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\ No newline at end of file
diff --git a/Cargo.lock b/Cargo.lock
index 5faba77..129fda5 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -753,6 +753,7 @@ dependencies = [
  "rand",
  "rayon",
  "serde",
+ "serde_json",
  "strum",
  "strum_macros",
 ]
@@ -1379,9 +1380,9 @@ dependencies = [
 
 [[package]]
 name = "serde_json"
-version = "1.0.119"
+version = "1.0.120"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e8eddb61f0697cc3989c5d64b452f5488e2b8a60fd7d5076a3045076ffef8cb0"
+checksum = "4e0d21c9a8cae1235ad58a00c11cb40d4b1e5c784f1ef2c537876ed6ffd8b7c5"
 dependencies = [
  "itoa",
  "ryu",
diff --git a/Cargo.toml b/Cargo.toml
index a3722ea..6656da4 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -14,5 +14,6 @@ leptos_hotkeys = "0.2.1"
 rand = "0.8.5"
 rayon = "1.10.0"
 serde = { version = "1.0.203", features = ["derive"] }
+serde_json = "1.0.120"
 strum = "0.26.3"
 strum_macros = "0.26.4"
diff --git a/src/main.rs b/src/main.rs
index 1fd7d80..049c339 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,7 +1,7 @@
 use clap::{Parser, Subcommand};
 use leptos::*;
 use leptos_2048::*;
-use nn::activation::ActivationFunction;
+use nn::{activation::ActivationFunction, NeuralNetwork};
 use population::Population;
 use ui::RenderGame;
 
@@ -17,12 +17,20 @@ struct Arguments {
 enum Commands {
     Web {},
 
-    Cli {},
+    Train {
+        /// Save the model every 10 steps
+        #[arg(short, long)]
+        save: Option<String>,
+
+        /// Load the model from file
+        #[arg(short, long)]
+        load: Option<String>,
+    },
 }
 
 pub const BRAIN_MUTATION_RATE: f64 = 0.1;
 pub const BRAIN_MUTATION_VARIATION: f64 = 0.1;
-pub const AGENTS_KEEP_PROPORTION: f64 = 0.05;
+pub const AGENTS_KEEP_PROPORTION: f64 = 0.02;
 
 fn main() {
     let args = Arguments::parse();
@@ -33,16 +41,27 @@ fn main() {
                 <RenderGame />
             }
         }),
-        Some(Commands::Cli {}) => {
-            let layers = &[16, 12, 8, 4];
-            let act_funs = &[ActivationFunction::ReLU; 3];
-
+        Some(Commands::Train { save, load }) => {
             let rounds = 100;
             let max_steps = 10000;
             let evolution_steps = 10000;
             let n_agents = 1000;
 
-            let mut population = Population::new(n_agents, layers, act_funs);
+            let mut population = match load {
+                Some(file) => {
+                    let nn = NeuralNetwork::load(&file).expect("Failed to load NN");
+                    Population::from_nn(n_agents, nn)
+                }
+                None => {
+                    let layers = &[16, 128, 64, 4];
+                    let act_funs = &[
+                        ActivationFunction::ReLU,
+                        ActivationFunction::ReLU,
+                        ActivationFunction::None,
+                    ];
+                    Population::new(n_agents, layers, act_funs)
+                }
+            };
 
             for _ in 0..evolution_steps {
                 for _ in 0..rounds {
@@ -60,6 +79,9 @@ fn main() {
                         best.avg_score(),
                         best.get_highest_tile().expect("Error getting best tile")
                     );
+                    if let Some(file) = save.clone() {
+                        best.nn.save(&file).expect("Failed to save model");
+                    }
                 }
 
                 population.evolve(
diff --git a/src/nn/activation.rs b/src/nn/activation.rs
index 63224e4..f3dcceb 100644
--- a/src/nn/activation.rs
+++ b/src/nn/activation.rs
@@ -1,3 +1,5 @@
+use serde::{Deserialize, Serialize};
+
 /// Computes the sigmoid activation function.
 pub fn sigmoid(x: f64) -> f64 {
     1.0 / (1.0 + (-x).exp())
@@ -18,7 +20,7 @@ pub fn tanh(x: f64) -> f64 {
 }
 
 /// Enumeration of possible activation functions.
-#[derive(Clone, Copy)]
+#[derive(Clone, Copy, Serialize, Deserialize)]
 pub enum ActivationFunction {
     Sigmoid,
     ReLU,
diff --git a/src/nn/layer.rs b/src/nn/layer.rs
index bb5ba8b..b562721 100644
--- a/src/nn/layer.rs
+++ b/src/nn/layer.rs
@@ -1,8 +1,9 @@
 use super::activation::ActivationFunction;
 use super::node::Node;
+use serde::{Deserialize, Serialize};
 
 /// A layer in a neural network, consisting of multiple nodes.
-#[derive(Clone)]
+#[derive(Clone, Serialize, Deserialize)]
 pub struct Layer {
     pub nodes: Vec<Node>,
     pub activation_function: ActivationFunction,
diff --git a/src/nn/mod.rs b/src/nn/mod.rs
index b9ca763..3ce74c4 100644
--- a/src/nn/mod.rs
+++ b/src/nn/mod.rs
@@ -1,12 +1,15 @@
 pub mod activation;
 mod layer;
 mod node;
+use std::fs::File;
+use std::io::{self};
 
 use activation::ActivationFunction;
 use layer::Layer;
+use serde::{Deserialize, Serialize};
 
 /// A neural network consisting of multiple layers.
-#[derive(Clone)]
+#[derive(Clone, Serialize, Deserialize)]
 pub struct NeuralNetwork {
     pub layers: Vec<Layer>,
 }
@@ -69,12 +72,43 @@ impl NeuralNetwork {
             layer.update(rate, variation);
         }
     }
+
+    /// Saves the neural network to a file in JSON format.
+    ///
+    /// # Arguments
+    ///
+    /// * `filename` - The name of the file to save the neural network to.
+    ///
+    /// # Returns
+    ///
+    /// A `Result` indicating success or failure.
+    pub fn save(&self, filename: &str) -> io::Result<()> {
+        let file = File::create(filename)?;
+        serde_json::to_writer(file, &self)?;
+        Ok(())
+    }
+
+    /// Loads a neural network from a file in JSON format.
+    ///
+    /// # Arguments
+    ///
+    /// * `filename` - The name of the file to load the neural network from.
+    ///
+    /// # Returns
+    ///
+    /// A `Result` containing the loaded `NeuralNetwork` or an error.
+    pub fn load(filename: &str) -> io::Result<Self> {
+        let file = File::open(filename)?;
+        let network = serde_json::from_reader(file)?;
+        Ok(network)
+    }
 }
 
 #[cfg(test)]
 mod tests {
     use super::activation::ActivationFunction;
     use super::*;
+    use std::fs;
 
     #[test]
     fn test_new_neural_network() {
@@ -114,4 +148,21 @@ mod tests {
         assert_eq!(outputs.len(), 1);
         assert!((outputs[0] - expected_final_output).abs() < 1e-6);
     }
+
+    #[test]
+    fn test_save_and_load() {
+        let layer_sizes = vec![2, 3, 1];
+        let activation_functions = vec![ActivationFunction::ReLU, ActivationFunction::Sigmoid];
+        let network = NeuralNetwork::new(&layer_sizes, &activation_functions);
+
+        let filename = "test_model.json";
+        network.save(filename).expect("Failed to save the network");
+
+        let loaded_network = NeuralNetwork::load(filename).expect("Failed to load the network");
+
+        assert_eq!(network.layers.len(), loaded_network.layers.len());
+
+        // Clean up
+        fs::remove_file(filename).expect("Failed to remove test file");
+    }
 }
diff --git a/src/nn/node.rs b/src/nn/node.rs
index ca92364..8f68128 100644
--- a/src/nn/node.rs
+++ b/src/nn/node.rs
@@ -1,7 +1,8 @@
 use rand::Rng;
+use serde::{Deserialize, Serialize};
 
 /// A single node (neuron) in a neural network layer.
-#[derive(Clone)]
+#[derive(Clone, Serialize, Deserialize)]
 pub struct Node {
     pub weights: Vec<f64>,
     pub bias: f64,
diff --git a/src/population/mod.rs b/src/population/mod.rs
index 5038fa8..e005480 100644
--- a/src/population/mod.rs
+++ b/src/population/mod.rs
@@ -33,6 +33,17 @@ impl Population {
         }
     }
 
+    pub fn from_nn(n_agents: usize, nn: NeuralNetwork) -> Self {
+        let mut agents = vec![];
+        for _ in 0..n_agents {
+            agents.push(Agent::new(nn.clone(), Game::new()));
+        }
+        Self {
+            agents,
+            evolution_step: 0,
+        }
+    }
+
     pub fn play(&mut self, max_steps: usize) {
         let mut v = vec![0usize; 5];
         v.par_iter_mut().enumerate().for_each(|(i, x)| *x = i);