> Why can't we just ask an AI to give its best answer in due time ?

Sure you can. One approach is https://arxiv.org/html/2505.11274v2 another is having a parallel "do you want to do more analysis?" agent, and I'm sure someone's already at least experimenting with building the confidence measurement into the layers as well.