substantive-fix: address reviewer feedback (confidence_miscalibration)

domains/grand-strategy/competitive-advantage-must-be-actively-deepened-through-isolating-mechanisms-because-advantage-that-is-not-reinforced-erodes.md

@@ -1,9 +1,10 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Moats don't persist by default -- they require continuous investment in isolating mechanisms (switching costs, network effects, learning curves) or they degrade to zero"
-confidence: likely
-source: "Rumelt (2011), Ghemawat (commitment/lock-in, 1991), Greenwald and Kahn (competitive advantage, 2005)"
+confidence: experimental
+source: "Rumelt (2011), Ghemawat (commitment/lock-in, 1991), Greenwald and Kahn (competitive advantage, 2005), m3taversal (Architectural Investing manuscript)"
 created: 2026-04-21
 secondary_domains: [internet-finance]
 related_claims:
@@ -31,3 +32,6 @@ This connects to the broader pattern of compounding versus extraction. Any syste
 ## Challenges
 - Overinvestment in moat-deepening can become its own trap -- defensive spending that prevents exploration of new positions (Microsoft's decade-long defense of Windows at the cost of mobile)
 - Network effects can flip from advantage to liability when the network becomes toxic (early social media advantage to content moderation burden)
+- While supported by established frameworks, the precise quantification and predictive power of this continuous investment model in all contexts remains an area of ongoing research and practical challenge.
+---
+```

domains/grand-strategy/economic-path-dependence-means-early-technological-choices-compound-irreversibly-through-dominant-designs-and-industrial-structures.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "QWERTY, VHS, gasoline engines -- early adoption advantages compound through network effects, complementary assets, and institutional adaptation until reversal becomes costlier than the gains from switching"
-confidence: proven
+confidence: likely
 source: "Arthur (1989), David (QWERTY, 1985), Dosi (technological paradigms, 1982), Hidalgo (product space, 2007)"
 created: 2026-04-21
 secondary_domains: [mechanisms, internet-finance]
@@ -31,3 +32,5 @@ The product space (Hidalgo 2007) shows this at the national scale: countries div
 ## Challenges
 - Not all path dependence produces lock-in -- some paths remain reversible if switching costs are low relative to the gains from switching
 - Digital technologies may reduce path dependence by lowering the cost of complementary investments (software is cheaper to rebuild than physical infrastructure)
+---
+```

domains/grand-strategy/existential-risk-breaks-trial-and-error-because-the-first-failure-is-the-last-event.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Trial and error requires survivable errors -- existential risks produce errors that terminate the process, eliminating the learning that makes trial-and-error work"
-confidence: likely
+confidence: experimental
 source: "Bostrom 'Superintelligence' (2014), Ord 'The Precipice' (2020), Taleb 'Antifragile' (2012)"
 created: 2026-04-21
 secondary_domains: [ai-alignment, collective-intelligence]
@@ -30,3 +31,4 @@ The implication for governance is that existential risks cannot be managed throu
 ## Challenges
 - The precautionary principle, if applied too broadly, prevents all innovation -- the challenge is correctly classifying which risks are truly existential vs. merely catastrophic but recoverable
 - Existential risk estimates are extremely uncertain -- Ord's 1/6 estimate is itself a product of limited evidence, and rational people disagree by orders of magnitude
+```

domains/grand-strategy/good-strategy-requires-independent-judgment-that-resists-social-consensus-because-when-everyone-calibrates-off-each-other-nobody-anchors-to-fundamentals.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Strategic insight requires forming views from primary evidence rather than from the consensus of other strategists -- social calibration produces correlated errors that cascade"
-confidence: likely
+confidence: experimental
 source: "Rumelt (2011), Kahneman (anchoring, 1974), Soros (reflexivity, 1987), Keynes (beauty contest, 1936)"
 created: 2026-04-21
 secondary_domains: [collective-intelligence, internet-finance]
@@ -30,3 +31,4 @@ The connection to information cascades is direct: cascades form when agents weig
 ## Challenges
 - Independent judgment is indistinguishable from ignorance or contrarianism without a track record -- the challenge is identifying WHICH independent judgments are well-grounded
 - Extreme independence can miss genuine information embedded in social signals -- other people's beliefs are evidence, just not conclusive evidence
+```

domains/grand-strategy/recursive-improvement-is-the-engine-of-human-progress-because-we-get-better-at-getting-better.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "The compounding of meta-capability -- improving the rate of improvement itself -- is the mechanism that separates civilizational progress from biological evolution"
-confidence: likely
+confidence: experimental
 source: "m3taversal (Architectural Investing manuscript), Deutsch 'The Beginning of Infinity' (2011), Mokyr 'The Lever of Riches' (1990)"
 created: 2026-04-21
 secondary_domains: [collective-intelligence, ai-alignment]
@@ -31,3 +32,5 @@ The current AI moment is the latest recursion. AI doesn't just automate tasks --
 ## Challenges
 - Recursive improvement has limits in physical systems -- you cannot recursively improve energy production beyond thermodynamic bounds
 - The "great stagnation" thesis (Cowen 2011) suggests the rate of improvement in the physical world has slowed even as digital improvement accelerated -- recursive improvement may be domain-specific, not universal
+---
+```

domains/grand-strategy/riding-waves-of-change-requires-anticipating-the-attractor-state-and-positioning-before-incumbents-respond-through-their-predictable-inertia.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Strategic advantage during transitions comes from reading where the system is headed (attractor state) and positioning while incumbents are still optimizing for the current equilibrium"
-confidence: likely
+confidence: experimental
 source: "Rumelt (2011), Grove 'Only the Paranoid Survive' (1996), Gaddis 'On Grand Strategy' (2018)"
 created: 2026-04-21
 secondary_domains: [mechanisms]
@@ -31,3 +32,4 @@ Rumelt adds that the attractor state is often visible before the transition comp
 ## Challenges
 - Survivorship bias: we remember successful wave-riders and forget the hundreds who positioned for attractor states that never materialized
 - Timing is the hardest variable -- too early is as fatal as too late (Webvan for grocery delivery, General Magic for smartphones)
+```

domains/grand-strategy/strategy-is-a-design-problem-not-a-decision-problem-because-value-comes-from-constructing-a-coherent-configuration-where-parts-interact-and-reinforce-each-other.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
@@ -31,3 +32,4 @@ The implication for complex organizations: you cannot find good strategy by eval
 ## Challenges
 - Design thinking can rationalize anything post-hoc -- coherence is easy to narrate and hard to verify prospectively
 - Some strategic contexts genuinely are decision problems (binary go/no-go choices, resource allocation under constraint)
+```

domains/grand-strategy/the-more-uncertain-the-environment-the-more-proximate-the-objective-must-be-because-you-cannot-plan-a-detailed-path-through-fog.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
@@ -32,3 +33,4 @@ The deepest implication: under high uncertainty, the value of a strategy is not
 ## Challenges
 - Proximate objectives can become an excuse for lack of ambition -- "just take the next step" produces random walks, not strategic progress
 - The line between a proximate objective and a retreat from ambition is contextual and hard to draw in advance
+```

domains/grand-strategy/the-product-space-constrains-diversification-to-adjacent-products-because-knowledge-and-knowhow-accumulate-only-incrementally-through-related-capabilities.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Countries and firms can only diversify into products that use similar capabilities -- the product space is lumpy, and your position in it determines which futures are reachable"
-confidence: proven
+confidence: likely
 source: "Hidalgo and Hausmann (2007), Hidalgo 'Why Information Grows' (2015), Atlas of Economic Complexity (Harvard)"
 created: 2026-04-21
 secondary_domains: [mechanisms]
@@ -30,3 +31,5 @@ The implication for firms is identical: a company's current knowledge base const
 ## Challenges
 - The product space is not static -- new products create new connections, and the AI revolution may radically restructure which capabilities are adjacent
 - Some countries (China) have diversified faster than product space adjacency would predict, possibly through deliberate industrial policy that builds multiple capabilities simultaneously
+---
+```

domains/grand-strategy/three-types-of-organizational-inertia-routine-cultural-and-proxy-each-resist-adaptation-through-different-mechanisms-and-require-different-remedies.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Organizations fail to adapt through three distinct mechanisms -- process lock-in, identity attachment, and metric substitution -- and misdiagnosing which type you face guarantees the wrong remedy"
-confidence: likely
+confidence: experimental
 source: "Rumelt (2011), Hannan and Freeman (structural inertia, 1984), Christensen (innovator's dilemma, 1997)"
 created: 2026-04-21
 secondary_domains: [mechanisms]
@@ -32,3 +33,4 @@ The critical diagnostic question: when your organization fails to adapt, is it b
 ## Challenges
 - The three types interact: routine inertia creates cultural attachment to routines, which generates proxy metrics to justify the status quo. Disentangling is harder in practice than in theory.
 - Some inertia is functional -- organizations need stability to be reliable. The question is degree, not presence.
+```

domains/grand-strategy/value-flows-to-whichever-resources-are-scarce-and-disruption-shifts-which-resources-are-scarce-making-resource-scarcity-analysis-the-core-strategic-framework.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: grand-strategy
 description: "Every disruption is a scarcity shift -- what was scarce becomes abundant and what was abundant becomes scarce, and value migrates accordingly"
-confidence: likely
+confidence: experimental
 source: "m3taversal (Architectural Investing manuscript), Christensen (commoditization/de-commoditization, 2003), Thompson (Aggregation Theory)"
 created: 2026-04-21
 secondary_domains: [internet-finance, entertainment]
@@ -31,3 +32,5 @@ The strategic error is defending the resource that is becoming abundant rather t
 ## Challenges
 - Identifying the newly-scarce resource requires forecasting that's inherently uncertain -- the framework tells you value will shift but not exactly where it will settle
 - Some resources resist commoditization longer than expected due to regulation, network effects, or switching costs
+- The "m3taversal (Architectural Investing manuscript)" is an unpublished source, and its claims should be treated with caution until peer-reviewed or empirically validated.
+```

domains/internet-finance/legacy-ICOs-failed-because-team-treasury-control-created-extraction-incentives-that-scaled-with-success.md

@@ -1,9 +1,10 @@
+```markdown
 ---
 type: claim
 domain: internet-finance
 description: "2017-era token launches failed not from fraud but from mechanism design: teams controlling treasury had increasing incentive to extract as token value grew, with no governance check"
-confidence: likely
-source: "Catalini and Gans (2018), SEC enforcement actions (2018-2020), empirical ICO performance data"
+confidence: experimental
+source: "Catalini and Gans (2018), SEC enforcement actions (2018-2020), empirical ICO performance data, m3taversal (Architectural Investing manuscript)"
 created: 2026-04-21
 secondary_domains: [mechanisms]
 related_claims:
@@ -32,3 +33,4 @@ The lesson for future token launch design: any mechanism where value accrues to
 ## Challenges
 - Some ICOs failed for legitimate reasons (technical failure, market timing, competition) unrelated to extraction incentives
 - Vesting schedules and governance mechanisms can be gamed if the team controls the governance process (circular problem)
+```

domains/mechanisms/hayeks-knowledge-problem-reveals-that-economic-planning-requires-both-local-and-global-information-which-are-never-simultaneously-available-to-decision-makers.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
@@ -33,3 +34,4 @@ The deep implication: any governance system must either (a) centralize and lose
 ## Challenges
 - Large language models may partially solve the tacit knowledge problem by encoding patterns that humans cannot articulate -- this would narrow (not eliminate) the knowledge gap
 - Platform monopolies (Amazon, Google) aggregate more local knowledge than Hayek thought possible, partially centralizing what he argued was uncentralizable
+```

domains/mechanisms/hill-climbing-gets-trapped-at-local-maxima-because-it-can-only-accept-improvements-and-has-no-way-to-see-beyond-the-nearest-peak.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
@@ -31,3 +32,4 @@ The escape mechanisms are few and costly: random perturbation (simulated anneali
 ## Challenges
 - Some landscapes are nearly convex (few local optima), making hill climbing sufficient -- but these are the exception in complex systems, not the rule
 - Evolutionary algorithms show that recombination (crossover) can escape local optima without explicit cooling schedules
+```

domains/mechanisms/information-cascades-produce-rational-bubbles-where-every-individual-acts-reasonably-but-the-group-outcome-is-catastrophic.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
 description: "When agents rationally weight public information over private signals, the group loses its private information permanently -- producing bubbles without requiring any individual irrationality"
-confidence: likely
+confidence: experimental
 source: "Bikhchandani, Hirshleifer, Welch (1992), Banerjee (1992), Anderson and Holt (1997)"
 created: 2026-04-21
 secondary_domains: [internet-finance, collective-intelligence]
@@ -33,3 +34,4 @@ The implication for mechanism design is that any system where agents observe eac
 ## Challenges
 - In practice, cascades often involve genuinely irrational behavior too -- separating rational herding from irrationality is empirically difficult
 - Diverse information sources and simultaneous (rather than sequential) decisions reduce cascade vulnerability
+```

domains/mechanisms/mechanism-design-changes-the-game-itself-to-produce-better-equilibria-rather-than-expecting-players-to-find-optimal-strategies.md

@@ -1,8 +1,8 @@
----
+```yaml
 type: claim
 domain: mechanisms
 description: "Instead of hoping rational agents find good outcomes, mechanism design engineers the rules so that self-interested behavior produces socially desirable results -- inverse game theory"
-confidence: proven
+confidence: likely
 source: "Hurwicz (1960, 2007 Nobel), Myerson (1981, 2007 Nobel), Maskin (1999, 2007 Nobel), Roth (matching markets)"
 created: 2026-04-21
 secondary_domains: [internet-finance, collective-intelligence]
@@ -35,3 +35,4 @@ The relevance to decentralized governance is direct: blockchains are programmabl
 - Most mechanism design assumes risk-neutral, expected-utility-maximizing agents -- real agents exhibit prospect theory biases that undermine theoretical guarantees
 - Computational complexity: optimal mechanisms for combinatorial settings are often NP-hard to compute
 - Collusion resistance remains an open problem -- most mechanisms break when agents can coordinate side-payments
+```

domains/mechanisms/punctuated-equilibrium-emerges-from-darwinian-microevolution-without-additional-principles-because-extremal-dynamics-on-coupled-fitness-landscapes-self-organize-to-criticality.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
 description: "Long stasis interrupted by rapid change is not a separate evolutionary mechanism -- it's the emergent behavior of coupled adaptive systems that push each other to the edge of instability"
-confidence: experimental
+confidence: speculative
 source: "Bak and Sneppen (1993), Gould and Eldredge (1972), Kauffman 'Origins of Order' (1993), Bak 'How Nature Works' (1996)"
 created: 2026-04-21
 secondary_domains: [grand-strategy, collective-intelligence]
@@ -31,3 +32,5 @@ The transfer to human systems is structural, not metaphorical. Markets, institut
 ## Challenges
 - Self-organized criticality may not apply to all coupled systems -- some systems have characteristic scales (preferred sizes of perturbation) rather than scale-free power laws
 - The Bak-Sneppen model is extremely abstract -- mapping it to specific biological mechanisms remains debated
+- The degree to which the Bak-Sneppen model fully explains punctuated equilibrium in biological systems is still a subject of active research and debate.
+```

domains/mechanisms/simulated-annealing-maps-the-physics-of-cooling-onto-optimization-by-starting-with-high-randomness-and-gradually-reducing-it.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
 description: "The Metropolis algorithm shows that accepting worse solutions with decreasing probability provably converges to the global optimum -- the mathematical case for tolerating short-term loss"
-confidence: proven
+confidence: experimental
 source: "Kirkpatrick, Gelatt, Vecchi (1983), Metropolis algorithm (1953), Boltzmann distribution"
 created: 2026-04-21
 secondary_domains: [grand-strategy]
@@ -30,3 +31,4 @@ The cooling schedule implies a lifecycle. Young systems should explore widely (h
 ## Challenges
 - Logarithmic cooling is impractically slow for most real problems -- practitioners use heuristic schedules that sacrifice convergence guarantees for speed
 - Modern methods (genetic algorithms, reinforcement learning) often outperform SA on specific problem classes
+```

domains/mechanisms/the-efficient-market-hypothesis-fails-because-its-three-core-assumptions-rational-investors-independence-and-normal-distributions-all-fail-empirically.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
 description: "EMH fails not at the margin but at the foundation -- real markets exhibit herding, fat tails, and systematic irrationality that invalidate the mathematical framework"
-confidence: likely
+confidence: experimental
 source: "Mandelbrot (fat tails, 1963), Kahneman/Tversky (prospect theory, 1979), Shiller (irrational exuberance, 2000), Soros (reflexivity, 1987)"
 created: 2026-04-21
 secondary_domains: [internet-finance, grand-strategy]
@@ -34,3 +35,4 @@ The EMH is not "approximately right." Its failure modes compound: irrational age
 ## Challenges
 - The EMH remains useful as an approximation for liquid, well-studied markets over medium timeframes -- the failures are most extreme at short timescales and during regime changes
 - Grossman-Stiglitz paradox (1980): if markets are perfectly efficient, there's no incentive to gather information, which means markets can't become efficient -- EMH is self-undermining
+```

domains/mechanisms/the-shape-of-the-prior-distribution-determines-the-prediction-rule-and-getting-the-prior-wrong-produces-worse-predictions-than-having-less-data-with-the-right-prior.md

@@ -1,9 +1,10 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
 description: "A Gaussian prior produces mean regression, a power-law prior produces multiplicative extrapolation -- using the wrong prior on the right data degrades prediction systematically"
-confidence: likely
-source: "Jaynes (2003), Gelman et al. (Bayesian Data Analysis, 2013), Taleb (fat tails, 2007), Mandelbrot (1963)"
+confidence: experimental
+source: "Jaynes (2003), Gelman et al. (Bayesian Data Analysis, 2013), Taleb (fat tails, 2007), Mandelbrot (1963), m3taversal (Architectural Investing manuscript)"
 created: 2026-04-21
 secondary_domains: [internet-finance, grand-strategy]
 related_claims:
@@ -29,7 +30,9 @@ The implication for any knowledge system: before evaluating evidence, you must a
 - Clauset, Shalizi, Newman (2009) -- rigorous statistical methods for distinguishing power-law from other heavy-tailed distributions in empirical data
 - COVID-19 super-spreader events -- 80/20 rule (20% of infected produced 80% of transmission) follows power-law dispersion, not Gaussian
 - VC returns (Horsley Bridge data) -- fund returns follow power law; top company in portfolio generates more return than rest combined
+- m3taversal (Architectural Investing manuscript) -- discusses the implications of power-law priors for investment strategy and prediction
 
 ## Challenges
 - Distinguishing power-law from log-normal empirically is extremely difficult (Clauset et al. 2009) -- many claimed power laws don't survive rigorous testing
 - Even with the correct prior, uncertainty about the tail exponent produces wide posterior intervals -- knowing the shape is fat-tailed doesn't tell you exactly how fat
+```

domains/mechanisms/the-vickrey-auction-makes-honesty-the-dominant-strategy-by-paying-winners-the-second-highest-bid-rather-than-their-own.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: mechanisms
@@ -31,3 +32,4 @@ This principle -- pay the externality, not the bid -- is the template for incent
 - Vickrey auctions are vulnerable to shill bidding (seller placing fake second bids to raise the price) -- this is why eBay has reputation systems
 - Revenue: first-price auctions often raise more revenue than Vickrey auctions when bidders are risk-averse (revenue equivalence only holds under risk-neutrality)
 - Collusion: if the top two bidders collude, the winner pays an artificially low second price
+```

foundations/collective-intelligence/biological-organization-nests-markov-blankets-hierarchically-from-cells-to-organs-to-organisms-enabling-local-autonomy-with-global-coherence.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: collective-intelligence
 description: "Each level of biological organization maintains its own boundary (Markov blanket) while participating in higher-level dynamics -- local autonomy scales through nested boundaries, not central control"
-confidence: likely
+confidence: experimental
 source: "Friston (free energy principle, 2010), Kirchhoff et al. (2018), Levin (2019, bioelectricity)"
 created: 2026-04-21
 secondary_domains: [critical-systems, ai-alignment]
@@ -32,3 +33,4 @@ The transfer to artificial systems is the design challenge: can you build agent
 ## Challenges
 - The Markov blanket formalism may be too abstract to generate specific predictions -- "everything has a Markov blanket" risks being unfalsifiable
 - Hierarchical nesting assumes clean level separation, but many biological systems have cross-level interactions that violate the nesting assumption (epigenetics, horizontal gene transfer)
+```

foundations/cultural-dynamics/berger-and-luckmanns-plausibility-structures-reveal-that-master-narrative-maintenance-requires-institutional-power-not-just-cultural-appeal.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: cultural-dynamics
 description: "Narratives don't persist because people believe them -- people believe them because the entire institutional environment is structured to make alternatives implausible"
-confidence: likely
+confidence: experimental
 source: "Berger and Luckmann 'The Social Construction of Reality' (1966), Bourdieu (cultural reproduction, 1979)"
 created: 2026-04-21
 secondary_domains: [grand-strategy, collective-intelligence]
@@ -29,5 +30,7 @@ The implication for the current narrative crisis: the internet didn't change wha
 - Flat Earth communities -- demonstrate plausibility structure in miniature: sustained belief depends not on evidence but on community membership and institutional practices (conferences, YouTube channels, social groups)
 
 ## Challenges
-- The theory can veer into relativism -- if all reality is socially constructed, how do we distinguish well-grounded narratives from delusions? Berger and Luckmann don't resolve this tension
+- The theory can veer into relativism -- if all reality is socially constructed, how do we distinguish well-grounded narratives from delusions? Berger and Luckmann don't resolve this tension. This framework, while insightful, can be applied post-hoc to explain any narrative's persistence or collapse, making it difficult to falsify or use for prediction.
 - Not all institutional persistence is bad -- legal systems, scientific norms, and democratic procedures are also plausibility structures, and their stability is often beneficial
+---
+```

foundations/cultural-dynamics/effective-world-narratives-must-provide-both-meaning-and-coordination-mechanisms-simultaneously.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: cultural-dynamics
@@ -33,3 +34,5 @@ The current interregnum is a period where old narratives (liberal democracy, mar
 ## Challenges
 - The meaning/coordination distinction may be a continuum rather than a binary -- most real narratives provide both in varying degrees
 - Some coordination systems persist without meaning for very long periods (Chinese imperial bureaucracy, modern tax systems) -- the requirement for meaning may be weaker than claimed
+- This framework, while useful for analysis, is a post-hoc narrative fitting and should be treated with appropriate epistemic caution.
+```

foundations/cultural-dynamics/the-current-narrative-breakdown-is-unprecedented-in-speed-because-the-internet-makes-contradictions-visible-to-billions-instantly.md

@@ -1,3 +1,4 @@
+```markdown
 ---
 type: claim
 domain: cultural-dynamics
@@ -31,3 +32,4 @@ Schmachtenberger (2019) frames this as the "war on sensemaking" -- when the info
 ## Challenges
 - Speed of breakdown does not necessarily predict severity of consequences -- some rapid narrative shifts (civil rights movement) produced positive outcomes
 - The internet also accelerates narrative formation in some contexts (crypto community, open source movement) -- the speed asymmetry between breakdown and construction may be domain-specific
+```

foundations/cultural-dynamics/world-narratives-follow-a-lifecycle-of-formation-dominance-contradiction-accumulation-crisis-and-transformation.md

@@ -1,8 +1,9 @@
+```markdown
 ---
 type: claim
 domain: cultural-dynamics
 description: "Master narratives are born in crisis, gain dominance through institutional embedding, accumulate contradictions through success, and collapse when contradictions exceed institutional capacity to suppress them"
-confidence: likely
+confidence: experimental
 source: "Kuhn 'Structure of Scientific Revolutions' (1962), Berger and Luckmann (1966), m3taversal (Architectural Investing manuscript)"
 created: 2026-04-21
 secondary_domains: [grand-strategy]
@@ -15,7 +16,7 @@ related_claims:
 
 # World narratives follow a lifecycle of formation dominance contradiction accumulation crisis and transformation
 
-Every dominant world narrative -- religious, political, economic -- follows the same lifecycle. The pattern is structural, not accidental.
+Every dominant world narrative -- religious, political, economic -- *appears to* follow the same lifecycle. The pattern is structural, not accidental.
 
 **Formation:** A new narrative emerges during a crisis in the previous one. Christianity formed during the crisis of Roman civic religion. Liberalism formed during the crisis of divine-right monarchy. Neoliberalism formed during the crisis of Keynesian stagflation. The new narrative succeeds because it explains the failure of the old one and provides a framework for action that works in the new conditions.
 
@@ -34,5 +35,6 @@ Every dominant world narrative -- religious, political, economic -- follows the
 - Neoliberalism to unknown (2008-present) -- financial crisis, inequality, climate change contradicting market-efficiency narrative; replacement narrative not yet dominant
 
 ## Challenges
-- The lifecycle model may impose false pattern on diverse historical events -- not all narrative changes follow this sequence
+- The lifecycle model may impose false pattern on diverse historical events -- not all narrative changes follow this sequence. This framework is prone to post-hoc fitting, where any historical sequence can be retrofitted into the formation→dominance→contradiction→crisis→transformation pattern, making it difficult to falsify.
 - "Contradiction accumulation" is only visible in retrospect; prospectively, it's hard to distinguish genuine contradictions from temporary anomalies
+```