diff --git a/authors.yaml b/authors.yaml
index 9e27a18..0c1b597 100644
--- a/authors.yaml
+++ b/authors.yaml
@@ -37,10 +37,10 @@ ibigio:
   name: "Ilan Bigio"
   website: "https://twitter.com/ilanbigio"
   avatar: "https://pbs.twimg.com/profile_images/1688302223250378752/z-99TOMH_400x400.jpg"
-  
+
 jhills20:
   name: "James Hills"
-  website: "https://twitter.com/jimmerhills"
+  website: "https://twitter.com/jamesmhills"
   avatar: "https://pbs.twimg.com/profile_images/1722092156691902464/44FGj7VT_400x400.jpg"
 
 colin-openai:
diff --git a/examples/Creating_slides_with_Assistants_API_and_DALL-E3.ipynb b/examples/Creating_slides_with_Assistants_API_and_DALL-E3.ipynb
index c37116f..544039c 100644
--- a/examples/Creating_slides_with_Assistants_API_and_DALL-E3.ipynb
+++ b/examples/Creating_slides_with_Assistants_API_and_DALL-E3.ipynb
@@ -7,7 +7,7 @@
     "# Creating slides with the Assistants API (GPT-4), and DALL·E-3\n",
     "\n",
     "This notebook illustrates the use of the new [Assistants API](https://platform.openai.com/docs/assistants/overview) (GPT-4), and DALL·E-3 in crafting informative and visually appealing slides. <br>\n",
-    "Creating engaging slides is a pivotal aspect of many jobs, but it can be a laborious and time-consuming task. Additionally, extracting insights from data and articulating them effectively on slides can be challenging. <br><br> This cookbook recipe will demonstrate how you can utilize the new Assistants API to faciliate the end to end slide creation process for you without you having to touch Microsoft PowerPoint or Google Slides, saving you valuable time and effort!"
+    "Creating slides is a pivotal aspect of many jobs, but can be laborious and time-consuming. Additionally, extracting insights from data and articulating them effectively on slides can be challenging. <br><br> This cookbook recipe will demonstrate how you can utilize the new Assistants API to faciliate the end to end slide creation process for you without you having to touch Microsoft PowerPoint or Google Slides, saving you valuable time and effort!"
    ]
   },
   {