[pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.14.9 → v0.15.8](astral-sh/ruff-pre-commit@v0.14.9...v0.15.8)
- https://github.com/psf/black → https://github.com/psf/black-pre-commit-mirror
- [github.com/psf/black-pre-commit-mirror: 25.12.0 → 26.3.1](psf/black-pre-commit-mirror@25.12.0...26.3.1)
- [github.com/codespell-project/codespell: v2.4.1 → v2.4.2](codespell-project/codespell@v2.4.1...v2.4.2)
- [github.com/kynan/nbstripout: 0.8.1 → 0.9.1](kynan/nbstripout@0.8.1...0.9.1)

Author: pre-commit-ci[bot]

.pre-commit-config.yaml

@@ -12,12 +12,12 @@ repos:
       - id: check-ast
       - id: check-added-large-files
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.9
+    rev: v0.15.8
     hooks:
       - id: ruff
         args: [--fix]
-  - repo: https://github.com/psf/black
-    rev: 25.12.0
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 26.3.1
     hooks:
       - id: black
         language_version: python3
@@ -29,7 +29,7 @@ repos:
         additional_dependencies: ["black[jupyter]"]
         files: \.(rst)$
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.4.1
+    rev: v2.4.2
     hooks:
       - id: codespell
         types_or: [python, markdown, rst]
@@ -50,7 +50,7 @@ repos:
         additional_dependencies: [mdformat-gfm, mdformat-black]
         exclude: ^.github/ # this avoid the hook to wrongly reformats md issue template files
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.1
+    rev: 0.9.1
     hooks:
       - id: nbstripout
         args: [--keep-output]