diff --git a/notebooks/06_modelling_101.ipynb b/notebooks/06_modelling_101.ipynb
index bd6f780..aeccc82 100644
--- a/notebooks/06_modelling_101.ipynb
+++ b/notebooks/06_modelling_101.ipynb
@@ -853,15 +853,6 @@
     "plt.show()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "77898731",
-   "metadata": {},
-   "source": [
-    "Key insight: Lasso's $L^1$ constraint has corners on the axes.\n",
-    "When the loss contour touches a corner, that coefficient becomes exactly zero."
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "6ce05c85",