diff --git a/Anthropic 1P/08_Avoiding_Hallucinations.ipynb b/Anthropic 1P/08_Avoiding_Hallucinations.ipynb
index 7e3df42..6872441 100644
--- a/Anthropic 1P/08_Avoiding_Hallucinations.ipynb	
+++ b/Anthropic 1P/08_Avoiding_Hallucinations.ipynb	
@@ -370,7 +370,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Exercise 8.1 - Prospectus Hallucination\n",
+    "### Exercise 8.2 - Prospectus Hallucination\n",
     "Modify the `PROMPT` to fix Claude's hallucination issue by asking for citations. The correct answer is that subscribers went up 49x."
    ]
   },