Update my_pages/txt_pages.py

my_pages/txt_pages.py

@@ -86,10 +86,10 @@ def render():
         
         paragraphs = [
             ("AI prediction problems will rarely <i>(read 'never')</i> have just one solution, thus creating multiplicity.", 0),
-            ("Depending on context and values of the stakeholders, one might leans towards higher or lower multiplicity", 2),
-            ("However, irrespective of this choice, simply auditing and navigating the multiplicity of models is a critical problem in AI, "
+            ("Depending on context and values of the stakeholders, one might leans towards higher or lower multiplicity.", 2),
+            ("However, irrespective of this choice, auditing and navigating the multiplicity of models is a critical problem in AI, "
              "as it directly impacts individuals and the decisions they receive.", 5),
-            ("<br><br>The field of multiplicity is quite young, and we are excited to see what's next!", 9),
+            ("<br><br>The field of multiplicity in AI is quite young, and we are excited to see what's next!", 9),
         ]
     
         add_fadein_text(paragraphs)