diff --git a/thesis/bachelor.pdf b/thesis/bachelor.pdf
index 93b7ceb..371799b 100644
Binary files a/thesis/bachelor.pdf and b/thesis/bachelor.pdf differ
diff --git a/thesis/bachelor.tex b/thesis/bachelor.tex
index 5b87a4e..ccec4fa 100644
--- a/thesis/bachelor.tex
+++ b/thesis/bachelor.tex
@@ -20,12 +20,12 @@
 \usepackage[citebordercolor={0.75 0.75 1},
 filebordercolor={0.75 0.75 1},
 linkbordercolor={0.75 0.75 1},
-% pagebordercolor={0.75 0.75 1},
 urlbordercolor={0.75 0.75 1},
 pdfborder={0.75 0.75 1},
 hidelinks,
 plainpages=false,pdfpagelabels=true]{hyperref}
-\hypersetup{%
+
+\hypersetup{
   pdftitle={Data Movement in Heterogeneous Memories with Intel Data Streaming Accelerator},
   pdfauthor={Anatol Constantin Fürst},
   pdfkeywords={intel,dsa,numa,memory,bachelor,thesis},
@@ -66,10 +66,6 @@ plainpages=false,pdfpagelabels=true]{hyperref}
 
 \cleardoublepage
 
-% remove this on final
-\listoftodos
-\cleardoublepage
-
 \listoffigures
 \cleardoublepage
 
diff --git a/thesis/content/00_title.tex b/thesis/content/00_title.tex
index c03666a..b8ee8e9 100644
--- a/thesis/content/00_title.tex
+++ b/thesis/content/00_title.tex
@@ -2,7 +2,7 @@
 
 \begin{singlespace}
 
-    \subject{{\LARGE Diplomarbeit}}
+    \subject{{\LARGE Bachelorarbeit}}
 
     \title{Data Movement in Heterogeneous Memories with Intel Data Streaming Accelerator}
 
diff --git a/thesis/content/02_abstract.tex b/thesis/content/02_abstract.tex
index 356d8d7..7eafcc9 100644
--- a/thesis/content/02_abstract.tex
+++ b/thesis/content/02_abstract.tex
@@ -10,8 +10,6 @@
 
 \ldots abstract \ldots
 
-\todo{write abstract}
-
 %%% Local Variables:
 %%% TeX-master: "diplom"
 %%% End:
diff --git a/thesis/content/10_introduction.tex b/thesis/content/10_introduction.tex
index 71d0cfd..bdb8821 100644
--- a/thesis/content/10_introduction.tex
+++ b/thesis/content/10_introduction.tex
@@ -12,80 +12,25 @@
 % den Rest der Arbeit. Meist braucht man mindestens 4 Seiten dafür, mehr
 % als 10 Seiten liest keiner.
 
-\todo{adopt title page}
+\section{Introduction to Querry driven Prefetching}
 
-\todo{adopt disclaimer}
+\begin{itemize}
+    \item
+\end{itemize}
 
-\todo{write introduction}
+\section{Introduction to Intel Data Streaming Accelerator}
 
-\section{A Section}
+\begin{itemize}
+    \item
+\end{itemize}
 
-Referencing other chapters: \ref{sec:state} \ref{sec:design}
-\ref{sec:implementation} \ref{sec:evaluation} \ref{sec:futurework}
-\ref{sec:conclusion}
-
-\begin{table}[htp]
-    \centering
-    \begin{tabular}{lrr}
-        \textbf{Name}      & \textbf{Y} & \textbf{Z}         \\
-        \hline
-        \textit{Foo}       & 20,614     & \SI{23}{\percent}  \\
-        \textit{Bar}       & 9,914      & \SI{11}{\percent}  \\
-        \textit{Foo + Bar} & 30,528     & \SI{34}{\percent}  \\
-        \hline
-        \textit{total}     & 88,215     & \SI{100}{\percent} \\
-
-    \end{tabular}
-    \caption[Some interesting numbers]{Various very important looking numbers and sums.}
-    \label{tab:numbers}
-\end{table}
-
-More text referencing Table~\ref{tab:numbers}.
-
-\section{Another Section}
-
-\begin{figure}[tbp]
-    \centering
-    \includegraphics[width=0.8\textwidth]{images/squirrel}
-    \caption[Short description]{A long description of this squirrel figure.
-    Image taken from
-    \url{http://commons.wikimedia.org/wiki/File:Sciurus-vulgaris_hernandeangelis_stockholm_2008-06-04.jpg}}
-    \label{fig:squirrel}
-\end{figure}
-
-Citing \cite{bellard2005qfa} other documents \cite{bellard2005qfa, boileau06}
-and Figure~\ref{fig:squirrel}.
-
-Something with umlauts and a year/month date:
-\cite{becher04:_feurig_hacken_mit_firew}.
-
-And some online resources: \cite{green04}, \cite{patent:4819234}
-
-
-\section{Yet Another Section}
-
-\todo{add content}
-
-\begin{figure}[tbp]
-    \missingfigure{Come up with a mindblowing figure.}
-    \caption{A mindblowing figure}
-    \label{fig:todo}
-\end{figure}
-
-\section{Test commands}
-
-\drops \LLinux \NOVA \QEMU
-\texttt{memcpy}
-A sentence about BASIC. And a correctly formatted one about ECC\@.
-
-\section{Test Special Chars}
-Before you start writing your thesis please make sure that your build setup
-compiles the following special chars correctly into the PDF!
-If for example ß is printed as 'SS' then you should fix this!
-There are a few hints in the repository in \mbox{\texttt{preamble/packages.txt}}.
-
-ö ä ü Ö Ä Ü ß < >
+\section{Goal Definition}
 
+\begin{itemize}
+    \item use DSA to offload asynchronous prefetching tasks
+    \item effect is lower cpu utilization for copy
+    \item this allows to focus on actual pipeline execution
+\end{itemize}
 
 \cleardoublepage
 
diff --git a/thesis/content/20_state.tex b/thesis/content/20_state.tex
index f17c149..0f2ec0b 100644
--- a/thesis/content/20_state.tex
+++ b/thesis/content/20_state.tex
@@ -80,7 +80,7 @@ Given the file permissions, it would now be possible for a process to submit wor
     \item cache control flag in descriptor controls whether writes are directed to cache or to memory \cite[31]{intel:dsaspec} effects on copy from DRAM > HBM unknown
 \end{itemize}
 
-\section{HW/SW Setup}
+\section{Setup and Configuration}
 
 Give the reader the tools to replicate the setup.
 Also explain why the BIOS-configs are required.
@@ -94,13 +94,21 @@ Setup Requirements:
     \item kernel option "intel\_iommu=on,sm\_on"
 \end{itemize}
 
-\section{Microbenchmarks}
+\section{Programming Interface}
 
-\todo{provide microbenchmarks with multiple configurations and for many use cases}
+\begin{itemize}
+    \item choice is intel data mover library
+    \item two concepts, state-based for c-api and operation-based c++
+    \item just explain the basics (no code) and refer to dml documentation
+\end{itemize}
 
-\section{Evaluation}
+\section{Microbenchmarks}
 
-\todo{evaluate the benchmarks and conclude with projected use cases - may use the cases from dsaspec/guide}
+\begin{itemize}
+    \item submit cost analysis: best method and for a subset the point at which submit cost < time savings
+    \item effect of mt-submit, low because \gls{dsa:swq} implicitly synchronized, bandwidth is shared
+    \item copy strategy and performance analysis from ddr to HBM
+\end{itemize}
 
 \cleardoublepage
 
diff --git a/thesis/content/30_design.tex b/thesis/content/30_design.tex
index 4c79e3d..ee300d0 100644
--- a/thesis/content/30_design.tex
+++ b/thesis/content/30_design.tex
@@ -18,18 +18,27 @@
 % wohl mindestens 8 Seiten haben, mehr als 20 können ein Hinweis darauf
 % sein, daß das Abstraktionsniveau verfehlt wurde.
 
-\section{Introduction VAMPIR}
+
+\section{Detailed Task Description}
+
+\begin{itemize}
+    \item give slightly more detailed task Description
+    \item perspective of "what problems have to be solved"
+    \item not "what is querry driven prefetching"
+\end{itemize}
+
+\section{Applicability of Accelerator}
 
 \begin{itemize}
-    \item Hardware Overview with CPU/RAM/HBM/NUMA-Nodes in Graph
-    \item Overview of Software with querry-pipeline
+    \item back-reference to the Microbenchmarks and conclusion on possible gains
+    \item explain chosen configuration and libraries for the situation
 \end{itemize}
 
-\section{Analysis of Applicability of DSA}
+\section{Design Choices}
 
 \begin{itemize}
-    \item Benchmark the amount of time spent on memory operations in VAMPIR
-    \item Back-reference to the Microbenchmarks and conclusion on possible gains
+    \item explain the design choices made to solve the problems
+    \item this should go into theoretical details - no code
 \end{itemize}
 
 \cleardoublepage
diff --git a/thesis/content/40_implementation.tex b/thesis/content/40_implementation.tex
index 01c5eb7..075ee44 100644
--- a/thesis/content/40_implementation.tex
+++ b/thesis/content/40_implementation.tex
@@ -22,8 +22,6 @@
 
 \ldots implementation \ldots
 
-\todo{write implementation}
-
 \cleardoublepage
 
 %%% Local Variables:
diff --git a/thesis/content/50_evaluation.tex b/thesis/content/50_evaluation.tex
index 28f6fdc..6f34dec 100644
--- a/thesis/content/50_evaluation.tex
+++ b/thesis/content/50_evaluation.tex
@@ -12,8 +12,6 @@
 
 \ldots evaluation \ldots
 
-\todo{write evaluation}
-
 \cleardoublepage
 
 %%% Local Variables:
diff --git a/thesis/content/60_futurework.tex b/thesis/content/60_futurework.tex
index 2885533..67bc7a8 100644
--- a/thesis/content/60_futurework.tex
+++ b/thesis/content/60_futurework.tex
@@ -3,8 +3,6 @@
 
 \ldots future work \ldots
 
-\todo{write future work}
-
 \cleardoublepage
 
 %%% Local Variables:
diff --git a/thesis/content/70_conclusion.tex b/thesis/content/70_conclusion.tex
index 4535b08..a265785 100644
--- a/thesis/content/70_conclusion.tex
+++ b/thesis/content/70_conclusion.tex
@@ -18,8 +18,6 @@
 
 \ldots conclusion \ldots
 
-\todo{write conclusion}
-
 \cleardoublepage
 
 %%% Local Variables:
diff --git a/thesis/images/bachelor-aufgabe.pdf b/thesis/images/bachelor-aufgabe.pdf
index e4a65d2..bb45c98 100644
Binary files a/thesis/images/bachelor-aufgabe.pdf and b/thesis/images/bachelor-aufgabe.pdf differ
diff --git a/thesis/images/squirrel.jpg b/thesis/images/squirrel.jpg
deleted file mode 100644
index f2d32e7..0000000
Binary files a/thesis/images/squirrel.jpg and /dev/null differ