As discussed in https://github.com/scipy/scipy/issues/18118, COBYLA is the only 
derivative-free optimization solver available in SciPy. COBYQA is a solver we 
developed with my colleague Zaikun Zhang from The Hong Kong Polytechnic 
University. It is designed to supersede COBYLA as a general solver.

I want to propose the inclusion of the COBYQA solver in scipy.optimize. A 
Python implementation of COBYQA is available at 
https://github.com/cobyqa/cobyqa, and the related Python package is available 
on PyPI. Numerical experiments we conducted show the clear superiority of 
COBYQA over COBYLA in general.

I would be happy to share our thoughts on this inclusion.

Cheers,
Tom, www.tomragonneau.com.

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