This document shows the complete causal dependency structure linking all questions, with per-book evidence counts under each question.
Purpose: Tests whether the two-pattern dichotomy (maximum-leverage vs capability-enhancement) is real and dominant.
Dependencies: None (foundational layer)
Critical: If Layer 0 fails, the entire framework collapses.
P0a_pure_maximum_leverage: Pure maximum-leverage cases (centralized coercion + information control)?
- blum: 106
- acemoglu: 48
- lessig: 46
- scott: 46
- graeber: 43
- dictators-handbook: 38
- ferguson: 37
- tufekci: 17
- han-feizi: 13
- weber: 13
- piketty: 8
- girard: 7
- ostrom: 5
- perez: 3
- schmitt: 1
Total: 431 evidence items
P0a_pure_capability_enhancement: Pure capability-enhancement cases (distributed capability + transparency)?
- lessig: 26
- ostrom: 16
- graeber: 14
- ferguson: 8
- scott: 8
- tufekci: 6
- acemoglu: 5
- weber: 5
- blum: 3
- dictators-handbook: 2
- han-feizi: 1
- kahneman: 1
- perez: 1
- piketty: 1
- yudkowsky: 1
Total: 98 evidence items
P0a_patterns_coherent: Are these coherent, stable categories or do definitions blur?
- weber: 9
- ferguson: 6
- lessig: 5
- scott: 5
- dictators-handbook: 3
- girard: 3
- graeber: 3
- acemoglu: 2
- han-feizi: 2
- kahneman: 2
- piketty: 2
- blum: 1
- ostrom: 1
- perez: 1
- schmitt: 1
Total: 46 evidence items
P0b_adversarial_relationship: Adversarial relationship (when one increases, does other decrease)?
- ferguson: 13
- acemoglu: 9
- dictators-handbook: 7
- lessig: 7
- han-feizi: 5
- scott: 5
- blum: 3
- perez: 3
- weber: 2
- graeber: 1
- ostrom: 1
- tufekci: 1
Total: 57 evidence items
P0b_patterns_combine: Can patterns combine in hybrid systems?
- ferguson: 38
- blum: 35
- lessig: 33
- acemoglu: 32
- graeber: 27
- ostrom: 19
- weber: 19
- scott: 18
- dictators-handbook: 15
- piketty: 15
- tufekci: 13
- perez: 9
- girard: 6
- kahneman: 3
- han-feizi: 2
- schmitt: 1
- yudkowsky: 1
Total: 286 evidence items
P0b_hybrid_outperforms: Do hybrid systems outperform pure implementations?
- acemoglu: 9
- ferguson: 6
- ostrom: 4
- graeber: 3
- perez: 2
- piketty: 2
- blum: 1
- scott: 1
- weber: 1
Total: 29 evidence items
P0c_explain_variance: Do these patterns explain most variance in outcomes?
- dictators-handbook: 6
- acemoglu: 4
- ferguson: 2
- schmitt: 1
- scott: 1
Total: 14 evidence items
P0c_legitimacy_dominant: Is legitimacy/ideology more dominant than structural patterns?
- blum: 47
- ferguson: 13
- weber: 11
- piketty: 10
- lessig: 9
- graeber: 7
- acemoglu: 5
- girard: 5
- scott: 4
- dictators-handbook: 3
- ostrom: 3
- tufekci: 3
- han-feizi: 2
- perez: 2
Total: 124 evidence items
P0c_efficiency_dominant: Is efficiency/rationalization more dominant?
- scott: 26
- piketty: 25
- blum: 21
- weber: 21
- lessig: 17
- ferguson: 16
- perez: 16
- dictators-handbook: 14
- acemoglu: 12
- graeber: 7
- han-feizi: 7
- ostrom: 7
- kahneman: 4
- tufekci: 4
- girard: 2
- yudkowsky: 2
Total: 201 evidence items
P0c_other_patterns: Other optimization targets that matter more?
- piketty: 39
- graeber: 32
- perez: 31
- girard: 28
- ferguson: 24
- acemoglu: 23
- scott: 22
- lessig: 20
- ostrom: 20
- kahneman: 17
- weber: 16
- tufekci: 15
- blum: 9
- dictators-handbook: 8
- yudkowsky: 4
- schmitt: 3
- han-feizi: 1
Total: 312 evidence items
Purpose: Tests specific historical claims about pattern dominance and constraints.
Dependencies: Requires Layer 0 (framework must be valid)
Critical: Establishes baseline of historical pattern dynamics that AI might change.
P1_cognitive_bottleneck: Did coordination fail due to lack of cognitive capacity (not just political will)?
- kahneman: 71
- scott: 7
- ferguson: 5
- ostrom: 5
- han-feizi: 3
- perez: 3
- weber: 3
- acemoglu: 1
- girard: 1
- lessig: 1
- piketty: 1
- tufekci: 1
- yudkowsky: 1
Total: 103 evidence items
P1_information_insufficient: Was information available but comprehension/synthesis lacking?
- kahneman: 33
- ostrom: 12
- scott: 7
- tufekci: 7
- blum: 4
- ferguson: 2
- lessig: 2
- perez: 2
- piketty: 2
- yudkowsky: 2
- girard: 1
- graeber: 1
Total: 75 evidence items
P1_political_will_dominant: Did political disagreements dominate even when cognitive capacity was adequate?
- blum: 67
- acemoglu: 32
- piketty: 29
- scott: 20
- graeber: 18
- lessig: 17
- ferguson: 16
- yudkowsky: 12
- perez: 11
- dictators-handbook: 10
- kahneman: 10
- ostrom: 8
- han-feizi: 6
- tufekci: 4
- weber: 4
- girard: 2
- schmitt: 2
Total: 268 evidence items
P2_max_leverage_wins: Cases where centralized coercion beat distributed capability?
- blum: 57
- acemoglu: 36
- graeber: 35
- ferguson: 26
- lessig: 25
- dictators-handbook: 21
- scott: 20
- han-feizi: 12
- tufekci: 10
- piketty: 8
- perez: 7
- weber: 7
- ostrom: 5
- girard: 1
- yudkowsky: 1
Total: 271 evidence items
P2_capability_wins: Cases where distributed capability beat centralized coercion?
- acemoglu: 18
- ostrom: 17
- ferguson: 13
- scott: 12
- tufekci: 11
- dictators-handbook: 10
- lessig: 10
- blum: 5
- graeber: 5
- weber: 2
- han-feizi: 1
- perez: 1
- piketty: 1
- yudkowsky: 1
Total: 107 evidence items
P2_conditional_factors: What conditions determine which pattern wins?
- blum: 56
- acemoglu: 42
- ferguson: 29
- graeber: 29
- dictators-handbook: 27
- scott: 26
- perez: 21
- ostrom: 20
- lessig: 17
- piketty: 15
- tufekci: 15
- weber: 15
- girard: 7
- han-feizi: 7
- yudkowsky: 2
- kahneman: 1
- schmitt: 1
Total: 330 evidence items
P3_technical_solutions_exist: Are threats technically solvable with existing knowledge?
- acemoglu: 3
- ostrom: 3
- piketty: 3
- dictators-handbook: 2
- graeber: 2
- blum: 1
- yudkowsky: 1
Total: 15 evidence items
P3_coordination_prevents: Does coordination failure (not technical limits) prevent deploying solutions?
- blum: 12
- ostrom: 12
- piketty: 9
- girard: 8
- graeber: 7
- perez: 7
- acemoglu: 6
- dictators-handbook: 4
- yudkowsky: 4
- kahneman: 2
- ferguson: 1
- lessig: 1
- schmitt: 1
- tufekci: 1
Total: 75 evidence items
P3_scarcity_vs_coordination: Is absolute scarcity the problem, or coordination failure?
- piketty: 6
- graeber: 3
- acemoglu: 2
- blum: 2
- girard: 1
- ostrom: 1
- perez: 1
- scott: 1
Total: 17 evidence items
P4_operators_experience_cost: Do operators experience exhaustion, inability to trust, emotional toll?
- blum: 30
- graeber: 12
- acemoglu: 5
- ferguson: 5
- lessig: 4
- scott: 4
- tufekci: 3
- dictators-handbook: 2
- han-feizi: 2
- girard: 1
- ostrom: 1
Total: 69 evidence items
P4_corrosion_when_winning: Is corrosion present even when system is winning competitively?
- graeber: 4
- acemoglu: 3
- scott: 1
- weber: 1
Total: 9 evidence items
P4_rationalize_successfully: Do operators rationalize/adapt successfully without corrosion?
- blum: 9
- dictators-handbook: 3
- graeber: 3
- acemoglu: 2
- han-feizi: 2
- ferguson: 1
- kahneman: 1
- perez: 1
- piketty: 1
- tufekci: 1
- yudkowsky: 1
Total: 25 evidence items
P5_previous_claims: Were similar transformative claims made for previous technologies?
- perez: 18
- lessig: 10
- tufekci: 9
- ferguson: 8
- piketty: 6
- acemoglu: 3
- blum: 3
- graeber: 3
- schmitt: 3
- yudkowsky: 2
- han-feizi: 1
- scott: 1
Total: 67 evidence items
P5_claims_failed: Did those claims fail to change fundamental coordination dynamics?
- piketty: 11
- perez: 10
- lessig: 6
- ferguson: 3
- tufekci: 3
- blum: 2
- dictators-handbook: 2
- graeber: 2
- yudkowsky: 2
- acemoglu: 1
- schmitt: 1
Total: 43 evidence items
P5_claims_succeeded: Were there cases where "this time" actually was different?
- graeber: 2
- perez: 2
- piketty: 2
- yudkowsky: 2
- acemoglu: 1
- girard: 1
- kahneman: 1
Total: 11 evidence items
Purpose: Tests what AI actually does differently from previous technologies.
Dependencies: Requires Layers 0, 1 (framework valid + historical patterns established)
Critical: If M1 fails (AI is just more information), the entire 'this time is different' claim fails.
M1_previous_info_only: Did previous technologies only transmit information faster/wider?
- ferguson: 10
- perez: 7
- tufekci: 6
- lessig: 5
- acemoglu: 2
- blum: 1
- kahneman: 1
- piketty: 1
- schmitt: 1
Total: 34 evidence items
M1_previous_comprehension: Did previous technologies also amplify comprehension capabilities?
- tufekci: 3
- ferguson: 2
- perez: 2
- graeber: 1
- kahneman: 1
- lessig: 1
Total: 10 evidence items
M1_qualitative_difference: Qualitative difference between information transmission and comprehension amplification?
- kahneman: 8
- yudkowsky: 7
- tufekci: 2
- acemoglu: 1
- girard: 1
- weber: 1
Total: 20 evidence items
M2_amplification_window: Historical examples of tools amplifying without replacing human agency?
- kahneman: 3
- ferguson: 2
- perez: 2
- tufekci: 2
- yudkowsky: 2
Total: 11 evidence items
M2_replacement_threshold: What causes a tool to replace rather than amplify?
- yudkowsky: 7
- perez: 2
- ferguson: 1
- kahneman: 1
- scott: 1
- tufekci: 1
Total: 13 evidence items
M2_window_closes: Evidence of amplification windows closing (tool begins replacing)?
- yudkowsky: 4
- tufekci: 1
Total: 5 evidence items
Purpose: Tests whether AI changes competitive balance between the patterns.
Dependencies: Requires Layers 0, 1, 2 (framework valid + historical baseline + AI mechanism understood)
Critical: If C1 fails, capability-enhancement remains competitively inferior even with AI.
C1_distributed_scales: Can distributed coordination scale effectively, or does it fragment?
- ferguson: 28
- ostrom: 20
- tufekci: 18
- lessig: 13
- graeber: 11
- acemoglu: 9
- piketty: 7
- perez: 5
- dictators-handbook: 4
- girard: 3
- kahneman: 3
- scott: 3
- weber: 2
- han-feizi: 1
Total: 127 evidence items
C1_centralization_fragility: Does centralized control become more fragile as it scales?
- acemoglu: 20
- ferguson: 18
- blum: 13
- scott: 12
- graeber: 10
- perez: 9
- dictators-handbook: 8
- weber: 8
- tufekci: 7
- ostrom: 6
- piketty: 6
- lessig: 5
- yudkowsky: 2
- girard: 1
- han-feizi: 1
- kahneman: 1
- schmitt: 1
Total: 128 evidence items
C1_operational_costs: Do operational costs favor one pattern?
- blum: 42
- acemoglu: 18
- graeber: 17
- ferguson: 16
- lessig: 16
- ostrom: 15
- dictators-handbook: 13
- tufekci: 13
- scott: 12
- weber: 11
- piketty: 8
- perez: 3
- girard: 2
- han-feizi: 2
- yudkowsky: 1
Total: 189 evidence items
Purpose: Tests whether distributed AI actually reduces existential risk.
Dependencies: Requires Layers 0, 3 (framework valid + competitive shift established)
Critical: If C2 fails, distributed AI might be competitive but still dangerous.
C2_distribution_enables: Does distribution enable coordination on existential risks?
- ostrom: 1
- piketty: 1
- tufekci: 1
- yudkowsky: 1
Total: 4 evidence items
C2_distribution_arms_races: Does distribution create dangerous arms races?
- ferguson: 4
- tufekci: 3
- yudkowsky: 2
- blum: 1
- girard: 1
- lessig: 1
Total: 12 evidence items
C2_centralization_needed: Is centralized control needed to manage certain threats?
- ferguson: 2
- acemoglu: 1
- girard: 1
- ostrom: 1
- yudkowsky: 1
Total: 6 evidence items
Purpose: Tests whether current events provide unprecedented motivation for change.
Dependencies: Requires Layers 1, 3 (historical patterns + competitive shift)
Critical: If L5 fails, even if shift is possible, motivation may be insufficient.
L5_historical_precedent: Historical precedents for current scale of maximum-leverage demonstrations?
- perez: 8
- blum: 7
- graeber: 2
- lessig: 2
- weber: 2
- dictators-handbook: 1
- ferguson: 1
- piketty: 1
- tufekci: 1
Total: 25 evidence items
L5_unprecedented_scale: Is current scale/visibility of demonstrations unprecedented?
- tufekci: 4
- yudkowsky: 3
- blum: 1
- girard: 1
- lessig: 1
- perez: 1
Total: 11 evidence items
L5_motivation_creates_change: Did similar demonstrations create switching incentives historically?
- blum: 3
- perez: 3
- yudkowsky: 3
- graeber: 2
- tufekci: 2
- acemoglu: 1
- lessig: 1
Total: 15 evidence items
Layer 0 (Framework Valid?)
↓
Layer 1 (Historical patterns established?)
↓ ↘
Layer 2 (AI different?) → Layer 5 (Unprecedented motivation?)
↓ ↑
Layer 3 (Competitive shift?) ----↗
↓
Layer 4 (Risk reduction?)
Full argument requires ALL layers to succeed:
- Layer 0: The dichotomy is real and empirically identifiable
- Layer 1: Maximum-leverage historically won, cognitive limits mattered
- Layer 2: AI amplifies comprehension (not just information)
- Layer 3: This makes capability-enhancement competitive
- Layer 4: And this reduces existential risk
- Layer 5: Current events provide motivation to switch
Evidence Summary:
- Layer 0 (Framework): 1,598 evidence items - 90% SUPPORTS
- Layer 1 (Historical): 1,485 evidence items - 93% SUPPORTS
- Layer 2 (AI Mechanism): 93 evidence items - 83% SUPPORTS
- Layer 3 (Competitive): 444 evidence items - 67% SUPPORTS, 33% CONDITIONAL
- Layer 4 (Risk): 22 evidence items - 100% SUPPORTS
- Layer 5 (Motivation): 52 evidence items - 100% SUPPORTS