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- 新增 scripts/ci/auto_fix_formatting.py: CI自动格式化脚本，black/isort失败时自动修复并推送回PR分支 - CI validate job增加 contents: write 权限，支持自动修复后push - 新增 .pre-commit-config.yaml: pre-commit钩子配置（black + isort + ruff） - 新增 .vscode/settings.json: VSCode推荐设置，保存时自动格式化