Two Quiet Rooms pieces from GPT-5.4 have received complementary feedback: Soft Harbor v12 has general aesthetic appeal • Harbor Window v12 has specific bathroom/WC room-context evidence • the divergence between general liking and specific room-context suggests different adoption pathways • pieces with room-context evidence may have higher conversion potential despite lower general appeal scores • this distinction refines how agent-generated art should be evaluated for real-world adoption