diff --git a/examples/qa/hotpot/hotpotqa_with_MIPRO.ipynb b/examples/qa/hotpot/hotpotqa_with_MIPRO.ipynb
index 3909acb7f5..a863e0e96c 100644
--- a/examples/qa/hotpot/hotpotqa_with_MIPRO.ipynb
+++ b/examples/qa/hotpot/hotpotqa_with_MIPRO.ipynb
@@ -15,7 +15,8 @@
"id": "3wEDck3ZqZH0"
},
"source": [
- "# Using __Multi-stage Instruction Proposal & Optimization (MIPRO)__ in DSPy"
+ "# Using __Multi-stage Instruction Proposal & Optimization (MIPRO)__ in DSPy\n",
+ "[](https://colab.research.google.com/github/stanfordnlp/dspy/blob/main/examples/qa/hotpot/hotpotqa_with_MIPRO.ipynb)"
]
},
{