diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0061f53..453216a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,7 +4,7 @@
 repos:
   # General hooks
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-added-large-files
         args: ["--maxkb=1000"]
@@ -19,13 +19,13 @@ repos:
 
   # Jupyter Notebooks - strip output and metadata
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.1
+    rev: 0.9.1
     hooks:
       - id: nbstripout
 
   # Ruff - linting and formatting
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.4
+    rev: v0.15.4
     hooks:
       - id: ruff
         args: ["--fix", "--exit-non-zero-on-fix"]
@@ -41,7 +41,7 @@ repos:
 
   # Pyrefly - type checking
   - repo: https://github.com/facebook/pyrefly-pre-commit
-    rev: 0.49.0
+    rev: 0.54.0
     hooks:
       - id: pyrefly-check
         name: Pyrefly (type checking)
@@ -50,13 +50,13 @@ repos:
 
   # Validate pyproject.toml
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.23
+    rev: v0.25
     hooks:
       - id: validate-pyproject
 
   # Commitizen - enforce commit message format
   - repo: https://github.com/commitizen-tools/commitizen
-    rev: v4.1.0
+    rev: v4.13.9
     hooks:
       - id: commitizen
         stages: [commit-msg]