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diff --git a/core/src/main/java/com/buaisociety/pacman/Tournament.java b/core/src/main/java/com/buaisociety/pacman/Tournament.java
index 697fa74..7f9379a 100644
--- a/core/src/main/java/com/buaisociety/pacman/Tournament.java
+++ b/core/src/main/java/com/buaisociety/pacman/Tournament.java
@@ -47,7 +47,7 @@ public class Tournament extends ApplicationAdapter {
      */
     public Behavior setupBehavior() {
         // TODO: Choose your best client here
-        File file = new File("saves" + File.separator + "oct20-4" + File.separator + "best-calculator-127.json");
+        File file = new File("saves" + File.separator + "oct26-24" + File.separator + "best-calculator-54.json");
         if (!file.exists()) {
             System.err.println("Could not find the file: " + file.getAbsolutePath());
             return null;
diff --git a/core/src/main/java/com/buaisociety/pacman/entity/behavior/TournamentBehavior.java b/core/src/main/java/com/buaisociety/pacman/entity/behavior/TournamentBehavior.java
index 22cab50..35b5372 100644
--- a/core/src/main/java/com/buaisociety/pacman/entity/behavior/TournamentBehavior.java
+++ b/core/src/main/java/com/buaisociety/pacman/entity/behavior/TournamentBehavior.java
@@ -3,9 +3,17 @@
 import com.buaisociety.pacman.entity.Direction;
 import com.buaisociety.pacman.entity.Entity;
 import com.buaisociety.pacman.entity.PacmanEntity;
+import com.buaisociety.pacman.maze.Maze;
+import com.buaisociety.pacman.maze.Tile;
+import com.buaisociety.pacman.maze.TileState;
 import com.cjcrafter.neat.compute.Calculator;
 import org.jetbrains.annotations.NotNull;
 import org.jetbrains.annotations.Nullable;
+import org.joml.RoundingMode;
+import org.joml.Vector2i;
+import org.joml.Vector2ic;
+
+import java.util.ArrayList;
 
 public class TournamentBehavior implements Behavior {
 
@@ -15,6 +23,17 @@ public class TournamentBehavior implements Behavior {
     private int previousScore = 0;
     private int framesSinceScoreUpdate = 0;
 
+    private int scoreModifier = 10;
+
+    private int lastScoreUpdate = 0;
+    private int lastScore = 0;
+
+    Direction[] DIRECTIONS = Direction.values();
+
+    private ArrayList<Tile> hotspot = new ArrayList<>();
+    private int frameCounter = 0;
+
+    private Tile lastPosition;
     public TournamentBehavior(Calculator calculator) {
         this.calculator = calculator;
     }
@@ -49,8 +68,104 @@ public Direction getDirection(@NotNull Entity entity) {
 
         // TODO: Put all your code for info into the neural network here
 
+        // SPECIAL TRAINING CONDITIONS
+        int latestScore = pacman.getMaze().getLevelManager().getScore();
+        if (latestScore > lastScore) {
+            lastScore = latestScore;
+            lastScoreUpdate = 0;
+        }
+
+        // Check if the score doesn't change for 20 seconds on a 60 FPS
+        if (lastScoreUpdate++ > (60 * 15)){
+            pacman.kill();
+            return Direction.RIGHT;
+        }
+
+        // Set direction a known Pellet location
+        Direction pelletDirection = null;
+        Vector2ic dimensions = pacman.getMaze().getDimensions();
+        boolean foundOne = false;
+        for (int y = 0; y < dimensions.y() && !foundOne; y++) {
+            for (int x = 0; x < dimensions.x() && !foundOne; x++) {
+                Tile tile = pacman.getMaze().getTile(x, y);
+                if (tile.getState() == TileState.PELLET || tile.getState() == TileState.POWER_PELLET) {
+                    foundOne = true;
+                    pelletDirection = getDirection(tile, pacman);
+                    break;
+                }
+            }
+        }
+
+        // Get neighboring Tile, then check if it has pellet
+        Tile currentPosition = pacman.getMaze().getTile(pacman.getTilePosition());
+        Tile upTile = currentPosition.getNeighbor(Direction.UP);
+        Tile downTile = currentPosition.getNeighbor(Direction.DOWN);
+        Tile leftTile = currentPosition.getNeighbor(Direction.LEFT);
+        Tile rightTile = currentPosition.getNeighbor(Direction.RIGHT);
+
+//         Kill when the position is stagnant
+//        if (currentPosition == lastPosition) {
+//            pacman.kill();
+//            return Direction.RIGHT;
+//        }else{
+//            lastPosition = currentPosition;
+//        }
+
+        // END OF SPECIAL TRAINING CONDITIONS
+
+        // We are going to use these directions a lot for different inputs. Get them all once for clarity and brevity
+        Direction forward = pacman.getDirection();
+        Direction left = pacman.getDirection().left();
+        Direction right = pacman.getDirection().right();
+        Direction behind = pacman.getDirection().behind();
+
+        // Input nodes 1, 2, 3, and 4 show if the pacman can move in the forward, left, right, and behind directions
+        float canMoveForward = pacman.canMove(forward) ? .75f : 0f ;
+        float canMoveLeft = pacman.canMove(left)? .75f : 0f;
+        float canMoveRight = pacman.canMove(right)? .75f : 0f;
+        float canMoveBehind = pacman.canMove(behind)? .75f : 0f;
+
+        // Reward if the direction is going towards a pellet
+        switch (pelletDirection){
+            case UP -> canMoveForward += .10;
+            case DOWN -> canMoveBehind += .10;
+            case LEFT -> canMoveLeft += .10;
+            case RIGHT -> canMoveRight += .10;
+        }
+
+        // Reward if neighboring tile has Pellet
+        if (isTileContainsPellet(upTile)){
+            canMoveForward += .10;
+        }else if (isTileContainsPellet(downTile)){
+            canMoveBehind += .10;
+        }else if (isTileContainsPellet(leftTile)){
+            canMoveLeft += .10;
+        }else if (isTileContainsPellet(rightTile)){
+            canMoveRight += .10;
+        }
+
+        // Punish if the next tile is a hotspot
+        frameCounter++;
+        if (frameCounter % 100 == 0){
+            hotspot.add(currentPosition);
+        }
+        if (hotspot.contains(upTile)){
+            canMoveForward -= .35;
+        }else if (hotspot.contains(downTile)){
+            canMoveBehind -= .35;
+        }else if (hotspot.contains(leftTile)){
+            canMoveLeft -= .35;
+        }else if (hotspot.contains(rightTile)){
+            canMoveRight -= .35;
+        }
+
         float[] inputs = new float[] {
-            // TODO: Add your inputs here
+            canMoveForward,
+            canMoveLeft,
+            canMoveRight,
+            canMoveBehind,
+//            ThreadLocalRandom.current().nextFloat(),
+            (pelletDirection == null) ? direction2float(pelletDirection) : 0f ,
         };
         float[] outputs = calculator.calculate(inputs).join();
 
@@ -73,4 +188,57 @@ public Direction getDirection(@NotNull Entity entity) {
             default -> throw new IllegalStateException("Unexpected value: " + index);
         };
     }
+
+
+    private Direction getDirection(Tile tile,Entity entity) {
+        Vector2i target = new Vector2i(tile.getPosition().x(), tile.getPosition().y());
+        Direction temp = null;
+        int smallest = Integer.MAX_VALUE;
+
+        Tile current = tile;
+        for (Direction direction : DIRECTIONS) {
+
+            Tile next = current.getNeighbor(direction);
+            if (!next.getState().isPassable())
+                continue;
+
+            Vector2i location = new Vector2i(entity.getPosition().div(Maze.TILE_SIZE), RoundingMode.TRUNCATE).add(direction.asVector());
+            int distance = (int) location.distanceSquared(target);
+
+            if (distance <= smallest) {
+                smallest = distance;
+                temp = direction;
+            }
+        }
+
+        if (temp == null)
+            return entity.getDirection();
+
+        return temp;
+    }
+
+    private float direction2float (Direction direction){
+        float f;
+        switch(direction) {
+            case Direction.UP:
+                f = 1.0f;
+                break;
+            case Direction.DOWN:
+                f= 2.0f;
+                break;
+            case Direction.LEFT:
+                f = 3.0f;
+                break;
+            case Direction.RIGHT:
+                f = 4.0f;
+                break;
+            default:
+                return 0.0f;
+        }
+        return f;
+    }
+
+    private boolean isTileContainsPellet(Tile tile){
+        return tile.getState() == TileState.PELLET || tile.getState() == TileState.POWER_PELLET;
+    }
 }