diff --git a/uv.lock b/uv.lock
index 33f602ef6..20c0f54e2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -4172,7 +4172,7 @@ wheels = [
 
 [[package]]
 name = "pytorch-lightning"
-version = "2.5.5"
+version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "fsspec", extra = ["http"] },
@@ -4184,9 +4184,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/16/78/bce84aab9a5b3b2e9d087d4f1a6be9b481adbfaac4903bc9daaaf09d49a3/pytorch_lightning-2.5.5.tar.gz", hash = "sha256:d6fc8173d1d6e49abfd16855ea05d2eb2415e68593f33d43e59028ecb4e64087", size = 643703, upload-time = "2025-09-05T16:01:18.313Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/8b/ac/ebd5f6f58691cbd4f73836e43e1727f3814311b960c41f88e259606ca2b2/pytorch_lightning-2.6.1.tar.gz", hash = "sha256:ba08f8901cf226fcca473046ad9346f414e99117762dc869c76e650d5b3d7bdc", size = 665563, upload-time = "2026-01-30T14:59:11.636Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/04/f6/99a5c66478f469598dee25b0e29b302b5bddd4e03ed0da79608ac964056e/pytorch_lightning-2.5.5-py3-none-any.whl", hash = "sha256:0b533991df2353c0c6ea9ca10a7d0728b73631fd61f5a15511b19bee2aef8af0", size = 832431, upload-time = "2025-09-05T16:01:16.234Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/93/c8c361bf0a2fe50f828f32def460e8b8a14b93955d3fd302b1a9b63b19e4/pytorch_lightning-2.6.1-py3-none-any.whl", hash = "sha256:1f8118567ec829e3055f16cf1aa320883a86a47c836951bfd9dcfa34ec7ffd59", size = 857273, upload-time = "2026-01-30T14:59:10.141Z" },
 ]
 
 [[package]]