diff --git a/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex b/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
index 344b7db..dc610f8 100644
--- a/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
+++ b/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
@@ -99,6 +99,7 @@
 \begin{frame}{Advantages of Radio Interferometry}
 	\begin{columns}
 		\begin{column}{0.53\textwidth}
+			Interferometric Radio Observables:
 			\begin{itemize}
 				\item<1-> Shower axis reconstruction%\; Relevant for $\nu$s pointing back to sources
 					\vspace*{2em}
@@ -110,17 +111,15 @@
 		\end{column}
 		\begin{column}{0.47\textwidth}
 			\begin{figure}
-				\includegraphics<1,2>[width=\textwidth]{2006.10348/fig01.png}
-				\includegraphics<3>[width=\textwidth]{2006.10348/fig03_b.png}
-				%\includegraphics<2>[width=\textwidth]{1607.08781/fig02b_longitudinal_shower_profile.png}
-				\only<1,2>{\caption[caption]{
+				\includegraphics[width=\textwidth]{2006.10348/fig01.png}
+				\caption[caption]{
 					\centering
 					\tiny{
 %					From: \cite{Schoorlemmer:2020low}
 					orange dot: true shower axis;\hspace{\textwidth}
 					blue dot: maximum in map
 					}
-					}}
+					}
 			\end{figure}
 		\end{column}
 	\end{columns}
@@ -134,10 +133,10 @@
 	\begin{columns}
 		\begin{column}{0.4\textwidth}
 			\begin{figure}
-				\includegraphics<1>[width=\textwidth]{radio_interferometry/rit_schematic_base.pdf}
-				\includegraphics<2>[width=\textwidth]{radio_interferometry/rit_schematic_far.pdf}
-				\includegraphics<3>[width=\textwidth]{radio_interferometry/rit_schematic_close.pdf}
-				\includegraphics<4>[width=\textwidth]{radio_interferometry/rit_schematic_true.pdf}
+				\includegraphics<1>[width=\textwidth]{radio_interferometry/rit_schematic_base.pdf}%
+				\includegraphics<2>[width=\textwidth]{radio_interferometry/rit_schematic_far.pdf}%
+				\includegraphics<3>[width=\textwidth]{radio_interferometry/rit_schematic_close.pdf}%
+				\includegraphics<4>[width=\textwidth]{radio_interferometry/rit_schematic_true.pdf}%
 			\end{figure}
 		\end{column}
 		\begin{column}{0.6\textwidth}
@@ -146,15 +145,13 @@
 				\item<1-> Measure signal $S_i(t)$ at antenna $\vec{a_i}$
 
 				\item<2-> Calculate light travel time \\[5pt]
-					$\Delta_i(\vec{x}) = \frac{ \left| \vec{x} - \vec{a_i} \right| }{c} n_{eff}$
+					\quad $\Delta_i(\vec{x}) = \frac{ \left| \vec{x} - \vec{a_i} \right| }{c} n_{eff}$
 
 				\item<2-> Sum waveforms accounting \\
 					for time delay \\[5pt]
-					$S(\vec{x}, t) = \sum S_i( t + \Delta_i(\vec{x}) )$
+					\quad $S(\vec{x}, t) = \sum S_i( t + \Delta_i(\vec{x}) )$
 			\end{itemize}
-
 			\vspace*{\fill}
-
 			\begin{figure}% Spatially
 				\includegraphics<1>[width=0.8\textwidth]{radio_interferometry/single_trace.png}%
 				\includegraphics<2>[width=0.8\textwidth]{radio_interferometry/trace_overlap_bad.png}%
@@ -260,7 +257,6 @@
 			\end{figure}
 		\end{column}
 	\end{columns}
-
 \end{frame}