diff --git a/notebooks/memory_context_engineering_agents.ipynb b/notebooks/memory_context_engineering_agents.ipynb
index 6262a941..681f5369 100644
--- a/notebooks/memory_context_engineering_agents.ipynb
+++ b/notebooks/memory_context_engineering_agents.ipynb
@@ -15,7 +15,7 @@
    "id": "5340125d",
    "metadata": {},
    "source": [
-    "[![Open in Colab](https://img.shields.io/badge/Open%20in-Colab-F9AB00?style=flat-square&logo=googlecolab)](https://colab.research.google.com/github/YOUR_USERNAME/oracle_ai_developer_hub/blob/main/notebooks/memory_context_engineering_agents.ipynb)\n",
+    "[![Open in Colab](https://img.shields.io/badge/Open%20in-Colab-F9AB00?style=flat-square&logo=googlecolab)](https://colab.research.google.com/github/oracle-devrel/oracle-ai-developer-hub/blob/main/notebooks/memory_context_engineering_agents.ipynb)\n",
     "\n",
     "In this notebook, you'll learn how to engineer memory systems that give AI agents the ability to remember, learn, and adapt across conversations. \n",
     "Moving beyond simple RAG, we implement a complete **Memory Layer** with six distinct memory types—each serving a specific cognitive function."