diff --git a/battlesnake/src/main.rs b/battlesnake/src/main.rs
index 4636a65..a346bca 100644
--- a/battlesnake/src/main.rs
+++ b/battlesnake/src/main.rs
@@ -179,7 +179,28 @@ async fn get_move(
     {
         warn!("Unable to observe request: {e}");
     }
-    let board = Game::from(&request);
+    let mut board = Game::from(&request);
+    board.agent = |snake, direction, board| {
+        let food = board.food().collect::<Vec<_>>();
+        if food.is_empty() {
+            return 1.0;
+        }
+        let head = board.head(snake);
+        let next_head = head.wrapping_apply(direction);
+        let dist = food
+            .iter()
+            .map(|food| u16::from(food.x.abs_diff(head.x)) + u16::from(food.y.abs_diff(head.y)))
+            .min()
+            .unwrap_or(1);
+        let next_dist = food
+            .iter()
+            .map(|food| {
+                u16::from(food.x.abs_diff(next_head.x)) + u16::from(food.y.abs_diff(next_head.y))
+            })
+            .min()
+            .unwrap_or(100);
+        f32::from(next_dist) / f32::from(dist)
+    };
     let timeout = Duration::from_millis(u64::from(request.game.timeout));
     let id = board.board.get_id(&request.you.id).unwrap_or_else(|| {
         error!("My id is not in the simulation board");
diff --git a/battlesnake/src/types/simulation/mod.rs b/battlesnake/src/types/simulation/mod.rs
index 1c4b6d8..b5ab1ce 100644
--- a/battlesnake/src/types/simulation/mod.rs
+++ b/battlesnake/src/types/simulation/mod.rs
@@ -69,6 +69,7 @@ pub struct Game {
     pub board: Board,
     map: Maps,
     ruleset: Rulesets,
+    pub agent: fn(snake: u8, direction: Direction, board: &Board) -> f32,
 }
 
 impl From<&Request> for Game {
@@ -80,6 +81,7 @@ impl From<&Request> for Game {
             board,
             map,
             ruleset,
+            agent: |_, _, _| 1.0,
         }
     }
 }
@@ -91,8 +93,12 @@ impl Game {
                 .filter_map(|i| {
                     self.board
                         .valid_actions_index(i)
-                        .choose(rng)
-                        .map(|direction| (i.saturating_as(), direction))
+                        .collect::<Vec<_>>()
+                        .choose_weighted(rng, |&direction| {
+                            (self.agent)(i.saturating_as(), direction, &self.board)
+                        })
+                        .ok()
+                        .map(|&direction| (i.saturating_as(), direction))
                 })
                 .collect();
             if self.next_turn(&random_actions, rng) {
@@ -111,8 +117,12 @@ impl Game {
                     .or_else(|| {
                         self.board
                             .valid_actions_index(i)
-                            .choose(rng)
-                            .map(|direction| (i.saturating_as(), direction))
+                            .collect::<Vec<_>>()
+                            .choose_weighted(rng, |&direction| {
+                                (self.agent)(i.saturating_as(), direction, &self.board)
+                            })
+                            .ok()
+                            .map(|&direction| (i.saturating_as(), direction))
                     })
             })
             .collect();
@@ -254,10 +264,15 @@ impl Board {
     }
 
     #[must_use]
-    pub fn num_snakes(&self) -> usize {
+    pub const fn num_snakes(&self) -> usize {
         self.snakes.len()
     }
 
+    #[must_use]
+    pub fn head(&self, id: u8) -> Coord {
+        self.snakes[usize::from(id)].head()
+    }
+
     #[must_use]
     pub fn alive(&self, id: u8) -> bool {
         self.id_to_index(id).is_some()
@@ -286,6 +301,10 @@ impl Board {
         self.food[index]
     }
 
+    pub fn food(&self) -> impl Iterator<Item = Coord> {
+        self.food.iter_ones().map(|i| self.linear_to_coord(i))
+    }
+
     #[must_use]
     pub fn is_hazard(&self, tile: Coord) -> bool {
         let index = self.coord_to_linear(tile);
@@ -308,30 +327,6 @@ impl Board {
             .flat_map(|index| self.valid_actions_index(index))
     }
 
-    #[must_use]
-    pub fn random_action(&self, id: u8, rng: &mut impl RngCore) -> Direction {
-        let Some(index) = self.id_to_index(id) else {
-            return Direction::Up;
-        };
-        self.valid_actions_index(index)
-            .choose(rng)
-            .unwrap_or(Direction::Up)
-    }
-
-    pub fn random_actions<'a, R: RngCore>(
-        &self,
-        rng: &'a mut R,
-    ) -> impl Iterator<Item = (u8, Direction)> + use<'_, 'a, R> {
-        (0..self.snakes.len()).map(|index| {
-            (
-                self.snakes[index].id,
-                self.valid_actions_index(index)
-                    .choose(rng)
-                    .unwrap_or(Direction::Up),
-            )
-        })
-    }
-
     fn id_to_index(&self, id: u8) -> Option<usize> {
         self.snakes.binary_search_by_key(&id, |snake| snake.id).ok()
     }
diff --git a/battlesnake/src/types/simulation/rules/solo.rs b/battlesnake/src/types/simulation/rules/solo.rs
index 91f20f5..7a45a12 100644
--- a/battlesnake/src/types/simulation/rules/solo.rs
+++ b/battlesnake/src/types/simulation/rules/solo.rs
@@ -31,6 +31,6 @@ impl Ruleset for Solo {
     }
 }
 
-pub fn game_over(board: &Board) -> bool {
+pub const fn game_over(board: &Board) -> bool {
     board.num_snakes() == 0
 }
diff --git a/battlesnake/src/types/simulation/rules/standard.rs b/battlesnake/src/types/simulation/rules/standard.rs
index 0d035c9..9b15926 100644
--- a/battlesnake/src/types/simulation/rules/standard.rs
+++ b/battlesnake/src/types/simulation/rules/standard.rs
@@ -175,6 +175,6 @@ pub fn feed_snakes(board: &mut Board) {
     }
 }
 
-pub fn game_over(board: &Board) -> bool {
+pub const fn game_over(board: &Board) -> bool {
     board.num_snakes() <= 1
 }