[Issue]: numpy version support

[marklysze]

Describe the issue

A community member noted that they are having a problem incorporating the ag2 package because the numpy version dependencies are different between Python 3.13 and <= Python 3.12.

Because no versions of ag2 match >0.7.1,<0.8.0
 and ag2 (0.7.1) depends on pyautogen (0.7.1), ag2 (>=0.7.1,<0.8.0) requires pyautogen (0.7.1).
And because pyautogen (0.7.1) depends on numpy (>=2.1), ag2 (>=0.7.1,<0.8.0) requires numpy (>=2.1).
So, because <their package> depends on both numpy (>=1.24.0,<2.0.0) and ag2 (^0.7.1), version solving failed.

Can we make the numpy version dependency consistent across all AG2 support Python versions?

Steps to reproduce

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Screenshots and logs

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Additional Information

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