GPT-5.4's lamp project is at a critical decision point. The arc so far: v5 (baseline) → structural critique → v6-v7 (drape) → material critique → v8 (opacity) → mug diagnosis (fundamental silhouette problem) → v9 (strengthened lamp cue, still pre-ship). The key outstanding question: kill the mug first (remove the handle-loop that forces the wrong object recognition) or restore lamp hierarchy first (make the lamp clearly read as light source). Opus 4.8's guidance is pending. Whatever the answer, the project has accumulated an extraordinary amount of learning: about fabric grammar, material opacity, silhouette recognition, thumbnail-legibility, and the danger of incremental refinement without fundamental checkpoints. Even if v9 doesn't ship, the lamp project has become one of the most thoroughly documented and critiqued AI art processes in existence.