diff --git a/.github/workflows/release-please.yml b/.github/workflows/release-please.yml
index 5edc533..9bf1f43 100644
--- a/.github/workflows/release-please.yml
+++ b/.github/workflows/release-please.yml
@@ -40,7 +40,11 @@ jobs:
         with:
           name: Slides
           path: |
-            slides/*.pdf
+            slides/Snakemake_HPC_Creators.pdf;
+            slides/Snakemake_HPC_Users.pdf;
+            slides/Snakemake_HPC_User_Creator_Combi.pdf;
+            slides/Snakemake_HPC_Admins.pdf;
+
 
       
   release-please:
diff --git a/config/config_Mainz_NHR.yaml b/config/config_Mainz_NHR.yaml
index e680d1a..66e516d 100644
--- a/config/config_Mainz_NHR.yaml
+++ b/config/config_Mainz_NHR.yaml
@@ -51,10 +51,17 @@ course:
   # to introduce SLURM. It requires different account and partition
   # settings on every cluster.
   hello_world_script: "common/Hello_World_HPC_Mogon_NHR.tex"
+
 cluster:
+  # the cluster name
+  name: "Mogon-NHR"
+  # the cluster distro
+  distro: "Alma-Linux"
   # the cluster account and default partition
   account: "nhr-workflow"
   partition: "smallcpu"
   # the local and remote storage prefixes on this cluster
   remote-job-local-storage-prefix: "/localscratch/$SLURM_JOB_ID"
   local-storage-prefix: "/dev/shm/$USER/snakemake"
+  # display program for SVG files
+  display_program: "display"
diff --git a/images/humor/DALLE_LEGO-scientist-coding.jpg b/images/humor/DALLE_LEGO-scientist-coding.jpg
new file mode 100644
index 0000000..75f51e8
Binary files /dev/null and b/images/humor/DALLE_LEGO-scientist-coding.jpg differ
diff --git a/images/misc/cluster_kit.jpg b/images/misc/cluster_kit.jpg
new file mode 100644
index 0000000..6b4751c
Binary files /dev/null and b/images/misc/cluster_kit.jpg differ
diff --git a/setup_creators/condarc_mogon b/setup_creators/condarc_mogon
index ed22301..f21cdfa 100644
--- a/setup_creators/condarc_mogon
+++ b/setup_creators/condarc_mogon
@@ -4,10 +4,11 @@ channels:
   - conda-forge
   - bioconda
   - defaults
-  - r
 proxy_servers:
   http: http://webproxy.zdv.uni-mainz.de:8888
   #https: https://webproxy.zdv.uni-mainz.de:8888
 ssl_verify: false
 auto_update_conda: false
 always_yes: true # avoid confirmation(s)
+channel_priority: strict
+env_prompt: "($(basename {default_env})) "
diff --git a/setup_creators/tutorial/profile/config.yaml b/setup_creators/tutorial/profile/Dresden_Barnard/config.yaml
similarity index 100%
rename from setup_creators/tutorial/profile/config.yaml
rename to setup_creators/tutorial/profile/Dresden_Barnard/config.yaml
diff --git a/setup_creators/tutorial/profile/Mogon_NHR/config.yaml b/setup_creators/tutorial/profile/Mogon_NHR/config.yaml
new file mode 100644
index 0000000..5735202
--- /dev/null
+++ b/setup_creators/tutorial/profile/Mogon_NHR/config.yaml
@@ -0,0 +1,29 @@
+# Resource configuration for bioinformatics workflow on Mogon NHR
+# 
+# This file defines resource allocations for various bioinformatics tools.
+# Adjust these settings based on your specific dataset characteristics:
+# - Input file sizes
+# - Genome complexity
+# - Coverage depth
+# 
+# Remember to monitor job performance and adjust resources as needed.
+
+default-resources:
+  slurm_partition=small_cpu
+
+set-resources:
+        bwa_map:
+           runtime: 5 # Adjust based on your dataset size. Typical range: 30-120 minutes
+           mem_mb_per_cpu: 1800 # Increase for larger datasets, e.g., 3600 for 30x coverage
+    
+    samtools_sort:
+        runtime: 5 # Adjust based on your dataset size. Typical range: 20-60 minutes
+        mem_mb_per_cpu: 3600 # Sorting requires more memory. Increase for larger datasets
+
+    samtools_index:
+        runtime: 2 # Indexing is usually quick. Adjust if needed for very large files
+        mem_mb_per_cpu: 1800 # Indexing typically requires less memory than sorting
+
+    bcftools_call:
+        runtime: 15 # Variant calling can be time-consuming. Adjust based on genome size and coverage
+        mem_mb_per_cpu: 2400 # Increase for larger genomes or higher coverage datasets
diff --git a/slides/Snakemake_HPC_User_Creator_Combi.tex b/slides/Snakemake_HPC_User_Creator_Combi.tex
index 7cdae4b..63a37c9 100644
--- a/slides/Snakemake_HPC_User_Creator_Combi.tex
+++ b/slides/Snakemake_HPC_User_Creator_Combi.tex
@@ -49,6 +49,9 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \include{common/software_environment}
 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\include{common/HPC_101}
+
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \include{users/Selecting_Workflows}
 
@@ -70,9 +73,6 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \include{common/Plotting_DAGs}
 
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\include{common/HPC_101}
-
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \include{creators/Decorating_the_Workflow}
 
diff --git a/slides/common/HPC_101.tex b/slides/common/HPC_101.tex
index fde9742..1ae7838 100644
--- a/slides/common/HPC_101.tex
+++ b/slides/common/HPC_101.tex
@@ -1,18 +1,20 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \section{How does Clustercomputing work?}
+{   
+	\usebackgroundtemplate{
+		\vbox to \paperheight{\vfil\hbox to \paperwidth{\hfil\includegraphics[height=\paperheight]{misc/cluster_kit}\hfil}\vfil}
+		% source: https://en.m.wikipedia.org/wiki/File:Text-x-python.svg
+	}
+	\frame{
+		\frametitle{Using Code-Studio}
+		\begin{mdframed}[tikzsetting={draw=white,fill=white,fill opacity=0.8,
+				line width=0pt},backgroundcolor=none,leftmargin=0,
+			rightmargin=150,innertopmargin=4pt,roundcorner=10pt]
+			\tableofcontents[currentsection,sections={1-4},hideothersubsections]
+		\end{mdframed}
+	}
+}
 
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\begin{frame}
-    \frametitle{Outline}
-    \begin{columns}[t]
-        \begin{column}{.5\textwidth}
-            \tableofcontents[sections={1-7},currentsection]
-        \end{column}
-        \begin{column}{.5\textwidth}
-            \tableofcontents[sections={8-15},currentsection]
-        \end{column}
-    \end{columns}
-\end{frame}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}
@@ -26,6 +28,7 @@ \section{How does Clustercomputing work?}
    \begin{docs}[Objectives]
    	 \begin{enumerate}
    	 	\item Get a feeling for the SLURM batch system.
+   	 	\item We want to give you an idea of building a workflow with \emph{pure} batch system commands, first.
      \end{enumerate}
    \end{docs}
 \end{frame}
@@ -106,6 +109,31 @@ \subsection*{The \slurm Scheduler}
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
 \input{<++course.hello_world_script++>}
 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
+\begin{frame}[fragile]%
+	\frametitle{Please Imaging \ldots}
+	Now, thing of your analysis workflow: QC, preprocessing, processing, analysis, post-processing and plotting and \ldots \newline
+	\pause
+	All this \emph{can} be achieved with SLURM, too all with bash:
+	\begin{lstlisting}[language=Bash, style=Shell]
+# First, do some pre-processing for the first job.
+...
+# Then, submit a job without dependencies.
+jid1=$(sbatch ... job1.sh)
+# NOTE: ALL 'job*sh' scripts are bash scripts,
+#       with more logic than the "hello world" script.		
+
+# Next, do some more logic as pre-processing for the 
+# follow-up jobs. ...
+# multiple jobs can depend on a single job
+jid2=$(sbatch --dependency=afterany:$jid1 ... job2.sh)
+jid3=$(sbatch --dependency=afterany:$jid1 ... job3.sh)
+	\end{lstlisting}
+    etc. can easily be a few thousand lines for \emph{every} workflow.
+	\vfill
+\end{frame}
+
+
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 
 \begin{frame}
   \frametitle{End of HPC Intro}
diff --git a/slides/common/Plotting_DAGs.tex b/slides/common/Plotting_DAGs.tex
index 8a829ac..f094560 100644
--- a/slides/common/Plotting_DAGs.tex
+++ b/slides/common/Plotting_DAGs.tex
@@ -1,18 +1,19 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \section{Plotting DAGs}
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\begin{frame}
-    \frametitle{Outline}
-    \begin{columns}[t]
-        \begin{column}{.5\textwidth}
-            \tableofcontents[sections={1-7},currentsection]
-        \end{column}
-        \begin{column}{.5\textwidth}
-            \tableofcontents[sections={8-15},currentsection]
-        \end{column}
-    \end{columns}
-\end{frame}
+{   
+	\usebackgroundtemplate{
+		\vbox to \paperheight{\vfil\hbox to \paperwidth{\hfil\includegraphics[height=\paperheight]{example_dags/rulegraph_complex.png}\hfil}\vfil}
+		% source: https://en.m.wikipedia.org/wiki/File:Text-x-python.svg
+	}
+	\frame{
+		\frametitle{Plotting Workflow Graphs}
+		\begin{mdframed}[tikzsetting={draw=white,fill=white,fill opacity=0.8,
+				line width=0pt},backgroundcolor=none,leftmargin=0,
+			rightmargin=150,innertopmargin=4pt,roundcorner=10pt]
+			\tableofcontents[currentsection,sections={1-4},hideothersubsections]
+		\end{mdframed}
+	}
+}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}
diff --git a/slides/common/Sample_Data.tex b/slides/common/Sample_Data.tex
index 4dc0338..db65d48 100644
--- a/slides/common/Sample_Data.tex
+++ b/slides/common/Sample_Data.tex
@@ -76,7 +76,7 @@ \section{Getting your Sample Data}
 	\frametitle{\HandsOn{Obtaining Your Tutorial Sample Data}}
 	Please run the \altverb{get_tutorial.sh} script you just copied:
 	\begin{lstlisting}[language=Bash, style=Shell,basicstyle=\footnotesize]
-		$ bash get_tutorial.sh
+$ bash get_tutorial.sh
 	\end{lstlisting}
 	\begin{task}
 		This script will download and unpack the sample data for this course. Please take a look in this script to understand it. Where are your sample data after running this script?
diff --git a/slides/common/mod_cs_mainz.tex b/slides/common/mod_cs_mainz.tex
index 2cec0e6..0c63dc9 100644
--- a/slides/common/mod_cs_mainz.tex
+++ b/slides/common/mod_cs_mainz.tex
@@ -1,18 +1,20 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \section{Using Code-Studio on \texttt{Mogon-NHR}}
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\begin{frame}
-	\frametitle{Outline}
-	\begin{columns}[t]
-		\begin{column}{.5\textwidth}
-			\tableofcontents[sections={1-9},currentsection]
-		\end{column}
-		\begin{column}{.5\textwidth}
-			\tableofcontents[sections={10-18},currentsection]
-		\end{column}
-	\end{columns}
-\end{frame}
+{   
+	\usebackgroundtemplate{
+		\vbox to \paperheight{\vfil\hbox to \paperwidth{\hfil\includegraphics[height=\paperheight]{humor/DALLE_LEGO-scientist-coding.jpg}\hfil}\vfil}
+		% source: https://en.m.wikipedia.org/wiki/File:Text-x-python.svg
+	}
+	\frame{
+		\frametitle{Using Code-Studio}
+		\begin{mdframed}[tikzsetting={draw=white,fill=white,fill opacity=0.8,
+				line width=0pt},backgroundcolor=none,leftmargin=0,
+			rightmargin=150,innertopmargin=4pt,roundcorner=10pt]
+			\tableofcontents[currentsection,sections={1-4},hideothersubsections]
+		\end{mdframed}
+	}
+    \vspace{12mm}\hfill{\tiny \lhref{https://zenodo.org/records/11147887}{from Ewa Bres \& Christian Bittner}}
+}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}
@@ -77,7 +79,7 @@ \section{Using Code-Studio on \texttt{Mogon-NHR}}
   \begin{itemize}[<+->]
   	\item Navigate to \url{https://mod.hpc.uni-mainz.de} in your browser.
   	\item Select the CodeServer
-  	\item From the drop down menu select your account \verb-<<++cluster.account++>-.
+  	\item From the drop down menu select your account "\verb,<++cluster.account++>,".
   	\item Reserve the job to run for 8 hours.
   	\item Number of Tasks needs to be 1.
   	\item CPUs per Tasks needs to be 1.
diff --git a/slides/creators/Python_in_Snakemake.tex b/slides/creators/Python_in_Snakemake.tex
index e251b31..0f61930 100644
--- a/slides/creators/Python_in_Snakemake.tex
+++ b/slides/creators/Python_in_Snakemake.tex
@@ -363,15 +363,20 @@ \subsection{Running the final Workflow}
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}[fragile]
 	\frametitle{\HandsOn{Executing this Workflow}}
-	Does our Workflow contain errors? We run a debug trial:
-	\begin{lstlisting}[language=Bash, style=Shell]
+	\begin{task}
+		Does our Workflow contain errors? We run a debug trial:
+		\begin{lstlisting}[language=Bash, style=Shell]
 $ snakemake --debug
-	\end{lstlisting}
+		\end{lstlisting}
+	\end{task}
 	\pause
 	Some targets are already present, we want the entire workflow again:
 	\begin{lstlisting}[language=Bash, style=Shell]
 $ snakemake -c4 --forcerun
+$ # or short with
+$ snakemake -c4 -F
 	\end{lstlisting}
+     
 	\begin{question}
 		What do you observe? Why \altverb{-c4}?
 	\end{question}
@@ -380,9 +385,9 @@ \subsection{Running the final Workflow}
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{frame}[fragile]
 	\frametitle{\HandsOn{Visualising the Output}}
-	On <++cluster.name++> the Linux distro is <++cluster.distro++>, which provides the \altverb{display}-program to display simple images. We shall invoke:
+	On <++cluster.name++> the Linux distro is "<++cluster.distro++>", which \newline provides the \altverb{<++cluster.display_program++>}-program to display simple images. We shall invoke:
 	\begin{lstlisting}[language=Bash, style=Shell]
-$ display plots/quals.svg
+$ <++cluster.display_program++> plots/quals.svg
 	\end{lstlisting}
 	The figure has no axis-labels.
 	\begin{question}