diff --git a/.copier-answers.yml b/.copier-answers.yml
index 81c165e..6886b30 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,5 +1,5 @@
 # Changes here will be overwritten by Copier; NEVER EDIT MANUALLY
-_commit: v0.4.2-3-g17fc598
+_commit: v0.4.2-5-gc48d815
 _src_path: git+https://github.com/twsl/python-project-template
 author_email: 45483159+twsl@users.noreply.github.com
 author_username: twsl
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9254249..fef3608 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: pre-commit-update
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.11.5
+    rev: 0.11.6
     hooks:
       - id: uv-lock
 
diff --git a/pyproject.toml b/pyproject.toml
index 2cf2c08..230c650 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,7 +52,7 @@ dev = [
     "prek>=0.3.8",
     "vulture>=2.16",
     "copier>=9.14.1",
-    "ipykernel>=6.31.0",
+    "ipykernel>=7.2.0",
     "ipywidgets>=8.1.8",
     "ipython>=9.10.1",
     "jupytext>=1.19.1",
@@ -76,7 +76,7 @@ docs = [
     "markdown-callouts>=0.4.0",
     "pymdown-extensions>=10.21.2",
     "pygments>=2.20.0",
-    "mkdocs-jupyter>=0.25.1",
+    "mkdocs-jupyter>=0.26.1",
 ]
 debug = [
     "ipdb>=0.13.9",
diff --git a/uv.lock b/uv.lock
index 273deb1..cf84db4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -450,7 +450,7 @@ debug = [
 dev = [
     { name = "bandit", specifier = ">=1.9.4" },
     { name = "copier", specifier = ">=9.14.1" },
-    { name = "ipykernel", specifier = ">=6.31.0" },
+    { name = "ipykernel", specifier = ">=7.2.0" },
     { name = "ipython", specifier = ">=9.10.1" },
     { name = "ipywidgets", specifier = ">=8.1.8" },
     { name = "jupytext", specifier = ">=1.19.1" },
@@ -467,7 +467,7 @@ docs = [
     { name = "mkdocs-awesome-nav", specifier = ">=3.3.0" },
     { name = "mkdocs-git-authors-plugin", specifier = ">=0.10.0" },
     { name = "mkdocs-git-revision-date-localized-plugin", specifier = ">=1.5.1" },
-    { name = "mkdocs-jupyter", specifier = ">=0.25.1" },
+    { name = "mkdocs-jupyter", specifier = ">=0.26.1" },
     { name = "mkdocs-material", specifier = ">=9.7.6" },
     { name = "pygments", specifier = ">=2.20.0" },
     { name = "pymdown-extensions", specifier = ">=10.21.2" },
@@ -661,7 +661,7 @@ wheels = [
 
 [[package]]
 name = "ipykernel"
-version = "6.31.0"
+version = "7.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "appnope", marker = "sys_platform == 'darwin'" },
@@ -678,9 +678,9 @@ dependencies = [
     { name = "tornado" },
     { name = "traitlets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a5/1d/d5ba6edbfe6fae4c3105bca3a9c889563cc752c7f2de45e333164c7f4846/ipykernel-6.31.0.tar.gz", hash = "sha256:2372ce8bc1ff4f34e58cafed3a0feb2194b91fc7cad0fc72e79e47b45ee9e8f6", size = 167493, upload-time = "2025-10-20T11:42:39.948Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/8d/b68b728e2d06b9e0051019640a40a9eb7a88fcd82c2e1b5ce70bef5ff044/ipykernel-7.2.0.tar.gz", hash = "sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e", size = 176046, upload-time = "2026-02-06T16:43:27.403Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f6/d8/502954a4ec0efcf264f99b65b41c3c54e65a647d9f0d6f62cd02227d242c/ipykernel-6.31.0-py3-none-any.whl", hash = "sha256:abe5386f6ced727a70e0eb0cf1da801fa7c5fa6ff82147747d5a0406cd8c94af", size = 117003, upload-time = "2025-10-20T11:42:37.502Z" },
+    { url = "https://files.pythonhosted.org/packages/82/b9/e73d5d9f405cba7706c539aa8b311b49d4c2f3d698d9c12f815231169c71/ipykernel-7.2.0-py3-none-any.whl", hash = "sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661", size = 118788, upload-time = "2026-02-06T16:43:25.149Z" },
 ]
 
 [[package]]
@@ -1150,7 +1150,7 @@ wheels = [
 
 [[package]]
 name = "mkdocs-jupyter"
-version = "0.25.1"
+version = "0.26.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "ipykernel" },
@@ -1160,9 +1160,9 @@ dependencies = [
     { name = "nbconvert" },
     { name = "pygments" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6c/23/6ffb8d2fd2117aa860a04c6fe2510b21bc3c3c085907ffdd851caba53152/mkdocs_jupyter-0.25.1.tar.gz", hash = "sha256:0e9272ff4947e0ec683c92423a4bfb42a26477c103ab1a6ab8277e2dcc8f7afe", size = 1626747, upload-time = "2024-10-15T14:56:32.373Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7f/d8/c146ea8cc36c3e812dd4c154513aa308614f35d2b4becec4b449165088f5/mkdocs_jupyter-0.26.1.tar.gz", hash = "sha256:7c80c0d3953de91e5b40a0d3209233795c8f800243ab298e4ec38e0504eda630", size = 1628270, upload-time = "2026-03-24T15:32:47.944Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl", hash = "sha256:3f679a857609885d322880e72533ef5255561bbfdb13cfee2a1e92ef4d4ad8d8", size = 1456197, upload-time = "2024-10-15T14:56:29.854Z" },
+    { url = "https://files.pythonhosted.org/packages/93/89/eb601278b12c471235860992f5973cf3c55ca3f77d1d6127389eb045a021/mkdocs_jupyter-0.26.1-py3-none-any.whl", hash = "sha256:527242c2c8f1d30970764bbab752de41243e5703f458d8bc05336ec53828192e", size = 1459618, upload-time = "2026-03-24T15:32:46.25Z" },
 ]
 
 [[package]]