diff --git a/README.md b/README.md
index e08042e..571b294 100644
--- a/README.md
+++ b/README.md
@@ -5,14 +5,51 @@ Welcome to kleEpistasis. A tool for performing 3-way genetic interaction analysi
 
 Contact: stefan.kleeberger@gmail.com (Stefan Kleeberger, Programmer), bmm@psych.mpg.de (Prof. Dr. Bertram Mueller-Myhsok, Supervisor) Max Planck Institute of Psychiatry, Munich, 2015
 		
-In order to perform brute-force statistical 3-way interaction tests on SNP data, you will have to provide your data in PLINK binary format and a Phenotype in PLINK alternate phenotype format. Please see "http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#bed" and "http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#pheno" for more information regarding file formats.
+## Still in developement!
 
+This tool recently reached the status of BETA. The core functionality is hereby given. If there is any interest in using this tool, I will continue adding features to it. If you are interested in working with this tool and need assistence, please leave me a note (email above).
 
+## compilation & needed thechnologies
 
-Flags:
+- You will have to have at least a CUDA 2.0 capable device (if not 3.5 you need to change the Makefile from sm_35 to sm_20)
+- ... the complete CUDA toolkit installed
+- You need (at the moment) a greater amount of memory (for 5k SNPs & 1k Individuals, we needed ~ 20 GB)
+- At least 8 cores
+- Candidate SNPs or at least pre-selected SNPs. Genome-wide won't be feasable... yet.
+- make changes in the _Makefile_
+- make changes in the helperzz/build.sh file
+- located in the kleEpistasis directory, you can either run
+`make`
+or, 
+`./helperzz/build.sh`
+which is as small script I wrote to create the needed filesystem structure and compile using multiple threads simultaniously
+- The resulting binary will be located in bin/kleEpistasis
 
+## Changes you may have do need in the _Makefile_
 
-REQUIRED
+Please cusomize your Makefile as you need. You may want to change
+(friendly reminder: in sh shells there must not be any whitespace between VARIABLE=VALUE)
+
+
+- the location of your cuda compiler nvcc (line 5)
+- change the compute capability according to your device (e.g. m_35 to sm_20, line 5)
+- the location of your cuda library (line 6)
+- add debugging flags "-g -G" to OPT (line 7) 
+- and anything you want to change, as long as you know what you are doing.
+
+## How should my data look like?
+In order to perform brute-force statistical 3-way interaction tests on SNP data, you will have to provide your data in PLINK binary format and a Phenotype in PLINK alternate phenotype format. Please see 
+
+- "http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#bed"
+
+and
+
+- "http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#pheno"
+for more information regarding file formats.
+
+
+## Flags:
+### REQUIRED
 
 '-path [path]' Absolute or relative path to plink files in binary format (.bed .bim .fam) !>> without <<! file extention
 
@@ -29,7 +66,7 @@ REQUIRED
 '-alphaPercent ]0.0;50.0[' \t Significance level for two-sided test. Allowed values: ]0.0;50.0[
 
 
-OPTIONAL
+### OPTIONAL
 
 '-pheno [0,1,...]' \t If your Phenotype file contains multiple phenotypes, you can use this flag to specify which phenotype should be used.
 If you skip the '-pheno' flag, the first phenotype will be used (equivalent to '-pheno 0').
@@ -53,21 +90,25 @@ We used an Intel(R) Xeon(R) CPU E5-2630 v3 @ 2.40GHz combined with a NVIDIA Tesl
 This programm will altogether create n+2 threads with n as the number passed via the '-threads' flag.
 
 
-Memory:
+## General
+
+### Memory:
 Doing a run on 5k SNPs and 1k Individuals, you need at least 20GB of RAM
 Execution time:
 We were able to perform a run on 5k SNPs and 1k Individuals, on an Intel(R) Xeon(R) CPU E5-2630 v3 @ 2.40GHz combined with a NVIDIA Tesla K40 in approx. " 2 hours"
 
 
-Result file:
+### Result file:
 The file containing the results has 4 columns: 
 Positio_ SNP1,Positio_ SNP2,Position_SNP3,Calculated_Value
 and as many rows as significant results have been found.
 
 
-Example calls:
+### Example calls:
+
 For performing a runtime test:
 ./bin/kleEpistasis -path /home/testuser/testdata/plink -pathPheno /home/testuser/testdata/pheno.txt -outPath /home/testuser/results/testDataRes.csv -device 0 -blockSize 4 -threads 8 -alphaPercent 5 -testBlockSize 1
+
 For performing a complete run:
 ./bin/kleEpistasis -path /home/testuser/testdata/plink -pathPheno /home/testuser/testdata/pheno.txt -outPath /home/testuser/results/testDataRes.csv -device 0 -blockSize 4 -threads 8 -alphaPercent 5