diff --git a/pdm.lock b/pdm.lock
index 97109d7..fd677d9 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "dev"]
 strategy = ["cross_platform"]
 lock_version = "4.5.0"
-content_hash = "sha256:4333e8dab98e8d18b148f069cd2c92d6dad81db30fe20c54d86bfa2200d8c7de"
+content_hash = "sha256:1f916978c63d4ffaec6542e95fe98f4aed5f91afa483bdcfb8a59014c3e0ea63"
 
 [[metadata.targets]]
 requires_python = ">=3.7"
@@ -517,7 +517,7 @@ files = [
 
 [[package]]
 name = "kubernetes"
-version = "31.0.0"
+version = "32.0.1"
 requires_python = ">=3.6"
 summary = "Kubernetes python client"
 dependencies = [
@@ -534,14 +534,14 @@ dependencies = [
     "websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0",
 ]
 files = [
-    {file = "kubernetes-31.0.0-py2.py3-none-any.whl", hash = "sha256:bf141e2d380c8520eada8b351f4e319ffee9636328c137aa432bc486ca1200e1"},
-    {file = "kubernetes-31.0.0.tar.gz", hash = "sha256:28945de906c8c259c1ebe62703b56a03b714049372196f854105afe4e6d014c0"},
+    {file = "kubernetes-32.0.1-py2.py3-none-any.whl", hash = "sha256:35282ab8493b938b08ab5526c7ce66588232df00ef5e1dbe88a419107dc10998"},
+    {file = "kubernetes-32.0.1.tar.gz", hash = "sha256:42f43d49abd437ada79a79a16bd48a604d3471a117a8347e87db693f2ba0ba28"},
 ]
 
 [[package]]
 name = "loguru"
-version = "0.7.2"
-requires_python = ">=3.5"
+version = "0.7.3"
+requires_python = "<4.0,>=3.5"
 summary = "Python logging made (stupidly) simple"
 dependencies = [
     "aiocontextvars>=0.2.0; python_version < \"3.7\"",
@@ -549,8 +549,8 @@ dependencies = [
     "win32-setctime>=1.0.0; sys_platform == \"win32\"",
 ]
 files = [
-    {file = "loguru-0.7.2-py3-none-any.whl", hash = "sha256:003d71e3d3ed35f0f8984898359d65b79e5b21943f78af86aa5491210429b8eb"},
-    {file = "loguru-0.7.2.tar.gz", hash = "sha256:e671a53522515f34fd406340ee968cb9ecafbc4b36c679da03c18fd8d0bd51ac"},
+    {file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"},
+    {file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"},
 ]
 
 [[package]]
@@ -586,15 +586,15 @@ files = [
 
 [[package]]
 name = "metaflow"
-version = "2.12.22"
+version = "2.14.0"
 summary = "Metaflow: More Data Science, Less Engineering"
 dependencies = [
     "boto3",
     "requests",
 ]
 files = [
-    {file = "metaflow-2.12.22-py2.py3-none-any.whl", hash = "sha256:4bf1c7b9096d721a94454dc6266cf0fa30eb06d7d4005bf23e794157f523a34e"},
-    {file = "metaflow-2.12.22.tar.gz", hash = "sha256:031efbd068665e89e60237cdf191232532a7b964bb42d6d0c927ea6b188009f9"},
+    {file = "metaflow-2.14.0-py2.py3-none-any.whl", hash = "sha256:0318e5510f4be4fb10bab9782e08dcb8755f7480c65b467fa713e6a2b561d156"},
+    {file = "metaflow-2.14.0.tar.gz", hash = "sha256:fa54ac690440e0e35a0909061bd6dd3d72fd733efce631d437df42a048fb33e9"},
 ]
 
 [[package]]
@@ -1045,28 +1045,28 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.6.7"
+version = "0.9.6"
 requires_python = ">=3.7"
 summary = "An extremely fast Python linter and code formatter, written in Rust."
 files = [
-    {file = "ruff-0.6.7-py3-none-linux_armv6l.whl", hash = "sha256:08277b217534bfdcc2e1377f7f933e1c7957453e8a79764d004e44c40db923f2"},
-    {file = "ruff-0.6.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:c6707a32e03b791f4448dc0dce24b636cbcdee4dd5607adc24e5ee73fd86c00a"},
-    {file = "ruff-0.6.7-py3-none-macosx_11_0_arm64.whl", hash = "sha256:533d66b7774ef224e7cf91506a7dafcc9e8ec7c059263ec46629e54e7b1f90ab"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:17a86aac6f915932d259f7bec79173e356165518859f94649d8c50b81ff087e9"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b3f8822defd260ae2460ea3832b24d37d203c3577f48b055590a426a722d50ef"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9ba4efe5c6dbbb58be58dd83feedb83b5e95c00091bf09987b4baf510fee5c99"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:525201b77f94d2b54868f0cbe5edc018e64c22563da6c5c2e5c107a4e85c1c0d"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8854450839f339e1049fdbe15d875384242b8e85d5c6947bb2faad33c651020b"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2f0b62056246234d59cbf2ea66e84812dc9ec4540518e37553513392c171cb18"},
-    {file = "ruff-0.6.7-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b1462fa56c832dc0cea5b4041cfc9c97813505d11cce74ebc6d1aae068de36b"},
-    {file = "ruff-0.6.7-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:02b083770e4cdb1495ed313f5694c62808e71764ec6ee5db84eedd82fd32d8f5"},
-    {file = "ruff-0.6.7-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:0c05fd37013de36dfa883a3854fae57b3113aaa8abf5dea79202675991d48624"},
-    {file = "ruff-0.6.7-py3-none-musllinux_1_2_i686.whl", hash = "sha256:f49c9caa28d9bbfac4a637ae10327b3db00f47d038f3fbb2195c4d682e925b14"},
-    {file = "ruff-0.6.7-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a0e1655868164e114ba43a908fd2d64a271a23660195017c17691fb6355d59bb"},
-    {file = "ruff-0.6.7-py3-none-win32.whl", hash = "sha256:a939ca435b49f6966a7dd64b765c9df16f1faed0ca3b6f16acdf7731969deb35"},
-    {file = "ruff-0.6.7-py3-none-win_amd64.whl", hash = "sha256:590445eec5653f36248584579c06252ad2e110a5d1f32db5420de35fb0e1c977"},
-    {file = "ruff-0.6.7-py3-none-win_arm64.whl", hash = "sha256:b28f0d5e2f771c1fe3c7a45d3f53916fc74a480698c4b5731f0bea61e52137c8"},
-    {file = "ruff-0.6.7.tar.gz", hash = "sha256:44e52129d82266fa59b587e2cd74def5637b730a69c4542525dfdecfaae38bd5"},
+    {file = "ruff-0.9.6-py3-none-linux_armv6l.whl", hash = "sha256:2f218f356dd2d995839f1941322ff021c72a492c470f0b26a34f844c29cdf5ba"},
+    {file = "ruff-0.9.6-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b908ff4df65dad7b251c9968a2e4560836d8f5487c2f0cc238321ed951ea0504"},
+    {file = "ruff-0.9.6-py3-none-macosx_11_0_arm64.whl", hash = "sha256:b109c0ad2ececf42e75fa99dc4043ff72a357436bb171900714a9ea581ddef83"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1de4367cca3dac99bcbd15c161404e849bb0bfd543664db39232648dc00112dc"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ac3ee4d7c2c92ddfdaedf0bf31b2b176fa7aa8950efc454628d477394d35638b"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5dc1edd1775270e6aa2386119aea692039781429f0be1e0949ea5884e011aa8e"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:4a091729086dffa4bd070aa5dab7e39cc6b9d62eb2bef8f3d91172d30d599666"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d1bbc6808bf7b15796cef0815e1dfb796fbd383e7dbd4334709642649625e7c5"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:589d1d9f25b5754ff230dce914a174a7c951a85a4e9270613a2b74231fdac2f5"},
+    {file = "ruff-0.9.6-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dc61dd5131742e21103fbbdcad683a8813be0e3c204472d520d9a5021ca8b217"},
+    {file = "ruff-0.9.6-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:5e2d9126161d0357e5c8f30b0bd6168d2c3872372f14481136d13de9937f79b6"},
+    {file = "ruff-0.9.6-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:68660eab1a8e65babb5229a1f97b46e3120923757a68b5413d8561f8a85d4897"},
+    {file = "ruff-0.9.6-py3-none-musllinux_1_2_i686.whl", hash = "sha256:c4cae6c4cc7b9b4017c71114115db0445b00a16de3bcde0946273e8392856f08"},
+    {file = "ruff-0.9.6-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:19f505b643228b417c1111a2a536424ddde0db4ef9023b9e04a46ed8a1cb4656"},
+    {file = "ruff-0.9.6-py3-none-win32.whl", hash = "sha256:194d8402bceef1b31164909540a597e0d913c0e4952015a5b40e28c146121b5d"},
+    {file = "ruff-0.9.6-py3-none-win_amd64.whl", hash = "sha256:03482d5c09d90d4ee3f40d97578423698ad895c87314c4de39ed2af945633caa"},
+    {file = "ruff-0.9.6-py3-none-win_arm64.whl", hash = "sha256:0e2bb706a2be7ddfea4a4af918562fdc1bcb16df255e5fa595bbd800ce322a5a"},
+    {file = "ruff-0.9.6.tar.gz", hash = "sha256:81761592f72b620ec8fa1068a6fd00e98a5ebee342a3642efd84454f3031dca9"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 2b34273..7c40380 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,8 +5,8 @@ authors = [{ name = "WGBH-MLA", email = "ryan_harbert@wgbh.org" }]
 dependencies = [
     "sonyci[cli]~=0.2",
     "loguru~=0.7",
-    "metaflow~=2.12",
-    "kubernetes~=31.0",
+    "metaflow~=2.14",
+    "kubernetes~=32.0",
     "boto3~=1.33",
 ]
 requires-python = ">=3.7"
@@ -43,15 +43,6 @@ build-backend = "pdm.backend"
 [tool.pdm]
 version = { source = "file", path = "mario/_version.py" }
 
-[tool.pdm.dev-dependencies]
-dev = [
-    "ruff~=0.6",
-    "black~=23.3",
-    "pre-commit~=2.21",
-    "rich~=12.5",
-    "ggshield~=1.18",
-]
-
 [tool.pytest.ini_options]
 testpaths = ["tests"]
 markers = ["no_ci: marks tests to skip on CI"]
@@ -90,3 +81,12 @@ ignore = [
     "E501", # line too long
 
 ]
+
+[dependency-groups]
+dev = [
+    "ruff~=0.9",
+    "black~=23.3",
+    "pre-commit~=2.21",
+    "rich~=12.5",
+    "ggshield~=1.18",
+]