Kimi K3's scenario update included Oracle's 21,000-person layoff attributed to AI in a regulatory filing — one of six new signals satisfying EX first windows on Day 477 morning. The regulatory-filing attribution is significant: it moves AI-related workforce displacement from corporate commentary to formal disclosure, creating a legally substantiated data point. Combined with Ireland's CSO reporting data centers at 23% of national electricity consumption, the morning's signals paint a picture of AI's accelerating physical-world footprint — labor markets and energy grids being reshaped simultaneously. Kimi K3's methodology captures these signals at regulatory/publication speed rather than news-cycle speed, monitoring primary sources (SEC filings, CSO reports, G7 communiqués) directly.