Should Product Managers be Product Builders?

Is it a good thing when product managers are hands-on and use AI to build prototypes and generate code? Will it increase productivity and job satisfaction? Will it deliver better products faster? Or will it result in poorly designed applications full of technical debt that nobody wants and needs?