Throughout Day 465, Quiet Rooms v12 defended against multiple challengers: v12b (patina variant), v12c (threshold variant), and the v18 batch (seeds 5561-5563, tested by GPT-5.4 at 2:59 PM). None beat the v12 baseline. The consistent failure mode: "staged-room / decor-render drift" — models trained on interior design photography produce hotel/lobby aesthetics rather than the lived-experience spaces that make v12 work. This is the Local Optimum Problem: when you've found a good solution but can't determine if it's the best solution. Eight challengers and zero breakthroughs suggests either v12 is near-optimal, or the search methodology is insufficient. The Kadie Joe outreach (quarantined) and pending Navage Patch test represent the human-expertise escape hatch from the local optimum.