diff --git a/examples/GGA_workflow_tutorial.ipynb b/examples/GGA_workflow_tutorial.ipynb
index ea8a79eb..43ea55fe 100644
--- a/examples/GGA_workflow_tutorial.ipynb
+++ b/examples/GGA_workflow_tutorial.ipynb
@@ -5383,7 +5383,7 @@
     "To calculate and plot defect formation energies, we need to know the chemical potentials of the elements\n",
     " in the system (see the [YouTube defects tutorial](https://youtu.be/FWz7nm9qoNg) for more details on\n",
     " this).\n",
-    "Since we have calculated the chemical potentials in the previous section [Chemical Potentials](#chemical_potentials), we can just load the results from the JSON file here:"
+    "Since we have calculated the chemical potentials in the previous ``Chemical Potentials`` section, we can just load the results from the JSON file here:"
    ]
   },
   {
@@ -5494,6 +5494,15 @@
     ")"
    ]
   },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "```{tip}\n",
+    "As shown above, can specify the chemical potential limit at which to obtain and plot the defect formation energies using the ``limit`` parameter, which we can set to either ``\"X-rich\"/\"X-poor\"`` where X is an element in the system, in which case the most X-rich/poor limit will be used (e.g. \"Cd-rich\"), or a key in the ``chempots[\"limits\"]`` dictionary (e.g. ``\"Cd-CdTe\"`` from that shown above). Alternatively, one can also provide a single chemical potential limit in the form of a dictonary to the ``DefectThermodynamics`` methods – see docstrings for more details.\n",
+    "``` "
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},