diff --git a/.gitignore b/.gitignore
index f0487b3..6b63123 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,7 +1,6 @@
 # Generated by Cargo
 # will have compiled files and executables
 /target/
-/target
 
 # These are backup files generated by rustfmt
 **/*.rs.bk
@@ -12,5 +11,6 @@ devenv.local.nix
 # generated by samply rust profiler
 profile.json
 
-# IA modles used by bots
-/models
+# Added by cargo
+
+/target
diff --git a/Cargo.lock b/Cargo.lock
index 2ba864f..8a40dde 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,12 +2,6 @@
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@@ -50,30 +21,12 @@ dependencies = [
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+ "rand_chacha",
+ "rand_core",
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+ "rand_core",
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@@ -3665,144 +705,16 @@ dependencies = [
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- "itertools 0.13.0",
+ "itertools",
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@@ -4013,57 +784,10 @@ dependencies = [
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@@ -5424,123 +1073,6 @@ version = "0.4.0"
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diff --git a/bot/Cargo.toml b/bot/Cargo.toml
index 878f90f..64a6d76 100644
--- a/bot/Cargo.toml
+++ b/bot/Cargo.toml
@@ -16,5 +16,3 @@ serde_json = "1.0"
 store = { path = "../store" }
 rand = "0.8"
 env_logger = "0.10"
-burn = { version = "0.17", features = ["ndarray", "autodiff"] }
-burn-rl = { git = "https://github.com/yunjhongwu/burn-rl-examples.git", package = "burn-rl" }
diff --git a/bot/src/strategy/burn_environment.rs b/bot/src/strategy/burn_environment.rs
deleted file mode 100644
index aa103df..0000000
--- a/bot/src/strategy/burn_environment.rs
+++ /dev/null
@@ -1,272 +0,0 @@
-use burn::{backend::Backend, tensor::Tensor};
-use burn_rl::base::{Action, Environment, Snapshot, State};
-use crate::GameState;
-use store::{Color, Game, PlayerId};
-use std::collections::HashMap;
-
-/// État du jeu Trictrac pour burn-rl
-#[derive(Debug, Clone, Copy)]
-pub struct TrictracState {
-    pub data: [f32; 36], // Représentation vectorielle de l'état du jeu
-}
-
-impl State for TrictracState {
-    type Data = [f32; 36];
-
-    fn to_tensor<B: Backend>(&self) -> Tensor<B, 1> {
-        Tensor::from_floats(self.data, &B::Device::default())
-    }
-
-    fn size() -> usize {
-        36
-    }
-}
-
-impl TrictracState {
-    /// Convertit un GameState en TrictracState
-    pub fn from_game_state(game_state: &GameState) -> Self {
-        let state_vec = game_state.to_vec();
-        let mut data = [0.0f32; 36];
-        
-        // Copier les données en s'assurant qu'on ne dépasse pas la taille
-        let copy_len = state_vec.len().min(36);
-        for i in 0..copy_len {
-            data[i] = state_vec[i];
-        }
-        
-        TrictracState { data }
-    }
-}
-
-/// Actions possibles dans Trictrac pour burn-rl
-#[derive(Debug, Clone, Copy, PartialEq)]
-pub struct TrictracAction {
-    pub index: u32,
-}
-
-impl Action for TrictracAction {
-    fn random() -> Self {
-        use rand::{thread_rng, Rng};
-        let mut rng = thread_rng();
-        TrictracAction {
-            index: rng.gen_range(0..Self::size() as u32),
-        }
-    }
-
-    fn enumerate() -> Vec<Self> {
-        (0..Self::size() as u32)
-            .map(|index| TrictracAction { index })
-            .collect()
-    }
-
-    fn size() -> usize {
-        // Utiliser l'espace d'actions compactes pour réduire la complexité
-        // Maximum estimé basé sur les actions contextuelles
-        1000 // Estimation conservative, sera ajusté dynamiquement
-    }
-}
-
-impl From<u32> for TrictracAction {
-    fn from(index: u32) -> Self {
-        TrictracAction { index }
-    }
-}
-
-impl From<TrictracAction> for u32 {
-    fn from(action: TrictracAction) -> u32 {
-        action.index
-    }
-}
-
-/// Environnement Trictrac pour burn-rl
-#[derive(Debug)]
-pub struct TrictracEnvironment {
-    game: Game,
-    active_player_id: PlayerId, 
-    opponent_id: PlayerId,
-    current_state: TrictracState,
-    episode_reward: f32,
-    step_count: usize,
-    visualized: bool,
-}
-
-impl Environment for TrictracEnvironment {
-    type StateType = TrictracState;
-    type ActionType = TrictracAction;
-    type RewardType = f32;
-
-    const MAX_STEPS: usize = 1000; // Limite max pour éviter les parties infinies
-
-    fn new(visualized: bool) -> Self {
-        let mut game = Game::new();
-        
-        // Ajouter deux joueurs
-        let player1_id = game.add_player("DQN Agent".to_string(), Color::White);
-        let player2_id = game.add_player("Opponent".to_string(), Color::Black);
-        
-        game.start();
-        
-        let game_state = game.get_state();
-        let current_state = TrictracState::from_game_state(&game_state);
-        
-        TrictracEnvironment {
-            game,
-            active_player_id: player1_id,
-            opponent_id: player2_id,
-            current_state,
-            episode_reward: 0.0,
-            step_count: 0,
-            visualized,
-        }
-    }
-
-    fn state(&self) -> Self::StateType {
-        self.current_state
-    }
-
-    fn reset(&mut self) -> Snapshot<Self> {
-        // Réinitialiser le jeu
-        self.game = Game::new();
-        self.active_player_id = self.game.add_player("DQN Agent".to_string(), Color::White);
-        self.opponent_id = self.game.add_player("Opponent".to_string(), Color::Black);
-        self.game.start();
-        
-        let game_state = self.game.get_state();
-        self.current_state = TrictracState::from_game_state(&game_state);
-        self.episode_reward = 0.0;
-        self.step_count = 0;
-
-        Snapshot {
-            state: self.current_state,
-            reward: 0.0,
-            terminated: false,
-        }
-    }
-
-    fn step(&mut self, action: Self::ActionType) -> Snapshot<Self> {
-        self.step_count += 1;
-        
-        let game_state = self.game.get_state();
-        
-        // Convertir l'action burn-rl vers une action Trictrac
-        let trictrac_action = self.convert_action(action, &game_state);
-        
-        let mut reward = 0.0;
-        let mut terminated = false;
-        
-        // Exécuter l'action si c'est le tour de l'agent DQN
-        if game_state.active_player_id == self.active_player_id {
-            if let Some(action) = trictrac_action {
-                match self.execute_action(action) {
-                    Ok(action_reward) => {
-                        reward = action_reward;
-                    }
-                    Err(_) => {
-                        // Action invalide, pénalité
-                        reward = -1.0;
-                    }
-                }
-            } else {
-                // Action non convertible, pénalité
-                reward = -0.5;
-            }
-        }
-        
-        // Jouer l'adversaire si c'est son tour
-        self.play_opponent_if_needed();
-        
-        // Vérifier fin de partie
-        let updated_state = self.game.get_state();
-        if updated_state.is_finished() || self.step_count >= Self::MAX_STEPS {
-            terminated = true;
-            
-            // Récompense finale basée sur le résultat
-            if let Some(winner_id) = updated_state.winner {
-                if winner_id == self.active_player_id {
-                    reward += 10.0; // Victoire
-                } else {
-                    reward -= 10.0; // Défaite
-                }
-            }
-        }
-        
-        // Mettre à jour l'état
-        self.current_state = TrictracState::from_game_state(&updated_state);
-        self.episode_reward += reward;
-        
-        if self.visualized && terminated {
-            println!("Episode terminé. Récompense totale: {:.2}, Étapes: {}", 
-                     self.episode_reward, self.step_count);
-        }
-
-        Snapshot {
-            state: self.current_state,
-            reward,
-            terminated,
-        }
-    }
-}
-
-impl TrictracEnvironment {
-    /// Convertit une action burn-rl vers une action Trictrac
-    fn convert_action(&self, action: TrictracAction, game_state: &GameState) -> Option<super::dqn_common::TrictracAction> {
-        use super::dqn_common::{get_valid_compact_actions, CompactAction};
-        
-        // Obtenir les actions valides dans le contexte actuel
-        let valid_actions = get_valid_compact_actions(game_state);
-        
-        if valid_actions.is_empty() {
-            return None;
-        }
-        
-        // Mapper l'index d'action sur une action valide
-        let action_index = (action.index as usize) % valid_actions.len();
-        let compact_action = &valid_actions[action_index];
-        
-        // Convertir l'action compacte vers une action Trictrac complète
-        compact_action.to_trictrac_action(game_state)
-    }
-    
-    /// Exécute une action Trictrac dans le jeu
-    fn execute_action(&mut self, action: super::dqn_common::TrictracAction) -> Result<f32, Box<dyn std::error::Error>> {
-        use super::dqn_common::TrictracAction;
-        
-        let mut reward = 0.0;
-        
-        match action {
-            TrictracAction::Roll => {
-                self.game.roll_dice_for_player(&self.active_player_id)?;
-                reward = 0.1; // Petite récompense pour une action valide
-            }
-            TrictracAction::Mark { points } => {
-                self.game.mark_points_for_player(&self.active_player_id, points)?;
-                reward = points as f32 * 0.1; // Récompense proportionnelle aux points
-            }
-            TrictracAction::Go => {
-                self.game.go_for_player(&self.active_player_id)?;
-                reward = 0.2; // Récompense pour continuer
-            }
-            TrictracAction::Move { move1, move2 } => {
-                let checker_move1 = store::CheckerMove::new(move1.0, move1.1)?;
-                let checker_move2 = store::CheckerMove::new(move2.0, move2.1)?;
-                self.game.move_checker_for_player(&self.active_player_id, checker_move1, checker_move2)?;
-                reward = 0.3; // Récompense pour un mouvement réussi
-            }
-        }
-        
-        Ok(reward)
-    }
-    
-    /// Fait jouer l'adversaire avec une stratégie simple
-    fn play_opponent_if_needed(&mut self) {
-        let game_state = self.game.get_state();
-        
-        // Si c'est le tour de l'adversaire, jouer automatiquement
-        if game_state.active_player_id == self.opponent_id && !game_state.is_finished() {
-            // Utiliser une stratégie simple pour l'adversaire (dummy bot)
-            if let Ok(_) = crate::strategy::dummy::get_dummy_action(&mut self.game, &self.opponent_id) {
-                // L'action a été exécutée par get_dummy_action
-            }
-        }
-    }
-}
\ No newline at end of file
diff --git a/bot/src/strategy/mod.rs b/bot/src/strategy/mod.rs
deleted file mode 100644
index cc690dd..0000000
--- a/bot/src/strategy/mod.rs
+++ /dev/null
@@ -1,47 +0,0 @@
-pub mod burn_environment;
-pub mod client;
-pub mod default;
-pub mod dqn;
-pub mod dqn_common;
-pub mod dqn_trainer;
-pub mod erroneous_moves;
-pub mod stable_baselines3;
-
-pub mod dummy {
-    use store::{Color, Game, PlayerId};
-    
-    /// Action simple pour l'adversaire dummy
-    pub fn get_dummy_action(game: &mut Game, player_id: &PlayerId) -> Result<(), Box<dyn std::error::Error>> {
-        let game_state = game.get_state();
-        
-        match game_state.turn_stage {
-            store::TurnStage::RollDice => {
-                game.roll_dice_for_player(player_id)?;
-            }
-            store::TurnStage::MarkPoints | store::TurnStage::MarkAdvPoints => {
-                // Marquer 0 points (stratégie conservatrice)
-                game.mark_points_for_player(player_id, 0)?;
-            }
-            store::TurnStage::HoldOrGoChoice => {
-                // Toujours choisir "Go" (stratégie simple)
-                game.go_for_player(player_id)?;
-            }
-            store::TurnStage::Move => {
-                // Utiliser la logique de mouvement par défaut
-                use super::default::DefaultStrategy;
-                use crate::BotStrategy;
-                
-                let mut default_strategy = DefaultStrategy::default();
-                default_strategy.set_player_id(*player_id);
-                default_strategy.set_color(game_state.player_color_by_id(player_id).unwrap_or(Color::White));
-                *default_strategy.get_mut_game() = game_state.clone();
-                
-                let (move1, move2) = default_strategy.choose_move();
-                game.move_checker_for_player(player_id, move1, move2)?;
-            }
-            _ => {}
-        }
-        
-        Ok(())
-    }
-}
\ No newline at end of file
diff --git a/devenv.nix b/devenv.nix
index c37b4ab..cb65cbd 100644
--- a/devenv.nix
+++ b/devenv.nix
@@ -4,11 +4,6 @@
 
   packages = [
 
-    # pour burn-rs (compilation sdl2-sys)
-    pkgs.cmake
-    pkgs.libffi
-    pkgs.wayland-scanner
-
     # dev tools
     pkgs.samply # code profiler