diff --git a/kernel.s b/kernel.s
index 473805d..2864efd 100644
--- a/kernel.s
+++ b/kernel.s
@@ -1,12 +1,12 @@
-MOV GRF_A #0, BANK
-MOV GRF_A #1, BANK
-MOV GRF_A #2, BANK
-MOV GRF_A #3, BANK
-MOV GRF_A #4, BANK
-MOV GRF_A #5, BANK
-MOV GRF_A #6, BANK
-MOV GRF_A #7, BANK
-MAC(AAM) GRF_B, BANK, GRF_A
-JUMP -1, 7
-FILL BANK, GRF_B #0
-EXIT
+    MOV GRF_A #0, BANK
+    MOV GRF_A #1, BANK
+    MOV GRF_A #2, BANK
+    MOV GRF_A #3, BANK
+    MOV GRF_A #4, BANK
+    MOV GRF_A #5, BANK
+    MOV GRF_A #6, BANK
+    MOV GRF_A #7, BANK
+    MAC(AAM) GRF_B, BANK, GRF_A
+    JUMP -1, 7
+    FILL BANK, GRF_B #0
+    EXIT
diff --git a/main.pdf b/main.pdf
index 38b44bb..8ea7e7c 100644
Binary files a/main.pdf and b/main.pdf differ
diff --git a/main.tex b/main.tex
index df7180c..f146e6e 100644
--- a/main.tex
+++ b/main.tex
@@ -2,6 +2,8 @@
 % \setbeameroption{show notes on second screen=right}
 \usetheme{UniWue}
 
+\usepackage{appendixnumberbeamer}
+
 \usepackage[style=verbose-ibid]{biblatex}
 \usepackage{datetime}
 \usepackage{tabularray}
@@ -48,7 +50,7 @@
 
 \frame{\titlepage}
 
-\section{Introduction}
+% \section{Introduction}
 
 \begin{frame}{Energy Demand of Applications}
     Total compute energy approaches world’s energy production\autocite{src2021}
@@ -78,7 +80,7 @@
     \item (drastically more parameters in GPT-3, operational intensity goes down)
 }
 
-\section{Processing-in-Memory}
+% \section{Processing-in-Memory}
 
 \begin{frame}{Workloads for PIM}
     Fully connected neural network layers:
@@ -155,7 +157,7 @@
     \item I/O region of memory - limited by memory bus
 }
 
-\section{Samsung HBM-PIM/FIMDRAM}
+% \section{Samsung HBM-PIM/FIMDRAM}
 
 \begin{frame}{Samsung HBM-PIM/FIMDRAM\autocite{lee2021}}
     \begin{itemize}
@@ -204,31 +206,6 @@
     \item Control units executes one instruction when RD or WR command is issued
 }
 
-\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation}
-    \begin{figure}
-        \only<1>{\includesvg[width=0.8\textwidth]{images/gemv_normal}}
-        \only<2>{\includesvg[width=0.9\textwidth]{images/gemv_interleaved}}
-    \end{figure}
-\end{frame}
-
-\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation\autocite{kang2022}}
-    \begin{figure}
-        \only<1>{\includesvg[width=0.55\textwidth]{images/gemv.svg}}
-        \only<2>{\includesvg[width=0.55\textwidth]{images/gemv_0.svg}}
-        \only<3>{\includesvg[width=0.55\textwidth]{images/gemv_1.svg}}
-        \only<4>{\includesvg[width=0.55\textwidth]{images/gemv_2.svg}}
-        \only<5>{\includesvg[width=0.55\textwidth]{images/gemv_3.svg}}
-        \only<6>{\includesvg[width=0.55\textwidth]{images/gemv_4.svg}}
-    \end{figure}
-\end{frame}
-
-\note[itemize]{
-    \item Procedure of GEMV operation
-    \item multiple cycles
-    \item each PIM unit operatates on one matrix row
-    \item partial sum, reduced by host
-}
-
 \begin{frame}{HBM-PIM/FIMDRAM}
     \begin{huge}
         How fast is it?
@@ -241,7 +218,7 @@
     \end{itemize}
 \end{frame}
 
-\section{Virtual Prototype}
+% \section{Virtual Prototype}
 
 \begin{frame}{Virtual Prototype}
     \begin{itemize}
@@ -267,6 +244,7 @@
                 \item Initialization
                       \begin{itemize}
                           \item Assembly and loading of microkernel
+                          \item Arrange input data in special memory layout
                       \end{itemize}
                 \item Execution
                       \begin{itemize}
@@ -329,7 +307,7 @@
     \item bare metal offers most control
 }
 
-\section{Simulations}
+% \section{Simulations}
 
 \begin{frame}{Microbenchmarks}
     \begin{columns}
@@ -467,11 +445,38 @@
 
 \section{Thank you for your attention!}
 
-\begin{frame}
-    \frametitle{Outline}
-    \tableofcontents
+% \begin{frame}
+%     \frametitle{Outline}
+%     \tableofcontents
+% \end{frame}
+
+\appendix
+
+\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation}
+    \begin{figure}
+        \only<1>{\includesvg[width=0.8\textwidth]{images/gemv_normal}}
+        \only<2>{\includesvg[width=0.9\textwidth]{images/gemv_interleaved}}
+    \end{figure}
 \end{frame}
 
+\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation\autocite{kang2022}}
+    \begin{figure}
+        \only<1>{\includesvg[width=0.55\textwidth]{images/gemv.svg}}
+        \only<2>{\includesvg[width=0.55\textwidth]{images/gemv_0.svg}}
+        \only<3>{\includesvg[width=0.55\textwidth]{images/gemv_1.svg}}
+        \only<4>{\includesvg[width=0.55\textwidth]{images/gemv_2.svg}}
+        \only<5>{\includesvg[width=0.55\textwidth]{images/gemv_3.svg}}
+        \only<6>{\includesvg[width=0.55\textwidth]{images/gemv_4.svg}}
+    \end{figure}
+\end{frame}
+
+\note[itemize]{
+    \item Procedure of GEMV operation
+    \item multiple cycles
+    \item each PIM unit operatates on one matrix row
+    \item partial sum, reduced by host
+}
+
 \begin{frame}{Memory Layout}
     \begin{figure}
         \includesvg[width=\textwidth]{images/complete_layout.svg}