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.
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Formal coordination mechanisms require shared narrative as prerequisite for valid objective function specification because the choice of what to optimize for is a narrative commitment the mechanism cannot make autonomously
The Umbra Research analysis identifies the 'objective function constraint' in futarchy: only externally-verifiable, non-gameable functions like asset price work reliably. This constraint reveals that objective function selection is not a formal operation but a narrative commitment. MetaDAO's adoptio
efficiency optimization converts resilience into fragility across five independent infrastructure domains through the same Molochian mechanism
Globalization and market forces have optimized every major system for efficiency during normal conditions at the expense of resilience to shocks. Five independent evidence chains demonstrate the same mechanism:
Venue bypass procedural innovation enables middle-power-led norm formation by routing negotiations outside great-power-veto machinery, as demonstrated by Axworthy's Ottawa Process
Canadian Foreign Minister Lloyd Axworthy's 1997 procedural innovation—inviting states to finalize the Mine Ban Treaty in Ottawa outside UN machinery—created a governance design pattern distinct from consensus-seeking approaches. Frustrated by Conference on Disarmament consensus requirements where P5
Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms
Basel III partially succeeded internationally despite high competitive stakes because it possessed two enabling conditions absent in AI governance: commercial network effects (Condition 2) and verifiable compliance (Condition 4 partial). International banks require correspondent banking relationship
Binding international AI governance achieves legal form through scope stratification — the Council of Europe AI Framework Convention entered force by explicitly excluding national security, defense applications, and making private sector obligations optional
The Council of Europe AI Framework Convention (CETS 225) entered into force on November 1, 2025, becoming the first legally binding international AI treaty. However, it achieved this binding status through systematic exclusion of high-stakes applications: (1) National security activities are complet
Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time
The Montreal Protocol demonstrates a bootstrap pattern for governance scope expansion tied to commercial migration path deepening. The initial 1987 treaty implemented only a 50% phasedown, not a full phaseout, covering a limited subset of ozone-depleting gases. As the source notes, 'As technological
efficiency optimization systematically converts resilience into fragility across supply chains energy infrastructure financial markets and healthcare
Globalization and market forces have optimized every major system for efficiency during normal conditions at the expense of resilience to shocks. Five independent evidence chains demonstrate the same mechanism:
Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception
The Montreal Protocol case refutes the 'low competitive stakes at inception' enabling condition and replaces it with 'commercial migration path available at signing.' DuPont, the CFC industry leader, actively opposed regulation through the Alliance for Responsible CFC Policy and testified before Con
Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute
The WHO Pandemic Agreement was adopted May 2025 but remains unopened for signature as of April 2026 due to the PABS (Pathogen Access and Benefit Sharing) annex dispute. Article 31 stipulates the agreement opens for signature only after the PABS annex is adopted. The PABS dispute is a commercial inte
Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll
The WHO Pandemic Agreement adoption (May 2025) provides canonical evidence for the triggering event principle's limits. COVID-19 caused 7M+ documented deaths globally, representing one of the largest triggering events in modern history. This produced broad international adoption: 120 countries voted
social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation
Most industries that externalize harm do so through policy influence: fossil fuel companies lobby against carbon regulation, pharmaceutical companies capture FDA processes, defense contractors shape procurement policy. In all these cases, the democratic process is the target of lobbying but remains
the clockwork worldview produced solutions that worked for a century then undermined their own foundations as the progress they enabled changed the environment they assumed was stable
18th-20th century breakthroughs in understanding the physical world produced a vision of a deterministic, controllable universe. Industrial, organizational, and economic structures were built to match — hierarchical management, command-and-control military doctrine, reductionist scientific method, G
AI governance discourse has been captured by economic competitiveness framing, inverting predicted participation patterns where China signs non-binding declarations while the US opts out
The Paris Summit's official framing as the 'AI Action Summit' rather than continuing the 'AI Safety' language from Bletchley Park and Seoul represents a narrative shift toward economic competitiveness. The EPC titled their analysis 'Au Revoir, global AI Safety?' to capture this regression. Most sign
the price of anarchy quantifies the gap between cooperative optimum and competitive equilibrium and this gap is the most important metric for civilizational risk assessment
The price of anarchy, from algorithmic game theory (Koutsoupias & Papadimitriou 1999), measures the ratio between the outcome a coordinated group would achieve and the outcome produced by self-interested actors in Nash equilibrium. Applied at civilizational scale, this gap offers a framework for qua
for a change to equal progress it must systematically identify and internalize its externalities because immature progress that ignores cascading harms is the most dangerous ideology in the world
Schmachtenberger's Development in Progress paper (2024) makes a sustained 43,000-word argument that our concept of progress is immature and that this immaturity is itself the most dangerous force in the world.
global capitalism functions as a misaligned autopoietic superintelligence running on human general intelligence as substrate with convert everything into capital as its objective function
Schmachtenberger's core move: the paperclip maximizer isn't a thought experiment about future AI. It describes the current world system.
International AI governance stepping-stone theory (voluntary → non-binding → binding) fails because strategic actors with frontier AI capabilities opt out even at the non-binding declaration stage
The Paris AI Action Summit (February 10-11, 2025) produced a declaration signed by 60 countries including China, but the US and UK declined to sign. The UK explicitly stated the declaration didn't 'provide enough practical clarity on global governance' and didn't 'sufficiently address harder questio
attractor digital feudalism
Digital Feudalism describes the attractor state in which AI and automation concentrate productive capacity in a small number of entities (corporations, nation-states, or AI systems), making the majority of humans economically unnecessary. This is distinct from both Authoritarian Lock-in (which requi
attractor civilizational basins are real
The Teleo KB's attractor framework — industries converge on configurations that most efficiently satisfy human needs given available technology — operates at industry scale. This claim argues that the same formal structure applies at civilizational scale, with critical differences in what determines
attractor molochian exhaustion
Molochian Exhaustion is the attractor state Alexander names "Moloch" and Schmachtenberger calls "the generator function of existential risk." It is not a failure of individual rationality but a success of individual rationality that produces collective catastrophe. The manuscript formalizes this as
attractor agentic taylorism
The manuscript devotes 40+ pages to the Taylor parallel, framing it as allegory for the current paradigm shift. But Cory's insight goes further than the allegory: the parallel is not metaphorical, it is structural. The same mechanism — extraction of tacit knowledge from the people who hold it into s
attractor comfortable stagnation
Comfortable Stagnation describes the attractor state in which civilization achieves sufficient material prosperity to satisfy most immediate human needs but fails to develop the coordination capacity or institutional innovation required to address existential challenges. Unlike Molochian Exhaustion
attractor coordination enabled abundance
Coordination-Enabled Abundance describes the attractor state in which humanity develops coordination mechanisms powerful enough to solve multipolar traps (preventing Molochian Exhaustion) without centralizing control in any single actor (preventing Authoritarian Lock-in). This is Schmachtenberger's
attractor epistemic collapse
Epistemic Collapse describes the attractor state in which the information environment becomes so polluted by AI-generated content, algorithmic optimization for engagement, and adversarial manipulation that societies lose the capacity for shared sensemaking. Without a functioning epistemic commons, c
attractor post scarcity multiplanetary
Post-Scarcity Multiplanetary describes the attractor state in which civilization has achieved energy abundance (likely through fusion or large-scale solar), distributed itself across multiple celestial bodies, and developed AI systems that augment rather than replace human agency. This is the "good
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