diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 579991d..3e41ab5 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -35,6 +35,8 @@ jobs:
           enable-cache: true
       - name: Install just
         uses: extractions/setup-just@53165ef7e734c5c07cb06b3c8e7b647c5aa16db3 # v4.0.0
+        with:
+          just-version: "1.43.1"
       - name: Run type checking
         run: just typing
 
@@ -61,6 +63,8 @@ jobs:
           enable-cache: true
       - name: Install just
         uses: extractions/setup-just@53165ef7e734c5c07cb06b3c8e7b647c5aa16db3 # v4.0.0
+        with:
+          just-version: "1.43.1"
       - name: Run tests
         run: just test
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 344c431..78bad1a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,7 +26,7 @@ repos:
     -   id: python-use-type-annotations
     -   id: text-unicode-replacement-char
 -   repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.10
+    rev: v0.15.12
     hooks:
       - id: ruff-check
       - id: ruff-format
diff --git a/tests/test_execute.py b/tests/test_execute.py
index 6df9ef5..f8b919e 100644
--- a/tests/test_execute.py
+++ b/tests/test_execute.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+import os
+import sys
 import textwrap
 from time import time
 
@@ -262,7 +264,20 @@ def test_task_without_path_that_return(runner, tmp_path, parallel_backend):
     )
 
 
-@pytest.mark.parametrize("flag", ["--pdb", "--trace", "--dry-run"])
+@pytest.mark.parametrize(
+    "flag",
+    [
+        "--pdb",
+        pytest.param(
+            "--trace",
+            marks=pytest.mark.xfail(
+                sys.version_info[:2] == (3, 14) and os.environ.get("CI") == "true",
+                reason="Python 3.14 exits the CI debugger session with a failure.",
+            ),
+        ),
+        "--dry-run",
+    ],
+)
 @pytest.mark.parametrize("parallel_backend", _IMPLEMENTED_BACKENDS)
 def test_parallel_execution_is_deactivated(runner, tmp_path, flag, parallel_backend):
     tmp_path.joinpath("task_example.py").write_text("def task_example(): pass")