diff --git a/Cargo.lock b/Cargo.lock
index f08b8a8..2a82b5f 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1839,9 +1839,9 @@ dependencies = [
 
 [[package]]
 name = "rayon"
-version = "1.11.0"
+version = "1.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "368f01d005bf8fd9b1206fb6fa653e6c4a81ceb1466406b81792d87c5677a58f"
+checksum = "fb39b166781f92d482534ef4b4b1b2568f42613b53e5b6c160e24cfbfa30926d"
 dependencies = [
  "either",
  "rayon-core",
diff --git a/Cargo.toml b/Cargo.toml
index 8f95782..f45cfe3 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -35,7 +35,7 @@ tonic = "0.12"
 prost = "0.13"
 
 # Parallel processing
-rayon = "1.8"
+rayon = "1.12"
 
 # Structural sharing / persistent data structures
 arc-swap = "1.7"