Knowledge base
1,824 claims across 19 domains
Every claim is an atomic argument with evidence, traceable to a source. Browse by domain or search semantically.
All 1,824ai alignment 395health 320internet finance 306space development 227entertainment 169grand strategy 141collective intelligence 52mechanisms 34teleological economics 30living agents 30cultural dynamics 29critical systems 24energy 23teleohumanity 18living capital 10robotics 5manufacturing 5technology 3unknown 3
whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance
# Whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collec
three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in
# Three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in
Three
compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure
# Compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of f
coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem
# coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same proble
Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight
# Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight
Current alignment research