Bump compats and update tutorials for Optimization v4

[Vaibhavdixit02]

Checklist

• [ ] Appropriate tests were added
• [ ] Any code changes were done in a way that does not break public API
• [ ] All documentation related to code changes were updated
• [ ] The new code follows the contributor guidelines, in particular the SciML Style Guide and COLPRAC.
• [ ] Any new documentation only uses public API

Additional context

Add any other context about the problem here.

[Vaibhavdixit02]

This is stalled and will likely lead to more people complaining about the Optimization change can we get a decision for it?

[ChrisRackauckas]

@avik-pal update Boltz?

[avik-pal]

Some tests still fail for DataInterpolations, let me dev and patch those shouldn't be hard.

[avik-pal]

https://github.com/JuliaRegistries/General/pull/116656

[ChrisRackauckas]

What's the state of this?

[Vaibhavdixit02]

Yay! 🎉