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@@ -11,7 +11,7 @@ To be published by MIT Press.
 	<li> Draft PDF Chapters 1,14-19 (coming Jan 2nd, 2023)
 	<li> Jupyter notebooks (coming Spring 2023)
 	<li> Report errata via <a href="https://github.com/udlbook/udlbook/issues">github</a> or contact me directly at udlbookmail@gmail.com
-	<li> Follow me on <a href="https://twitter.com/SimonPrinceAI">Twitter</a> or <a href="https://www.linkedin.com/in/simon-prince-615bb9165/">LinkedIn</a>
+	<li> Follow me on <a href="https://twitter.com/SimonPrinceAI">Twitter</a> or <a href="https://www.linkedin.com/in/simon-prince-615bb9165/">LinkedIn</a> for updates.
 </ul>
 
 <h2>Table of contents</h2>