ -148,14 +137,12 @@ python = "3.14.*"
 r-base = ">=4.0.0"
 r-jsonlite = "*"
 r-yaml = "*"
-libgfortran5 = "*"
 
 [tool.pixi.feature.test.tasks]
 test = "pytest --cov src --cov tests"
 
 [tool.pixi.feature.typing.dependencies]
-mypy = "*"
-types-pyyaml = "*"
+ty = ">=0.0.7"
 
 [tool.pixi.feature.typing.tasks]
-typing = "mypy"
+typing = "ty check src/ tests/"
diff --git a/src/pytask_r/collect.py b/src/pytask_r/collect.py
index 0cf2a2f..e2607b2 100644
--- a/src/pytask_r/collect.py
+++ b/src/pytask_r/collect.py
@@ -68,7 +68,9 @@ def pytask_collect_task(
         )
         script, options, _, suffix = r(**mark.kwargs)
 
-        obj.pytask_meta.markers.append(mark)
+        pytask_meta = getattr(obj, "pytask_meta", None)
+        if pytask_meta is not None:
+            pytask_meta.markers.append(mark)
 
         # Collect the nodes in @pytask.mark.r and validate them.
         path_nodes = Path.cwd() if path is None else path.parent
@@ -126,7 +128,7 @@ def pytask_collect_task(
         dependencies["_script"] = script_node
         dependencies["_options"] = options_node
 
-        markers = obj.pytask_meta.markers if hasattr(obj, "pytask_meta") else []
+        markers = pytask_meta.markers if pytask_meta is not None else []
 
         task: PTask
         if path is None:
@@ -189,6 +191,6 @@ def _parse_r_mark(
         and parsed_kwargs["serializer"] in SERIALIZERS
         else default_suffix
     )
-    parsed_kwargs["suffix"] = suffix or proposed_suffix  # type: ignore[assignment]
+    parsed_kwargs["suffix"] = suffix or proposed_suffix
 
     return Mark("r", (), parsed_kwargs)
diff --git a/src/pytask_r/serialization.py b/src/pytask_r/serialization.py
index 0ef2208..d3115c7 100644
--- a/src/pytask_r/serialization.py
+++ b/src/pytask_r/serialization.py
@@ -7,6 +7,7 @@
 from pathlib import Path
 from typing import TYPE_CHECKING
 from typing import Any
+from typing import cast
 
 from pytask import PTask
 from pytask import PTaskWithPath
@@ -49,7 +50,9 @@ def serialize_keyword_arguments(
     if callable(serializer):
         serializer_func = serializer
     elif isinstance(serializer, str) and serializer in SERIALIZERS:
-        serializer_func = SERIALIZERS[serializer]["serializer"]  # type: ignore[assignment]
+        serializer_func = cast(
+            "Callable[..., str]", SERIALIZERS[serializer]["serializer"]
+        )
     else:
         msg = f"Serializer {serializer!r} is not known."
         raise ValueError(msg)
diff --git a/tests/test_execute.py b/tests/test_execute.py
index c54987a..e7ce9d4 100644
--- a/tests/test_execute.py
+++ b/tests/test_execute.py
@@ -24,7 +24,7 @@ def test_pytask_execute_task_setup(monkeypatch):
     task = Task(
         base_name="task_example",
         path=Path(),
-        function=None,
+        function=lambda: None,
         markers=[Mark("r", (), {})],
     )
 
@@ -133,7 +133,9 @@ def task_run_r_script(produces=Path("out.txt")): ...
     session = build(paths=tmp_path)
 
     assert session.exit_code == ExitCode.FAILED
-    assert isinstance(session.execution_reports[0].exc_info[1], RuntimeError)
+    exc_info = session.execution_reports[0].exc_info
+    assert exc_info is not None
+    assert isinstance(exc_info[1], RuntimeError)
 
 
 @needs_rscript