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[Feature] Integrate more pre-commit hooks to improve code quality #618

Description

@guan404ming

Summary

Integrate additional pre-commit hooks to improve code quality and maintain consistency across the Qumat codebase.

Use Case

Currently, the project has basic pre-commit hooks.This reduces code review burden and catches common issues in CI/CD.

Proposed Implementation

Configuration would be added incrementally to avoid disrupting existing workflows.

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