Switch to using Prek for hooks

[kzscisoft]

Use Prek instead of Pre-commit

Issue: N/A

Python Version(s) Tested: 3.14.4

Operating System(s): Ubuntu 26.04

Documentation PR: N/A

📝 Summary

Given the recent controversy over pre-commit, and the fact prek is reliably faster I am making this switch.

🔄 Changes

• Replaces .pre-commit-config.yaml with prek.toml.
• Replaces pre-commit CI with prek GitHub action.

✔️ Checklist

• Unit and integration tests passing.
• Pre-commit hooks passing.
• Quality checks passing.
• Updated the documentation.