diff --git a/presentation/mainmatter/vimp-prediction.tex b/presentation/mainmatter/vimp-prediction.tex
index 28686db7ace70aca598d6c42360d70ba97345003..c9c07bf5d3aa7ea38d228e83f6e584cbd392abd6 100644
--- a/presentation/mainmatter/vimp-prediction.tex
+++ b/presentation/mainmatter/vimp-prediction.tex
@@ -16,7 +16,7 @@
     \hspace{1em}
     \begin{column}{0.6\linewidth}
       \begin{center}
-        Electronic structure learning
+        Smart \enquote{initial guess}
 
         for fast SCF convergence
       \end{center}
@@ -90,6 +90,8 @@
   \end{columns}
 \end{frame}
 
+
+
 % Slide Jacobi-Legendre framework
 \begin{frame}[plain,c]
   \frametitle{The Jacobi-Legendre framework\footcite{dominaJacobiLegendreFrameworkMachine2024}}
@@ -116,6 +118,51 @@
   \vspace*{0em}
 \end{frame}
 
+
+
+% Slide KKR potential
+\begin{frame}[plain,c]
+  \frametitle{KKR potential conversion}
+  \framesubtitle{from Voronoi decomposition to Cartesian grid}
+  \vspace*{0em}
+  \begin{columns}[c]
+    \begin{column}{0.25\linewidth}
+      \begin{center}
+      \includegraphics[width=0.9\linewidth]{../resources-local/kkr-potential/voronoi-cell-with-rws-rmt.pdf}%
+      \vspace*{0.0em}
+
+      Space-filling Voronoi decomposition
+      \end{center}
+    \end{column}
+    \begin{column}{0.4\linewidth}
+      \begin{center}
+      \includegraphics[width=0.9\linewidth]{../resources-local/kkr-potential/radial-mesh-example-bcc-Fe.pdf}%
+      \vspace*{0.0em}
+
+      Convolution with non-trivial shape functions \(\Theta({\vec{r}})\) outside
+      MT sphere\footcite{stefanouEfficientNumericalMethod1990}
+      \end{center}
+    \end{column}
+    \vrule{}                    % vertical separator line
+    \hspace*{1em}
+    \begin{column}{0.32\linewidth}
+      \vspace*{0em}
+      \textbf{Conversion}\vspace*{2em}
+
+      Full potential convolution with shape functions\vspace*{1em}
+
+
+      \(V_{L L'}(r) = \sum_{L''} C_{L L' L''} V_{L''}(r)\)\vspace*{2em}
+
+      Conversion to real-space grid\vspace*{1em}
+
+      \(V(\vec{r}) = \sum_L V_L(r) Y_L(\theta, \phi)\)
+
+    \end{column}
+  \end{columns}
+  \vspace*{0em}
+\end{frame}
+
 %%% Local Variables:
 %%% mode: latex
 %%% TeX-master: "../presentation"
diff --git a/resources-local/kkr-potential/radial-mesh-example-bcc-Fe.pdf b/resources-local/kkr-potential/radial-mesh-example-bcc-Fe.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..745782ef0f066ab54e3f8e82ba0745c781b42ae0
--- /dev/null
+++ b/resources-local/kkr-potential/radial-mesh-example-bcc-Fe.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1887238b04d4cdc9804fc41fca5fea40b8f5590abbd74bc3e30fbaaf7ffaacad
+size 237859
diff --git a/resources-local/kkr-potential/voronoi-cell-with-rws-rmt.pdf b/resources-local/kkr-potential/voronoi-cell-with-rws-rmt.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..29dab7ca475d89f290108b87faf7d67f5135b13b
--- /dev/null
+++ b/resources-local/kkr-potential/voronoi-cell-with-rws-rmt.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5a9ea584abe345082d0ff5d328d166be099e618401770db8abbec52b6f370be
+size 2970