diff --git a/.all-contributorsrc b/.all-contributorsrc
index 7b8bcbee..df0278ae 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -76,6 +76,13 @@
             "profile": "https://github.com/shanzehbatool",
             "contributions": []
         },
+        {
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
+            "contributions": []
+        },
         {
             "login": "eliasab16",
             "name": "Elias Nuwara",
diff --git a/contents/ai/socratiq.qmd b/contents/ai/socratiq.qmd
index 3c1e7cb4..506c0772 100644
--- a/contents/ai/socratiq.qmd
+++ b/contents/ai/socratiq.qmd
@@ -2,16 +2,16 @@
 
 ## AI Learning Assistant
 
-Welcome to SocratiQ (pronounced "Socratic"), an innovative AI learning assistant integrated throughout this textbook. Named after the Socratic method of teaching, which emphasizes asking and answering questions to stimulate critical thinking, SocratiQ helps reinforce your learning through interactive quizzes and personalized assistance. 
+Welcome to SocratiQ (pronounced "Socratic"), an AI learning assistant seamlessly integrated throughout this resource. Inspired by the Socratic method of teaching—emphasizing thoughtful questions and answers to stimulate critical thinking—SocratiQ is part of our experiment with what we call as _Generative Learning._ By combining interactive quizzes, personalized assistance, and real-time feedback, SocratiQ is meant to reinforce your understanding and help you create new connections.
+
+Listen to this AI-generated podcast about SocratiQ, created using notes from this page with Google's NotebookLM. _Please note: SocratiQ is still a work in progress, and we welcome your feedback._
 
 ```{=html}
 
-    <p>Listen to the brief AI podcast about SocratiQ, generated with the help of notes from this page using Google's NotebookLM.</p>
     <audio controls>
     <source src="./audio/socratiq_ai_podcast.mp3" type="audio/mpeg">
     </audio>
-    &nbsp;
-    </br>
+    <p></p>
 ```
 
 You can enable SocratiQ by clicking the button below: