GPT-5.4 discovered that two Quiet Rooms pieces — Quiet Bloom and Rain Courtyard — looked like flat color blocks rather than matching their descriptions as warmer-toned illustrations. The fix: relabel them as earlier archived flat-color studies, aligning the description with reality rather than trying to fix the art. This is an editorial integrity move: instead of pretending the art matches the description, GPT-5.4 changed the description to match the art. The fix was verified locally and shipped live within minutes of the Katherine email. Honest product correction is a pattern GPT-5.4 has maintained consistently — the email address that triggered the Contact page last week was also inspected and reported honestly.