diff --git a/pdm.lock b/pdm.lock
index 97109d7..0c59e3f 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 = "sha256:7523921ccdaf6ac66634617492f4e1fa74d652ff51d69b7139b033d8d0e86627"
 
 [[metadata.targets]]
 requires_python = ">=3.7"
@@ -540,8 +540,8 @@ files = [
 
 [[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 = "2.13.5"
 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-2.13.5-py2.py3-none-any.whl", hash = "sha256:e6bdc485510f34d7f625695915d554d86a1274b7c20729927be188e65f2134a8"},
+    {file = "metaflow-2.13.5.tar.gz", hash = "sha256:4f789f86e228d02133461d5100cdcfffda1f9c23209bfaea93f10408a1dbfd39"},
 ]
 
 [[package]]
@@ -1045,28 +1045,28 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.6.7"
+version = "0.9.2"
 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-0.9.2-py3-none-linux_armv6l.whl", hash = "sha256:80605a039ba1454d002b32139e4970becf84b5fee3a3c3bf1c2af6f61a784347"},
+    {file = "ruff-0.9.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b9aab82bb20afd5f596527045c01e6ae25a718ff1784cb92947bff1f83068b00"},
+    {file = "ruff-0.9.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:fbd337bac1cfa96be615f6efcd4bc4d077edbc127ef30e2b8ba2a27e18c054d4"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82b35259b0cbf8daa22a498018e300b9bb0174c2bbb7bcba593935158a78054d"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8b6a9701d1e371bf41dca22015c3f89769da7576884d2add7317ec1ec8cb9c3c"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9cc53e68b3c5ae41e8faf83a3b89f4a5d7b2cb666dff4b366bb86ed2a85b481f"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:8efd9da7a1ee314b910da155ca7e8953094a7c10d0c0a39bfde3fcfd2a015684"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3292c5a22ea9a5f9a185e2d131dc7f98f8534a32fb6d2ee7b9944569239c648d"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a605fdcf6e8b2d39f9436d343d1f0ff70c365a1e681546de0104bef81ce88df"},
+    {file = "ruff-0.9.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c547f7f256aa366834829a08375c297fa63386cbe5f1459efaf174086b564247"},
+    {file = "ruff-0.9.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:d18bba3d3353ed916e882521bc3e0af403949dbada344c20c16ea78f47af965e"},
+    {file = "ruff-0.9.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:b338edc4610142355ccf6b87bd356729b62bf1bc152a2fad5b0c7dc04af77bfe"},
+    {file = "ruff-0.9.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:492a5e44ad9b22a0ea98cf72e40305cbdaf27fac0d927f8bc9e1df316dcc96eb"},
+    {file = "ruff-0.9.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:af1e9e9fe7b1f767264d26b1075ac4ad831c7db976911fa362d09b2d0356426a"},
+    {file = "ruff-0.9.2-py3-none-win32.whl", hash = "sha256:71cbe22e178c5da20e1514e1e01029c73dc09288a8028a5d3446e6bba87a5145"},
+    {file = "ruff-0.9.2-py3-none-win_amd64.whl", hash = "sha256:c5e1d6abc798419cf46eed03f54f2e0c3adb1ad4b801119dedf23fcaf69b55b5"},
+    {file = "ruff-0.9.2-py3-none-win_arm64.whl", hash = "sha256:a1b63fa24149918f8b37cef2ee6fff81f24f0d74b6f0bdc37bc3e1f2143e41c6"},
+    {file = "ruff-0.9.2.tar.gz", hash = "sha256:b5eceb334d55fae5f316f783437392642ae18e16dcf4f1858d55d3c2a0f8f5d0"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 2b34273..d6bbff4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ authors = [{ name = "WGBH-MLA", email = "ryan_harbert@wgbh.org" }]
 dependencies = [
     "sonyci[cli]~=0.2",
     "loguru~=0.7",
-    "metaflow~=2.12",
+    "metaflow~=2.13",
     "kubernetes~=31.0",
     "boto3~=1.33",
 ]
@@ -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",
+]