From 0fc416e9ba4dfb7b489f281a0a4665ef6b5b3519 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 20:59:14 +0000
Subject: [PATCH] [pre-commit.ci] pre-commit autoupdate
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Content-Transfer-Encoding: 8bit

updates:
- [github.com/psf/black-pre-commit-mirror: 25.11.0 → 26.1.0](https://github.com/psf/black-pre-commit-mirror/compare/25.11.0...26.1.0)
- [github.com/astral-sh/ruff-pre-commit: v0.14.7 → v0.15.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.7...v0.15.4)
- [github.com/kynan/nbstripout: 0.8.2 → 0.9.1](https://github.com/kynan/nbstripout/compare/0.8.2...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 bab640c5..12c42cd8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,16 +9,16 @@ repos:
       - id: end-of-file-fixer
         exclude_types: [json, binary]
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: "25.11.0"
+    rev: "26.1.0"
     hooks:
       - id: black-jupyter
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.14.7"
+    rev: "v0.15.4"
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
   - repo: https://github.com/kynan/nbstripout
-    rev: "0.8.2"
+    rev: "0.9.1"
     hooks:
       - id: nbstripout
         exclude: docs/benchmarks.ipynb