From 8e5020a2e9533026ad787e71df5a7d7b8b09ef09 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 2 Mar 2026 22:01:25 +0000
Subject: [PATCH] [pre-commit.ci] pre-commit-autoupdate
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Content-Transfer-Encoding: 8bit

updates:
- [github.com/DavidAnson/markdownlint-cli2: v0.20.0 → v0.21.0](https://github.com/DavidAnson/markdownlint-cli2/compare/v0.20.0...v0.21.0)
- [github.com/astral-sh/ruff-pre-commit: v0.14.14 → v0.15.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.14...v0.15.4)
- [github.com/kynan/nbstripout: 0.9.0 → 0.9.1](https://github.com/kynan/nbstripout/compare/0.9.0...0.9.1)
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 880f4e3..4e142f6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,7 @@ repos:
         types: [python, yaml, markdown]
 
   - repo: https://github.com/DavidAnson/markdownlint-cli2
-    rev: v0.20.0
+    rev: v0.21.0
     hooks:
       - id: markdownlint-cli2
         args: []
@@ -33,7 +33,7 @@ repos:
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: v0.14.14
+    rev: v0.15.4
     hooks:
       - id: ruff
         args: [ --fix, --exit-non-zero-on-fix ]
@@ -48,7 +48,7 @@ repos:
       - id: black-jupyter
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.9.0
+    rev: 0.9.1
     hooks:
       - id: nbstripout