diff --git a/docs/notebooks/summary_tutorial.ipynb b/docs/notebooks/summary_tutorial.ipynb
index 41b3064..e321651 100644
--- a/docs/notebooks/summary_tutorial.ipynb
+++ b/docs/notebooks/summary_tutorial.ipynb
@@ -997,9 +997,9 @@
     "id": "jNt9CNJf2HJN"
    },
    "source": [
-    "### jax.experimental.host_callback\n",
+    "### jax external callbacks\n",
     "\n",
-    "Jax has some support to send data back from an accelerator back to the host while a ja program is running. This is exposed in jax.experimental.host_callback.\n",
+    "Jax has some support to send data back from an accelerator back to the host while a ja program is running. This is exposed in https://jax.readthedocs.io/en/latest/notebooks/external_callbacks.html.\n",
     "\n",
     "One can use this to print which is a quick way to get data out of a network."
    ]
@@ -1025,13 +1025,12 @@
     }
    ],
    "source": [
-    "from jax.experimental import host_callback as hcb\n",
     "\n",
     "\n",
     "def loss(parameters):\n",
     "  loss = jnp.mean(parameters**2)\n",
     "  to_look_at = jnp.mean(123.)\n",
-    "  hcb.id_print(to_look_at, name=\"to_look_at\")\n",
+    "  jax.debug.print(\"to_look_at={}\", to_look_at)\n",
     "  return loss\n",
     "\n",
     "\n",
diff --git a/docs/notebooks/summary_tutorial.md b/docs/notebooks/summary_tutorial.md
index 3c4c8a9..abbe421 100644
--- a/docs/notebooks/summary_tutorial.md
+++ b/docs/notebooks/summary_tutorial.md
@@ -461,9 +461,9 @@ print(to_look_at)
 
 +++ {"id": "jNt9CNJf2HJN"}
 
-### jax.experimental.host_callback
+### jax external callbacks
 
-Jax has some support to send data back from an accelerator back to the host while a ja program is running. This is exposed in jax.experimental.host_callback.
+Jax has some support to send data back from an accelerator back to the host while a ja program is running. This is exposed in https://jax.readthedocs.io/en/latest/notebooks/external_callbacks.html.
 
 One can use this to print which is a quick way to get data out of a network.
 
@@ -474,13 +474,12 @@ colab:
 id: 1Ih2LxP22MZD
 outputId: 0dd0b8ec-2c9e-414d-eadf-843122b7b8ab
 ---
-from jax.experimental import host_callback as hcb
 
 
 def loss(parameters):
   loss = jnp.mean(parameters**2)
   to_look_at = jnp.mean(123.)
-  hcb.id_print(to_look_at, name="to_look_at")
+  jax.debug.print("to_look_at={}", to_look_at)
   return loss
 
 
diff --git a/docs/notebooks/summary_tutorial.py b/docs/notebooks/summary_tutorial.py
index 9a36604..b4585b7 100644
--- a/docs/notebooks/summary_tutorial.py
+++ b/docs/notebooks/summary_tutorial.py
@@ -348,20 +348,21 @@ def loss(parameters):
 print(to_look_at)
 
 # + [markdown] id="jNt9CNJf2HJN"
-# ### jax.experimental.host_callback
+# ### jax external callbacks
 #
-# Jax has some support to send data back from an accelerator back to the host while a ja program is running. This is exposed in jax.experimental.host_callback.
+# Jax has some support to send data back from an accelerator back to the host
+# while a jax program is running. This is exposed in
+# https://jax.readthedocs.io/en/latest/notebooks/external_callbacks.html.
 #
 # One can use this to print which is a quick way to get data out of a network.
 
 # + colab={"base_uri": "https://localhost:8080/"} id="1Ih2LxP22MZD" outputId="0dd0b8ec-2c9e-414d-eadf-843122b7b8ab"
-from jax.experimental import host_callback as hcb
 
 
 def loss(parameters):
   loss = jnp.mean(parameters**2)
   to_look_at = jnp.mean(123.)
-  hcb.id_print(to_look_at, name="to_look_at")
+  jax.debug.print("to_look_at={}", to_look_at)
   return loss