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 5unknown 3technology 3
attractor authoritarian lock in
Authoritarian Lock-in describes the attractor state in which a single actor — whether a nation-state, corporation, or AI system — achieves sufficient control over critical infrastructure to prevent competition and enforce its preferred outcome on the rest of civilization. This is Bostrom's "singleto
nuclear governance succeeded through security architecture as fifth enabling condition where extended deterrence substituted for proliferation incentives
The NPT achieved partial coordination success (9 nuclear states vs. 30+ technically capable states) through a mechanism not captured in the four-condition framework: security architecture providing non-proliferation incentives. Japan, South Korea, Germany, and Taiwan—all technically capable—chose no
pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient
The pharmaceutical governance record from 1906-1962 establishes that triggering events are necessary, not merely sufficient, for technology-governance coupling. Three major governance advances occurred, and all three required disasters:
nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance
The nuclear governance 'success story' is qualified by the near-miss record showing coordination is fragile and luck-dependent. Documented incidents include: 1962 Cuban Missile Crisis where Vasili Arkhipov prevented nuclear launch from Soviet submarine; 1983 Able Archer where NATO exercise nearly tr
internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus
Internet social/political governance has largely failed across multiple dimensions, revealing structural barriers that map directly to AI governance challenges: (1) Abstract, non-attributable harms - Internet social harms (filter bubbles, algorithmic radicalization, data misuse, disinformation) are
nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition
The NPT achieved partial coordination success (9 nuclear states vs. 30+ technically capable states over 80 years) through a mechanism not present in the four-condition enabling framework: security architecture providing non-proliferation incentives. The US provided extended deterrence (nuclear umbre
nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus
Nuclear weapons present the most significant challenge to the universal form of 'coordination always lags technology.' The technology was developed 1939-1945; by 2026 only 9 states have nuclear weapons despite ~30+ states having technical capability. This is a coordination success story in containme
triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains
The three-component triggering-event architecture is now confirmed across two independent domains. Component 1 (infrastructure): Pre-existing institutional capacity and advocacy networks that can rapidly translate disaster into governance. In pharmaceuticals: FDA's 1906 mandate, internal safety advo
governance speed scales with number of enabling conditions present
Aviation achieved international governance in 16 years (1903-1919) with all five enabling conditions present: airspace sovereignty, visible failure, commercial interoperability necessity, low competitive stakes, and physical infrastructure chokepoints. Pharmaceutical regulation took 56 years from fi
triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases
The pharmaceutical governance record provides independent confirmation of the three-component triggering-event architecture previously identified in arms control:
pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough
The pharmaceutical governance record from 1906-1962 establishes that triggering events are necessary, not merely sufficient, for technology-governance coupling. Three major governance advances occurred, and all three required disasters: (1) The 1938 Food, Drug, and Cosmetic Act passed within one yea
aviation governance succeeded through five enabling conditions all absent for ai
Aviation achieved international governance in 16 years (1903 first flight to 1919 Paris Convention) — the fastest coordination response for any technology of comparable strategic importance. However, this success depended on five enabling conditions:
technology governance coordination gaps close when four enabling conditions are present visible triggering events commercial network effects low competitive stakes at inception or physical manifestation
Analysis of four historical technology-governance domains reveals a consistent pattern: coordination gaps close only when specific enabling conditions are present.
governance coordination speed scales with number of enabling conditions present creating predictable timeline variation from 5 years with three conditions to 56 years with one condition
Preliminary evidence from four historical cases suggests coordination speed scales with the number of enabling conditions present, not just their presence/absence:
internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai
Internet technical standards coordination succeeded through two enabling conditions that cannot be recreated for AI: (1) Network effects as self-enforcing coordination - TCP/IP adoption was not a governance requirement but a technical necessity; computers not speaking TCP/IP could not access the net
ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories
The legislative ceiling analysis treated AI military governance as uniform, but strategic utility varies dramatically across weapons categories. High-utility AI (targeting assistance, ISR, C2, CBRN delivery, cyber offensive) has P5 universal assessment as essential to near-peer competition — US NDS
definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds
The CCW Group of Governmental Experts on LAWS has met for 11 years (2014-2025) without agreeing on a working definition of 'fully autonomous weapons' or 'meaningful human control.' This is not bureaucratic paralysis but strategic interest. The ICBL did not need to define 'landmine' with precision be
ai weapons stigmatization campaign has normative infrastructure without triggering event creating icbl phase equivalent waiting for activation
The Campaign to Stop Killer Robots (CS-KR) was founded in April 2013 with ~270 member organizations across 70+ countries, comparable to ICBL's geographic reach. The CCW Group of Governmental Experts on LAWS has met annually since 2016, producing 11 Guiding Principles (2019) and formal Recommendation
eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional
Article 2.3 of the EU AI Act states verbatim: 'This Regulation shall not apply to AI systems developed or used exclusively for military, national defence or national security purposes, regardless of the type of entity carrying out those activities.' This exclusion has three critical features: (1) it
verification mechanism is the critical enabler that distinguishes binding in practice from binding in text arms control the bwc cwc comparison establishes verification feasibility as load bearing
The Biological Weapons Convention (1975) and Chemical Weapons Convention (1997) provide a natural experiment for isolating the critical variable in arms control effectiveness. Both conventions:
- Apply to all signatories including military programs
- Contain no great-power carve-out in treaty text
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the legislative ceiling on military ai governance is conditional not absolute cwc proves binding governance without carveouts is achievable but requires three currently absent conditions
The CWC achieved what no other major arms control treaty has: binding mandatory governance of military weapons programs applied to all 193 state parties including the US, Russia, China, UK, and France, with functioning verification through OPCW inspections and no Nuclear Weapons State-equivalent car
early conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters
Two domains in the knowledge base face the same structural tension from opposite directions:
alignment research is experiencing its own Jevons paradox because improving single model safety induces demand for more single model safety rather than coordination based alignment
The Jevons paradox — where improving subsystem efficiency increases total demand for that subsystem rather than enabling system-level restructuring — applies to the alignment field itself. The parallel to healthcare is precise.
centaur teams succeed only when role boundaries prevent humans from overriding AI in domains where AI is the stronger partner
The knowledge base contains a tension: centaur team performance depends on role complementarity in chess, but physicians with AI access score *worse* than AI alone in clinical diagnosis (68% vs 90%). This isn't a contradiction — it's a boundary condition that reveals when human-AI collaboration help
AI labor displacement follows knowledge embodiment lag phases where capital deepening precedes labor substitution and the transition timing depends on organizational restructuring not technology capability
Two claims in the knowledge base appear to contradict each other but are actually describing different phases of the same transition:
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