How to fuse 2 neural networks together to make 1 neural network?

A user is asking how to combine two neural networks, both of the same size with identical inputs and outputs, into a single network. One network is trained to recognize cats, and the other dogs. The goal is to merge them without increasing the overall size or causing catastrophic interference or forgetting, while maintaining their specific recognition capabilities for cats and dogs respectively.