diff --git a/unil_2024/Sections/4-Tentations.tex b/unil_2024/Sections/4-Tentations.tex
index 51af4256e103166edeb87a9b8dd6a0ad70595bd5..ab7958f136166f7a1e30cb59fda19eb9a7c1948a 100644
--- a/unil_2024/Sections/4-Tentations.tex
+++ b/unil_2024/Sections/4-Tentations.tex
@@ -385,5 +385,5 @@ plt.show()
     \end{block}
 \end{frame}
 
-\note{Yes I am biased against because I think these tools are bad. Not just bad as in effective to do our job, but also bad in any other terms. They will not help for the freedom of people, not help to make our jobs easier, etc. They will help large compaies and billionaires to exert control over hjumanity.}
+\note{Yes I am biased against because I think these tools are bad. Not just bad as in effective to do our job, but also bad in any other terms. They will not help for the freedom of people, not help to make our jobs easier, etc. They will help large compaies and billionaires to exert control over humanity.}
 
diff --git a/unil_2024/Sections/5-Futur.tex b/unil_2024/Sections/5-Futur.tex
index 8b1dfae7b0a8ada98c0dcce716410414bc93c58f..d2c07bd47f824101913993cccf1b528eba00eedf 100644
--- a/unil_2024/Sections/5-Futur.tex
+++ b/unil_2024/Sections/5-Futur.tex
@@ -31,3 +31,9 @@
     
     \vspace{10pt}
 \end{frame}
+
+\subsection{Conclusion}
+\begin{frame}[fragile]
+	\hspace{70pt}
+	\includegraphics[width=9cm]{chatgpt_knows}
+\end{frame}
\ No newline at end of file