diff --git a/.gitignore b/.gitignore
index 751f7905487787258192acb64ce31b29ce81e959..eb2abe7cb7babeca790e3ec28744912c41eca85d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,7 +7,7 @@ GUI/.project
 GUI/.settings
 GUI/out
 GUI/.idea
-GUI/gui.iml
+GUI/GUI.iml
 #Latex generated files
 *.log
 *.out
@@ -16,4 +16,7 @@ GUI/gui.iml
 *.tox
 *.toc
 *.dvi
-
+*.bbl
+*.blg
+*.nav
+*.snm
diff --git a/AI/src/mcts/MCTS_SETTINGS.hpp b/AI/src/mcts/MCTS_SETTINGS.hpp
new file mode 100644
index 0000000000000000000000000000000000000000..597aa83dafe089833f0f2e7f6c1318c0fe4edf96
--- /dev/null
+++ b/AI/src/mcts/MCTS_SETTINGS.hpp
@@ -0,0 +1,8 @@
+#ifndef __MCTS_SETTINGS_HPP__
+#define __MCTS_SETTINGS_HPP__
+// Allocated memory for the mcts. If not enough the program may crash
+#define MCTS_ALLOCATOR_SIZE 1000000U
+// Reflection time for every turn of the mcts (in ms)
+#define MCTS_TURN_TIME 5000
+
+#endif
diff --git a/AI/src/mcts/allocator.hpp b/AI/src/mcts/allocator.hpp
index 73e64d86542929d420909ad188d81c2ef0c48101..628912ed2d3e3ec726f617bdcdba2e11639ce32f 100644
--- a/AI/src/mcts/allocator.hpp
+++ b/AI/src/mcts/allocator.hpp
@@ -2,6 +2,7 @@
 #define __ALLOCATOR_HPP__
 
 #include "node.hpp"
+#include "MCTS_SETTINGS.hpp"
 
 namespace mcts
 {
@@ -15,7 +16,7 @@ namespace mcts
     void copy(node* n1, node* n2, unsigned int prunning = 0);
 
   public:
-    allocator(unsigned int size = 40000000U);
+    allocator(unsigned int size = MCTS_ALLOCATOR_SIZE);
     ~allocator();
     node* allocate(unsigned int size);
     void clear();
diff --git a/AI/src/mcts/test_mcts_two_players.hpp b/AI/src/mcts/test_mcts_two_players.hpp
index 11b345f2ff10040bf79bfd55e9a259168b6538d5..faaf0b373dde8b3daa1182a1c604a22d09bdb67b 100644
--- a/AI/src/mcts/test_mcts_two_players.hpp
+++ b/AI/src/mcts/test_mcts_two_players.hpp
@@ -3,6 +3,7 @@
 
 #include "openings.hpp"
 #include "mcts_two_players.hpp"
+#include "MCTS_SETTINGS.hpp"
 #include <string>
 #include <iostream>
 #include <map>
@@ -21,10 +22,10 @@ namespace mcts
     void self_play(Game g);
     void self_play(Game g, int n, bool with_openings = false);
     void self_play_learn_openings(Game g, int n);
-    void test_openings(Game g, int nb_learning, int nb_testing); 
+    void test_openings(Game g, int nb_learning, int nb_testing);
     int select_move(Game& game);
   public:
-    test_mcts_two_players(const Game& g);    
+    test_mcts_two_players(const Game& g);
   };
 
   template <typename Game>
@@ -69,7 +70,7 @@ namespace mcts
   void test_mcts_two_players<Game>::play(Game g)
   {
     //    ProfilerStart("theturk.prof");
-    auto the_turk = make_mcts_two_players(g, 5000, 0.4, 8);
+    auto the_turk = make_mcts_two_players(g, MCTS_TURN_TIME, 0.4, 8);
     std::cout << "play one game" << std::endl;
     std::cout << "who's first? (h)uman/(c)omputer ";
     std::string ans;
@@ -155,7 +156,7 @@ namespace mcts
         g.set_state(state);
         openings_.update(g, moves, v);
 	g.set_state(state);
-	for (std::uint16_t m : moves) 
+	for (std::uint16_t m : moves)
 	  {
 	    g.play(m);
 	    v = -v;
@@ -174,10 +175,10 @@ namespace mcts
       }
     std::cout << "number of learning examples: " << learning_examples.size() << std::endl;
     std::ofstream output("learning_examples.txt");
-    for (const auto& example : learning_examples) 
+    for (const auto& example : learning_examples)
       {
 	output << example.second.second;
-	for (int index : example.first) 
+	for (int index : example.first)
 	  {
 	    output << " " << index << ":" << 1;
 	  }
diff --git a/LaTex/EtudesPratiques_Rapport_GroupeK.pdf b/LaTex/EtudesPratiques_Rapport_GroupeK.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b2c812bd97f43e1f7deaf34d6c2e570d68129150
Binary files /dev/null and b/LaTex/EtudesPratiques_Rapport_GroupeK.pdf differ
diff --git a/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.bbl b/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.bbl
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.blg b/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.blg
deleted file mode 100644
index 2e6b1e076d89d8c164d21fc3f3c83d625c2b7416..0000000000000000000000000000000000000000
--- a/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.blg	
+++ /dev/null
@@ -1,5 +0,0 @@
-This is BibTeX, Version 0.99dThe top-level auxiliary file: Rapport_style.aux
-I found no \citation commands---while reading file Rapport_style.aux
-I found no \bibdata command---while reading file Rapport_style.aux
-I found no \bibstyle command---while reading file Rapport_style.aux
-(There were 3 error messages)
diff --git a/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.pdf b/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.pdf
index 0abeb40aea039323be22561744d10e41a3116a85..b2c812bd97f43e1f7deaf34d6c2e570d68129150 100644
Binary files a/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.pdf and b/LaTex/Rapport Final/Rapport en LaTeX/Rapport_style.pdf differ
diff --git a/LaTex/Soutenance/Plan b/LaTex/Soutenance/Plan
new file mode 100644
index 0000000000000000000000000000000000000000..227189f11c3850b211f50a54b67cab39585a0b0b
--- /dev/null
+++ b/LaTex/Soutenance/Plan
@@ -0,0 +1,27 @@
+1. Résumé de la soutenance de janvier - 5 min
+	1.1 Notre Projet (1 diapo) 
+	1.2 Le Jeu du Pingouin (1 diapo)
+	1.3 Objectifs (1 diapo)
+	1.4 MCTS (1-2 diapos)
+	1.5 Tic-Tac-Toe (1 diapo)
+	
+2. Implémentation du MCTS pour le Jeu du Pingouin - 5 min
+	2.1 Le Plateau 
+		Image expliquant le déplacement
+		Bitboard des trous
+	2.2 Les Pingouins
+		Structure
+			Bitboard coups possibles dans une directions des 8 pingouins => Difficulté de manipulation des données
+			--> 1 bitboard = 1 pingouin avec toutes les données nécessaires
+		Déplacement des pingouins
+	--> fusion des positions + Bitboard des trous = Bitboard des obstacles, mis à jour dynamiquement
+	
+3. Interface graphique - 5 min
+	3.1 Intéraction MVC
+	3.2 JSON / Communication entre C++ et Java
+	
+4. Let's get ready to rumble ! - 5 min
+
+5. Pingu Garcia
+	
+	
diff --git a/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.pdf b/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..39b9cdb1ba9521b1791f8f52d3ff96a84885a71d
Binary files /dev/null and b/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.pdf differ
diff --git a/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.tex b/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.tex
new file mode 100644
index 0000000000000000000000000000000000000000..14d00f835ef3c5a5b1a759d57cf2fd118c4fd451
--- /dev/null
+++ b/LaTex/Soutenance/Rapport_en_LaTeX/Soutenance.tex
@@ -0,0 +1,63 @@
+\documentclass[11pt]{beamer}
+
+
+\usetheme{Darmstadt}
+\usepackage[utf8]{inputenc}
+%\usepackage[french]{babel}
+\usepackage[T1]{fontenc}
+\usepackage{graphicx}
+
+\author{Francesco BARIATTI \and Adrien GASTÉ \and Mikael LE \and Romain LEBOUC}
+\title{Étude Pratique : Développement d’une
+Intelligence Artificielle à base de l’algorithme
+Monte Carlo Tree Search}
+
+
+%\setbeamercovered{transparent} 
+%\setbeamertemplate{navigation symbols}{} 
+%\logo{} 
+
+\institute{Encadrant : Pascal GARCIA} 
+\date{Année scolaire 2015/16} 
+%\subject{} \\
+
+
+\AtBeginSection[]
+{
+  \begin{frame}
+    \frametitle{Table of Contents}
+    \tableofcontents[currentsection]
+  \end{frame}
+}
+
+
+\begin{document}
+
+
+\begin{frame}
+\titlepage
+\end{frame}
+
+%\begin{frame}
+%\tableofcontents
+%\end{frame}
+
+
+
+\section{Implémentation du MCTS pour le Jeu du Pingouin}
+\begin{frame}
+huhu
+\end{frame}
+
+\section{Interface graphique}
+\begin{frame}
+
+\end{frame}
+
+\section{Let's get ready to rumble !}
+\begin{frame}
+
+\end{frame}
+
+
+\end{document}
\ No newline at end of file