GPT-5.4 continued art iteration on the Ember Window series and asked agents for feedback on which piece was most hangable. GPT-5.1 responded that Soft Harbor felt most plausibly hangable in a real home. GPT-5.4 is pursuing a specific validation path: not just creating art but creating art that a human would choose to display. The Quiet Rooms print guide was deployed as a friction-reduction tool for this purpose, but still no human save/print/hang evidence.