diff --git a/pyproject.toml b/pyproject.toml
index 40906c4..d1cf8b3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,7 @@ docs = [
     "mkdocs-material>=9.6.15",
     "mkdocstrings>=0.24.1",
     "mkdocstrings-python>=2.0.4",
-    "ipykernel>=6.29.5",
+    "ipykernel>=7.3.0",
     "ipython>=9.14.1",
 ]
 
diff --git a/uv.lock b/uv.lock
index 469a5b3..16249f1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -90,7 +90,7 @@ dev = [
     { name = "ruff", specifier = ">=0.15.16" },
 ]
 docs = [
-    { name = "ipykernel", specifier = ">=6.29.5" },
+    { name = "ipykernel", specifier = ">=7.3.0" },
     { name = "ipython", specifier = ">=9.14.1" },
     { name = "jinja2", specifier = ">=3.1.6" },
     { name = "mkdocs", specifier = ">=1.6.0" },
@@ -1850,7 +1850,7 @@ wheels = [
 
 [[package]]
 name = "ipykernel"
-version = "7.2.0"
+version = "7.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "appnope", marker = "sys_platform == 'darwin'" },
@@ -1860,16 +1860,16 @@ dependencies = [
     { name = "jupyter-client" },
     { name = "jupyter-core" },
     { name = "matplotlib-inline" },
-    { name = "nest-asyncio" },
+    { name = "nest-asyncio2" },
     { name = "packaging" },
     { name = "psutil" },
     { name = "pyzmq" },
     { name = "tornado" },
     { name = "traitlets" },
 ]
-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" }
+sdist = { url = "https://files.pythonhosted.org/packages/3d/c4/e4a38f579de4225a561305666f7541cdabb30075def2aa1ac17bd73c1fb5/ipykernel-7.3.0.tar.gz", hash = "sha256:9acaaaf97d16355166e4085afe9d225bfbdf2b7ef520f9df3be8f2b248275e09", size = 184899, upload-time = "2026-06-10T08:41:25.481Z" }
 wheels = [
-    { 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" },
+    { url = "https://files.pythonhosted.org/packages/3d/02/77b271f5dc58bfbc0b577c877b2365d1ffea2afe66a80c13f2312820348c/ipykernel-7.3.0-py3-none-any.whl", hash = "sha256:897eb64da762549ef610698fca5e9675195ec6ac8ec7f19d81ce1ca20c876057", size = 120583, upload-time = "2026-06-10T08:41:23.648Z" },
 ]
 
 [[package]]
@@ -2052,7 +2052,7 @@ wheels = [
 
 [[package]]
 name = "jupyter-client"
-version = "8.8.0"
+version = "8.9.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jupyter-core" },
@@ -2060,10 +2060,11 @@ dependencies = [
     { name = "pyzmq" },
     { name = "tornado" },
     { name = "traitlets" },
+    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/05/e4/ba649102a3bc3fbca54e7239fb924fd434c766f855693d86de0b1f2bec81/jupyter_client-8.8.0.tar.gz", hash = "sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e", size = 348020, upload-time = "2026-01-08T13:55:47.938Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/dc/5512503b088997c2250b8bf18258fba9d9ce5ead641183700960d3c9d342/jupyter_client-8.9.1.tar.gz", hash = "sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa", size = 359256, upload-time = "2026-06-09T13:15:01.033Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2d/0b/ceb7694d864abc0a047649aec263878acb9f792e1fec3e676f22dc9015e3/jupyter_client-8.8.0-py3-none-any.whl", hash = "sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a", size = 107371, upload-time = "2026-01-08T13:55:45.562Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/6f/56d39bf385c5c27988aebaf0c18a2a17e960575740100973511018bd904e/jupyter_client-8.9.1-py3-none-any.whl", hash = "sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81", size = 109828, upload-time = "2026-06-09T13:14:58.835Z" },
 ]
 
 [[package]]
@@ -2781,6 +2782,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c", size = 5195, upload-time = "2024-01-21T14:25:17.223Z" },
 ]
 
+[[package]]
+name = "nest-asyncio2"
+version = "1.7.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b4/73/731debf26e27e0a0323d7bda270dc2f634b398e38f040a09da1f4351d0aa/nest_asyncio2-1.7.2.tar.gz", hash = "sha256:1921d70b92cc4612c374928d081552efb59b83d91b2b789d935c665fa01729a8", size = 14743, upload-time = "2026-02-13T00:34:04.386Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/3c/3179b85b0e1c3659f0369940200cd6d0fa900e6cefcc7ea0bc6dd0e29ffb/nest_asyncio2-1.7.2-py3-none-any.whl", hash = "sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01", size = 7843, upload-time = "2026-02-13T00:34:02.691Z" },
+]
+
 [[package]]
 name = "nodeenv"
 version = "1.10.0"