diff --git a/simln-lib/src/lib.rs b/simln-lib/src/lib.rs
index 47dba7b0..9d147b05 100755
--- a/simln-lib/src/lib.rs
+++ b/simln-lib/src/lib.rs
@@ -6,13 +6,13 @@ use bitcoin::Network;
 use csv::WriterBuilder;
 use lightning::ln::features::NodeFeatures;
 use lightning::ln::PaymentHash;
-use rand::rngs::StdRng;
 use rand::{Rng, RngCore, SeedableRng};
 use rand_chacha::ChaCha8Rng;
 use random_activity::RandomActivityError;
 use serde::{Deserialize, Serialize};
 use std::collections::HashSet;
 use std::fmt::{Display, Formatter};
+use std::hash::{DefaultHasher, Hash, Hasher};
 use std::marker::Send;
 use std::path::PathBuf;
 use std::sync::Mutex as StdMutex;
@@ -501,9 +501,23 @@ impl MutRng {
         if let Some(seed) = seed_opt {
             Self(Arc::new(StdMutex::new(ChaCha8Rng::seed_from_u64(seed))))
         } else {
-            Self(Arc::new(StdMutex::new(StdRng::from_entropy())))
+            Self(Arc::new(StdMutex::new(ChaCha8Rng::from_entropy())))
         }
     }
+
+    /// Creates a new MutRng that is salted with a pubkey. This ensures that each node
+    /// gets a deterministic but different RNG sequence.
+    pub fn salted(&self, pubkey: &PublicKey, seed: u64) -> Self {
+        let mut hasher = DefaultHasher::new();
+
+        // Get pubkey bytes and concatenate with seed bytes
+        let mut combined = pubkey.serialize().to_vec();
+        combined.extend_from_slice(&seed.to_le_bytes());
+
+        combined.hash(&mut hasher);
+        let salt = hasher.finish();
+        Self(Arc::new(StdMutex::new(ChaCha8Rng::seed_from_u64(salt))))
+    }
 }
 
 /// Contains the configuration options for our simulation.
@@ -518,8 +532,8 @@ pub struct SimulationCfg {
     activity_multiplier: f64,
     /// Configurations for printing results to CSV. Results are not written if this option is None.
     write_results: Option<WriteResults>,
-    /// Random number generator created from fixed seed.
-    seeded_rng: MutRng,
+    /// Optional seed for deterministic random number generation.
+    seed: Option<u64>,
 }
 
 impl SimulationCfg {
@@ -535,7 +549,7 @@ impl SimulationCfg {
             expected_payment_msat,
             activity_multiplier,
             write_results,
-            seeded_rng: MutRng::new(seed),
+            seed,
         }
     }
 }
@@ -932,12 +946,11 @@ impl Simulation {
             active_nodes.insert(node_info.pubkey, (node_info, capacity));
         }
 
+        // Create a base RNG from the seed for the network generator
+        let base_rng = MutRng::new(self.cfg.seed);
         let network_generator = Arc::new(Mutex::new(
-            NetworkGraphView::new(
-                active_nodes.values().cloned().collect(),
-                self.cfg.seeded_rng.clone(),
-            )
-            .map_err(SimulationError::RandomActivityError)?,
+            NetworkGraphView::new(active_nodes.values().cloned().collect(), base_rng.clone())
+                .map_err(SimulationError::RandomActivityError)?,
         ));
 
         log::info!(
@@ -946,6 +959,8 @@ impl Simulation {
         );
 
         for (node_info, capacity) in active_nodes.values() {
+            // Create a salted RNG for this node based on its pubkey
+            let salted_rng = base_rng.salted(&node_info.pubkey, self.cfg.seed.unwrap_or(0));
             generators.push(ExecutorKit {
                 source_info: node_info.clone(),
                 network_generator: network_generator.clone(),
@@ -954,7 +969,7 @@ impl Simulation {
                         *capacity,
                         self.cfg.expected_payment_msat,
                         self.cfg.activity_multiplier,
-                        self.cfg.seeded_rng.clone(),
+                        salted_rng,
                     )
                     .map_err(SimulationError::RandomActivityError)?,
                 ),
@@ -1528,6 +1543,40 @@ mod tests {
         assert_ne!(rng_1.next_u64(), rng_2.next_u64())
     }
 
+    #[test]
+    fn create_salted_mut_rng() {
+        let base_rng = MutRng::new(Some(42));
+
+        let (_, pk1) = test_utils::get_random_keypair();
+        let (_, pk2) = test_utils::get_random_keypair();
+
+        let salted_rng_1 = base_rng.salted(&pk1, 42);
+        let salted_rng_2 = base_rng.salted(&pk2, 42);
+
+        let mut seq1 = Vec::new();
+        let mut seq2 = Vec::new();
+
+        let mut rng1 = salted_rng_1.0.lock().unwrap();
+        let mut rng2 = salted_rng_2.0.lock().unwrap();
+
+        for _ in 0..10 {
+            seq1.push(rng1.next_u64());
+            seq2.push(rng2.next_u64());
+        }
+
+        assert_ne!(seq1, seq2);
+
+        let salted_rng1_again = base_rng.salted(&pk1, 42);
+        let mut rng1_again = salted_rng1_again.0.lock().unwrap();
+        let mut seq1_again = Vec::new();
+
+        for _ in 0..10 {
+            seq1_again.push(rng1_again.next_u64());
+        }
+
+        assert_eq!(seq1, seq1_again);
+    }
+
     mock! {
         pub Generator {}