feat(o-gui-agent): insert preset messages before real query from user

[ZhaoHeh]

Summary

Checklist

• Added or updated necessary tests (Optional).
• Updated documentation to align with changes (Optional).
• Verified no breaking changes, or prepared solutions for any occurring breaking changes (Optional).
• My change does not involve the above items.

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