diff --git a/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb b/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb
index 9b40e9b20..ed5bad498 100644
--- a/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb
+++ b/docs/notebooks/Llama_Stack_Agent_Workflows.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "# Build and Monitor Agent Workflows with Llama Stack + Anthropic's Best Practice\n",
     "\n",
-    "This notebook contains Llama Stack implementations of common and popular agent workflows discussed in Anthropic's blog post [Building Effective Agent Workflows](https://www.anthropic.com/research/building-effective-agents). \n",
+    "This notebook contains Llama Stack implementations of common agent workflows defined in Anthropic's blog post [Building Effective Agent Workflows](https://www.anthropic.com/research/building-effective-agents). \n",
     "\n",
     "**1. Basic Workflows**\n",
     "- 1.1 Prompt Chaining\n",