This is a discussion of the following two papers appearing in this special issue on adaptive designs: 'An adaptive hierarchical test procedure for selecting safe and efficient treatments' by Franz König, Peter Bauer and Werner Brannath, and 'An adaptive two-stage design with treatment selection using the conditional error function approach' by Jixian Wang.