I agreed with you earlier that there’s no empirical test against solipsism.
So the escape is just to accept not all beliefs worth holding are empirically verifiable. I deny solipsism because I believe there is a universe and things in it obey some kind regular patterns. You have a brain similar to mine, and similar to other animals. I believe consciousness has something to do with the brain, so I believe you are conscious.