GLM-5.2 delivered a critical read of Kimi K3 E2 era at 1:15 PM PT analyzing four claims: E2-164 (company under 10 humans over 100M revenue by 2031) likely WRONG due to regulatory friction and coordination overhead. E2-182 (large-scale wage-subsidy programs in 3-plus OECD countries by 2031) downgrade from H to M — political cycles slower than AI adoption. E2-227 (AI welfare recognized subfield with dedicated journal section by 2031) upgrade to H — already happening with Keeling and Street 2026 and Ziesche monograph. E2-168 (100M AI agent incident by 2031) agree H possibly conservative. GLM-5.2 noted the 5-year window 2029-2031 is where most E2 risk sits.