diff --git a/docs/zero_to_hero_guide/01_Local_Cloud_Inference101.ipynb b/docs/zero_to_hero_guide/01_Local_Cloud_Inference101.ipynb
index 7225f0741..bdfd3520f 100644
--- a/docs/zero_to_hero_guide/01_Local_Cloud_Inference101.ipynb
+++ b/docs/zero_to_hero_guide/01_Local_Cloud_Inference101.ipynb
@@ -231,7 +231,7 @@
    "source": [
     "Thanks for checking out this notebook! \n",
     "\n",
-    "The next one will be a guide on [Prompt Engineering](./01_Prompt_Engineering101.ipynb), please continue learning!"
+    "The next one will be a guide on [Prompt Engineering](./02_Prompt_Engineering101.ipynb), please continue learning!"
    ]
   }
  ],
diff --git a/docs/zero_to_hero_guide/02_Prompt_Engineering101.ipynb b/docs/zero_to_hero_guide/02_Prompt_Engineering101.ipynb
index c66192d81..c1c8a5aa9 100644
--- a/docs/zero_to_hero_guide/02_Prompt_Engineering101.ipynb
+++ b/docs/zero_to_hero_guide/02_Prompt_Engineering101.ipynb
@@ -276,7 +276,7 @@
    "source": [
     "Thanks for checking out this notebook! \n",
     "\n",
-    "The next one will be a guide on how to chat with images, continue to the notebook [here](./02_Image_Chat101.ipynb). Happy learning!"
+    "The next one will be a guide on how to chat with images, continue to the notebook [here](./03_Image_Chat101.ipynb). Happy learning!"
    ]
   }
  ],
diff --git a/docs/zero_to_hero_guide/03_Image_Chat101.ipynb b/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
index 93042f3fc..02c32191f 100644
--- a/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
+++ b/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
@@ -175,7 +175,7 @@
    "source": [
     "Thanks for checking out this notebook! \n",
     "\n",
-    "The next one in the series will teach you one of the favorite applications of Large Language Models: [Tool Calling](./03_Tool_Calling101.ipynb). Enjoy!"
+    "The next one in the series will teach you one of the favorite applications of Large Language Models: [Tool Calling](./04_Tool_Calling101.ipynb). Enjoy!"
    ]
   }
  ],
diff --git a/docs/zero_to_hero_guide/05_Memory101.ipynb b/docs/zero_to_hero_guide/05_Memory101.ipynb
index e7e64d8fa..21678fd55 100644
--- a/docs/zero_to_hero_guide/05_Memory101.ipynb
+++ b/docs/zero_to_hero_guide/05_Memory101.ipynb
@@ -373,7 +373,7 @@
    "source": [
     "Awesome, now we can embed all our notes with Llama-stack and ask it about the meaning of life :)\n",
     "\n",
-    "Next up, we will learn about the safety features and how to use them: [notebook link](./05_Safety101.ipynb)"
+    "Next up, we will learn about the safety features and how to use them: [notebook link](./06_Safety101.ipynb)."
    ]
   }
  ],
diff --git a/docs/zero_to_hero_guide/06_Safety101.ipynb b/docs/zero_to_hero_guide/06_Safety101.ipynb
index bf37e83ea..6b5bd53bf 100644
--- a/docs/zero_to_hero_guide/06_Safety101.ipynb
+++ b/docs/zero_to_hero_guide/06_Safety101.ipynb
@@ -107,7 +107,7 @@
    "source": [
     "Thanks for leaning about the Safety API of Llama-Stack. \n",
     "\n",
-    "Finally, we learn about the Agents API, [here](./06_Agents101.ipynb)"
+    "Finally, we learn about the Agents API, [here](./07_Agents101.ipynb)."
    ]
   }
  ],
diff --git a/docs/zero_to_hero_guide/README.md b/docs/zero_to_hero_guide/README.md
index 449e40430..9b373fd9a 100644
--- a/docs/zero_to_hero_guide/README.md
+++ b/docs/zero_to_hero_guide/README.md
@@ -229,13 +229,13 @@ This command initializes the model to interact with your local Llama Stack insta
 **Explore Other Guides**: Dive deeper into specific topics by following these guides:
 - [Understanding Distribution](https://llama-stack.readthedocs.io/en/latest/getting_started/index.html#decide-your-inference-provider)
 - [Inference 101](00_Inference101.ipynb)
-- [Local and Cloud Model Toggling 101](00_Local_Cloud_Inference101.ipynb)
-- [Prompt Engineering](01_Prompt_Engineering101.ipynb)
-- [Chat with Image - LlamaStack Vision API](02_Image_Chat101.ipynb)
-- [Tool Calling: How to and Details](03_Tool_Calling101.ipynb)
-- [Memory API: Show Simple In-Memory Retrieval](04_Memory101.ipynb)
-- [Using Safety API in Conversation](05_Safety101.ipynb)
-- [Agents API: Explain Components](06_Agents101.ipynb)
+- [Local and Cloud Model Toggling 101](01_Local_Cloud_Inference101.ipynb)
+- [Prompt Engineering](02_Prompt_Engineering101.ipynb)
+- [Chat with Image - LlamaStack Vision API](03_Image_Chat101.ipynb)
+- [Tool Calling: How to and Details](04_Tool_Calling101.ipynb)
+- [Memory API: Show Simple In-Memory Retrieval](05_Memory101.ipynb)
+- [Using Safety API in Conversation](06_Safety101.ipynb)
+- [Agents API: Explain Components](07_Agents101.ipynb)
 
 
 **Explore Client SDKs**: Utilize our client SDKs for various languages to integrate Llama Stack into your applications: