diff --git a/research/misc/shd_evo_128c_64h.ipynb b/research/misc/shd_evo_128c_64h.ipynb
index ddf8e6a..eaa6923 100644
--- a/research/misc/shd_evo_128c_64h.ipynb
+++ b/research/misc/shd_evo_128c_64h.ipynb
@@ -5,9 +5,9 @@
    "id": "fd3a7575",
    "metadata": {},
    "source": [
-    "# Training an SNN using surrogate gradients!\n",
+    "# Training an SNN using evolution strategies!\n",
     "\n",
-    "Train your first SNN in JAX in less than 10 minutes without needing a heavy-duty GPU!"
+    "Train your first SNN in JAX with neuroevolution!"
    ]
   },
   {