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index 1389562..6a7a53d 100644
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diff --git a/images/gemv_interleaved.svg b/images/gemv_interleaved.svg
index 7297c29..dfa2470 100644
--- a/images/gemv_interleaved.svg
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diff --git a/main.tex b/main.tex
index a14a069..87c7008 100644
--- a/main.tex
+++ b/main.tex
@@ -121,7 +121,9 @@
     \visible<6>{\begin{block}{Remark}The nearer the computation is to the memory cells, the higher the achievable bandwidth!\end{block}}
 \end{frame}
 
-\begin{frame}{Samsung's HBM-PIM/FIMDRAM\autocite{lee2021}}
+\section{Samsung HBM-PIM/FIMDRAM}
+
+\begin{frame}{Samsung HBM-PIM/FIMDRAM\autocite{lee2021}}
     \begin{itemize}
         \item Real-world PIM implementation based on HBM2
         \item PIM units embedded at the bank level
@@ -131,6 +133,100 @@
     \end{figure}
 \end{frame}
 
+\begin{frame}{Samsung HBM-PIM/FIMDRAM\autocite{lee2021}}
+    \begin{columns}
+        \begin{column}{0.4\textwidth}
+            Processing units:
+            \begin{itemize}
+                \item Two 16-wide 16-bit FPUs
+                \item Register files and control unit
+            \end{itemize}
+            Instructions:
+            \begin{itemize}
+                \item Control: NOP, JUMP, EXIT
+                \item Data: MOV (ReLU), FILL
+                \item Arithmetic: ADD, MUL, MAC, MAD
+            \end{itemize}
+        \end{column}
+        \begin{column}{0.6\textwidth}
+            \begin{figure}
+                \includesvg[width=\textwidth]{images/pu}
+            \end{figure}
+        \end{column}
+    \end{columns}
+\end{frame}
+
+\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}
+
+\begin{frame}{HBM-PIM/FIMDRAM}
+    \begin{huge}
+        How fast is it?
+    \end{huge}\\
+
+    Research should ...
+    \begin{itemize}
+        \item ... conduct simulations to explore \alert{performance gains}
+        \item ... consider also the programmability to identify \alert{challenges}
+    \end{itemize}
+\end{frame}
+
+\section{Virtual Prototype}
+
+\begin{frame}{Virtual Prototype}
+    \begin{itemize}
+        \item Coupling of gem5 and DRAMSys
+        \item Implementation of HBM-PIM in DRAM model
+    \end{itemize}
+
+    \begin{figure}
+        \includesvg[width=0.8\textwidth]{images/dramsys.svg}
+    \end{figure}
+\end{frame}
+
+\begin{frame}{Software Library}
+    Software support library
+    \begin{columns}
+        \begin{column}{0.5\textwidth}
+            \begin{itemize}
+                \item Initialization
+                      \begin{itemize}
+                          \item Assembly and loading of microkernel
+                      \end{itemize}
+                \item Execution
+                      \begin{itemize}
+                          \item Generation of RD and WR requests
+                          \item Insetion of memory barriers
+                      \end{itemize}
+            \end{itemize}
+        \end{column}
+
+        \begin{column}{0.5\textwidth}
+            \begin{figure}
+                \includesvg[width=0.8\textwidth]{images/data_structures.svg}
+            \end{figure}
+        \end{column}
+    \end{columns}
+\end{frame}
+
+\begin{frame}[fragile]{Example: GEMV Kernel}
+\end{frame}
+
 \begin{frame}
     \frametitle{Outline}
     \tableofcontents
diff --git a/monitor.sh b/monitor.sh
index 4098793..93fef86 100755
--- a/monitor.sh
+++ b/monitor.sh
@@ -1,2 +1,2 @@
 #!/bin/bash
-latexmk -lualatex -latexoption=-halt-on-error -shell-escape -pvc -quiet -output-directory=build main.tex
+latexmk -lualatex -latexoption=-halt-on-error -shell-escape -pvc -quiet main.tex