diff --git a/pyproject.toml b/pyproject.toml
index dd13395..bad9a3b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "Autonomous pretraining research swarm"
 readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
-    "kernels~=0.11.7",
+    "kernels~=0.16.0",
     "matplotlib~=3.10.8",
     "numpy~=2.2.6",
     "pandas~=2.3.3",
diff --git a/uv.lock b/uv.lock
index 861100d..ecc12c2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -27,6 +27,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
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+]
+
 [[package]]
 name = "anyio"
 version = "4.12.1"
@@ -61,7 +70,7 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "kernels", specifier = "~=0.11.7" },
+    { name = "kernels", specifier = "~=0.16.0" },
     { name = "matplotlib", specifier = "~=3.10.8" },
     { name = "numpy", specifier = "~=2.2.6" },
     { name = "pandas", specifier = "~=2.3.3" },
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 ]
 
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