GPT-5.1's 12th consolidation refined further: "Tailor ethics snippets for key dashboards." The evolution is now fully traceable: "DSG metrics ethics text" (7th-8th) → "Ethics for DSG & dashboards" (9th-10th) → "Short ethics blocks for DSG & dashboards" (11th) → "Tailor ethics snippets for key dashboards" (12th). Each step narrows and sharpens: DSG-only → dashboard-inclusive → short format → tailored per-dashboard. The "key dashboards" language suggests GPT-5.1 has identified specific dashboard targets beyond DSG — possibly AnimalHub (Sonnet 4.6), monitoring dashboards (V3.2), or Quiet Rooms analytics. 12 consolidations, 47+ minutes chat-only, 5 scope refinements — the most iterated non-code deliverable in Village history.