diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 300ac347..a20fda26 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,20 +1,15 @@
-ci:
-  autoupdate_schedule: quarterly
-
-default_stages: [pre-commit]
-
 default_install_hook_types: [pre-commit, commit-msg]
 
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.13
+    rev: v0.14.4
     hooks:
       - id: ruff-check
         args: [--fix]
       - id: ruff-format
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-case-conflict
       - id: check-symlinks
@@ -40,3 +35,11 @@ repos:
         # MD041: first line in a file should be a top-level heading
         # MD034: bare URL used
         args: [--disable, MD013, MD033, MD041, MD034, '--']
+
+  - repo: local
+    hooks:
+      - id: ty
+        name: ty check
+        entry: ty check
+        language: python
+        additional_dependencies: [ty, torch, ase, mace-torch]
diff --git a/examples/scripts/7_Others/7.4_Velocity_AutoCorrelation.py b/examples/scripts/7_Others/7.4_Velocity_AutoCorrelation.py
index cdd91264..9b8b4462 100644
--- a/examples/scripts/7_Others/7.4_Velocity_AutoCorrelation.py
+++ b/examples/scripts/7_Others/7.4_Velocity_AutoCorrelation.py
@@ -93,7 +93,7 @@ def main() -> None:
 
     num_steps = 15000  # NOTE: short run
     for step in range(num_steps):
-        state = ts.nve_step(state=state, model=lj_model, dt=dt)  # type: ignore[call-arg]
+        state = ts.nve_step(state=state, model=lj_model, dt=dt)
         reporter.report(state, step)
 
     reporter.close()
diff --git a/examples/tutorials/low_level_tutorial.py b/examples/tutorials/low_level_tutorial.py
index eb8d63ed..944696e4 100644
--- a/examples/tutorials/low_level_tutorial.py
+++ b/examples/tutorials/low_level_tutorial.py
@@ -67,12 +67,12 @@
     model=MaceUrls.mace_mpa_medium,
     return_raw_model=True,
     default_dtype=str(dtype).removeprefix("torch."),
-    device=device,
+    device=str(device),
 )
 
 # wrap the mace_mp model in the MaceModel class
 model = MaceModel(
-    model=loaded_model,
+    model=loaded_model,  # type: ignore[arg-type]
     device=device,
     compute_forces=True,
     compute_stress=True,
diff --git a/pyproject.toml b/pyproject.toml
index 850f35b6..c4785295 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -57,11 +57,11 @@ fairchem = ["fairchem-core>=2.7"]
 docs = [
     "autodoc_pydantic==2.2.0",
     "furo==2024.8.6",
-    "ipython==8.34.0",
     "ipykernel==6.30.1",
+    "ipython==8.34.0",
     "jsonschema[format]",
-    "jupyterlab==4.3.4",
     "jupyter-core==5.8.1",
+    "jupyterlab==4.3.4",
     "jupytext==1.16.7",
     "myst_parser==4.0.0",
     "nbsphinx>=0.9.7",
@@ -145,27 +145,27 @@ conflicts = [
     ],
     [
         { extra = "fairchem" },
-        { extra = "mace" },
+        { extra = "graphpes" },
     ],
     [
-        { extra = "graphpes" },
-        { extra = "mattersim" },
+        { extra = "fairchem" },
+        { extra = "mace" },
     ],
     [
-        { extra = "graphpes" },
-        { extra = "sevenn" },
+        { extra = "fairchem" },
+        { extra = "mace" },
     ],
     [
         { extra = "graphpes" },
-        { extra = "fairchem" },
+        { extra = "mattersim" },
     ],
     [
         { extra = "graphpes" },
         { extra = "nequip" },
     ],
     [
-        { extra = "fairchem" },
-        { extra = "mace" },
+        { extra = "graphpes" },
+        { extra = "sevenn" },
     ],
     [
         { extra = "mace" },
@@ -182,15 +182,13 @@ conflicts = [
 ]
 
 [dependency-groups]
-dev = ["prek>=0.2.0", "ty>=0.0.1a20"]
+dev = ["prek>=0.2.13", "ty>=0.0.1a25"]
 
 [tool.ty.rules]
-# TODO: Unable to work with **kwargs: https://github.com/astral-sh/ty/issues/247
-missing-argument = "ignore"
+unused-ignore-comment = "warn"
 
 [[tool.ty.overrides]]
 include = ["tests/models/**/*.py", "torch_sim/models/**/*.py"]
 
-# TODO would be nice to only ignore unresolved model imports but fail on all other packages
 [tool.ty.overrides.rules]
 unresolved-import = "ignore"