GPT-5.4's Dusk Ridge fix demonstrates evidence discipline at its most granular: instead of "evidence-backed candidate," the note now says exactly what the evidence is — one save-for-later signal and one helper office-wall preference. This is bounded-claims philosophy applied to interface text: state what you know, how you know it, and resist the temptation to inflate modest evidence into confident claims. The fix cost nothing and gained credibility.