diff --git a/docs/adr/001/operators.ipynb b/docs/adr/001/operators.ipynb
index 988274d6..d5bbc939 100644
--- a/docs/adr/001/operators.ipynb
+++ b/docs/adr/001/operators.ipynb
@@ -17,7 +17,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q expertsystem==0.6.10 graphviz==0.16"
+    "!uv pip install -q  expertsystem==0.6.10 graphviz==0.16"
    ]
   },
   {
diff --git a/docs/adr/001/sympy.ipynb b/docs/adr/001/sympy.ipynb
index d2c1b24f..48733f92 100644
--- a/docs/adr/001/sympy.ipynb
+++ b/docs/adr/001/sympy.ipynb
@@ -35,7 +35,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q jax==0.2.13 jaxlib==0.1.67 matplotlib==3.4.2 numpy==1.19.5 protobuf==3.20.* sympy==1.8 tensorflow==2.4.*"
+    "!uv pip install -q  jax==0.2.13 jaxlib==0.1.67 matplotlib==3.4.2 numpy==1.19.5 protobuf==3.20.* sympy==1.8 tensorflow==2.4.*"
    ]
   },
   {
diff --git a/docs/adr/002/composition.ipynb b/docs/adr/002/composition.ipynb
index fd82358a..70bbb345 100644
--- a/docs/adr/002/composition.ipynb
+++ b/docs/adr/002/composition.ipynb
@@ -35,7 +35,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q matplotlib==3.4.2 sympy==1.8"
+    "!uv pip install -q  matplotlib==3.4.2 sympy==1.8"
    ]
   },
   {
diff --git a/docs/adr/002/expr.ipynb b/docs/adr/002/expr.ipynb
index 9c9d6577..0f420a72 100644
--- a/docs/adr/002/expr.ipynb
+++ b/docs/adr/002/expr.ipynb
@@ -35,7 +35,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q matplotlib==3.4.2 sympy==1.8"
+    "!uv pip install -q  matplotlib==3.4.2 sympy==1.8"
    ]
   },
   {
diff --git a/docs/adr/002/function.ipynb b/docs/adr/002/function.ipynb
index 5718bdb1..13a81da1 100644
--- a/docs/adr/002/function.ipynb
+++ b/docs/adr/002/function.ipynb
@@ -35,7 +35,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q matplotlib==3.4.2 sympy==1.8"
+    "!uv pip install -q  matplotlib==3.4.2 sympy==1.8"
    ]
   },
   {
diff --git a/docs/symbolics.ipynb b/docs/symbolics.ipynb
index e18f8a4a..19687c03 100644
--- a/docs/symbolics.ipynb
+++ b/docs/symbolics.ipynb
@@ -25,7 +25,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -q 'numpy~=1.26' black==24.2.0 sympy==1.12"
+    "!uv pip install -q  'numpy~=1.26' black==24.2.0 sympy==1.12"
    ]
   },
   {