diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e329ed654..85a6bc9d0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,14 +18,12 @@ repos:
     rev: 5.13.2
     hooks:
       - id: isort
-        language_version: python3.11
 
   # Code Formatters
   - repo: https://github.com/psf/black
     rev: 24.8.0
     hooks:
       - id: black
-        language_version: python3.11
 
   - repo: https://github.com/pre-commit/mirrors-clang-format
     rev: v19.1.0
@@ -38,6 +36,7 @@ repos:
     rev: v2.3.0
     hooks:
       - id: codespell
+        args: ['--write-changes']
 
   # Linters and Static Analysis Tools
   - repo: https://github.com/pre-commit/mirrors-mypy
@@ -45,17 +44,14 @@ repos:
     hooks:
       - id: mypy
         args: ["--explicit-package-bases"]
-        language_version: python3.11
 
   - repo: https://github.com/PyCQA/pylint
     rev: v3.3.1
     hooks:
       - id: pylint
-        language_version: python3.11
 
   - repo: https://github.com/PyCQA/bandit
     rev: 1.7.10
     hooks:
       - id: bandit
-        language_version: python3.11
         args: ["--severity-level", "medium"]