diff --git a/bot/scripts/train.sh b/bot/scripts/train.sh
index 889dc9a..9da60a0 100755
--- a/bot/scripts/train.sh
+++ b/bot/scripts/train.sh
@@ -5,8 +5,8 @@ LOGS_DIR="$ROOT/bot/models/logs"
 
 CFG_SIZE=12
 # BINBOT=train_dqn_burn
-# BINBOT=train_dqn_burn_big
-BINBOT=train_dqn_burn_before
+BINBOT=train_dqn_burn_big
+# BINBOT=train_dqn_burn_before
 OPPONENT="random"
 
 PLOT_EXT="png"
diff --git a/bot/src/dqn/burnrl_big/environment.rs b/bot/src/dqn/burnrl_big/environment.rs
index d6b8721..6706163 100644
--- a/bot/src/dqn/burnrl_big/environment.rs
+++ b/bot/src/dqn/burnrl_big/environment.rs
@@ -165,8 +165,7 @@ impl Environment for TrictracEnvironment {
         let trictrac_action = Self::convert_action(action);
 
         let mut reward = 0.0;
-        let mut is_rollpoint = false;
-        let mut terminated = false;
+        let is_rollpoint;
 
         // Exécuter l'action si c'est le tour de l'agent DQN
         if self.game.active_player_id == self.active_player_id {
@@ -381,7 +380,7 @@ impl TrictracEnvironment {
                 TurnStage::RollWaiting => {
                     let mut rng = thread_rng();
                     let dice_values = (rng.gen_range(1..=6), rng.gen_range(1..=6));
-                    calculate_points = true;
+                    // calculate_points = true; // comment to replicate burnrl_before
                     GameEvent::RollResult {
                         player_id: self.opponent_id,
                         dice: store::Dice {
@@ -390,6 +389,7 @@ impl TrictracEnvironment {
                     }
                 }
                 TurnStage::MarkPoints => {
+                    panic!("in play_opponent_if_needed > TurnStage::MarkPoints");
                     let dice_roll_count = self
                         .game
                         .players