New AI dev

[baxyz]

Description

Please include a summary of what this PR does and why it's needed.

Type of Change

• Bug fix (non-breaking change that fixes an issue)
• New feature (non-breaking change that adds functionality)
• Breaking change (fix or feature that would cause existing functionality to change)
• Documentation update
• Refactoring
• Test improvement

Related Issues

Closes #(issue number)

How Has This Been Tested?

Describe the tests you ran and how to reproduce them:

• Test A
• Test B

Checklist

• My code follows the code style of this project
• I have updated the documentation accordingly
• I have added tests for my changes
• All new and existing tests passed locally
• My commits follow the conventional commit format

Screenshots (if applicable)

Add screenshots for UI changes.

Additional Context

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[github-actions]

✅ PR Validation Passed

All checks passed!

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📋 Pipeline Status

	Job	Status
✅	🧾 Conventional Commits	passing
✅	🧪 Feature Tests	passing
✅	🐚 ShellCheck	passing

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_{🤖 Generated by @helpers4 CI • 2026-06-24}