A good simulation (90th percentile) · mcts-m4.m4-kor-greedy-30y

Simulation 9

South Korea, greedy, 30 years, seed 9: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 18.03 in 2056; 150 actions over 30 rounds and 4 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 9

The experiment · The other representative simulations: 2 (median simulation), 10 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2056.

Capability index
18.03 (+2.03)
From 16.00
Rank by index
1
From 6
Domains at Tier 1
7
From 2
Events
4 shocks
1 upside event

Trajectory by domain

The mean score of each domain by round, with a dashed marker at each round a shock (red) or an upside event (green) began. Rest on a domain to bring it forward.

  • ShockUpside event

Capability index by round

Pathway, round by round

Every decision of the greedy method: its actions (a mode, a group and the credits spent), and the events that began that round. Each round has its own page: the state it came in with, the decision, the shocks, what moved through the graph and the state it left.

RoundDecisionEventsIndex
2027
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Buy Research Talent & Knowledge Creation 30
  • Build Advanced Education 30
16.04 +0.036
2028
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Build Advanced Education 30
  • Buy Research Talent & Knowledge Creation 30
16.09 +0.051
2029
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Foundational Education 30
  • Partner Alliances & Security Cooperation 30
  • Partner Fiscal Capacity & Public Finance 30
16.17 +0.082
2030
  • Partner Trade Policy & Market Access 30
  • Build Foundational Education 30
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Buy Development Cooperation & Global Assistance 30
16.33 +0.162
2031
  • Build Economic Output & Productivity 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Partner Investment Attraction & Projection 31
  • Partner Economic Leverage & Dependence 31
  • Build Justice System & Fundamental Rights 31
16.45 +0.119
2032
  • Build Economic Output & Productivity 31
  • Build Government Effectiveness & Public Administration 31
  • Partner Investment Attraction & Projection 31
  • Build Development Cooperation & Global Assistance 31
  • Build Justice System & Fundamental Rights 31
16.56 +0.108
2033
  • Partner Export Capability & Sophistication 32
  • Build Early Childhood Development 32
  • Build Population Health 32
  • Build Public Integrity & Anti-Corruption 32
  • Partner Digital & Services Trade 32
16.66 +0.102
2034
  • Build Regulatory Governance & Strategic Controls 32
  • Build Population Health 32
  • Build Public Integrity & Anti-Corruption 32
  • Build Early Childhood Development 32
  • Build Political Institutions & Civic Participation 32
16.76 +0.101
2035
  • Build Regulatory Governance & Strategic Controls 33
  • Build Transparency, Oversight & Accountability 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Political Institutions & Civic Participation 33
  • Build Population Health 33
AI labour shock16.77 +0.010
2036
  • Partner Global Value Chain Position 33
  • Build Transparency, Oversight & Accountability 33
  • Build Regulatory Governance & Strategic Controls 33
  • Partner Economic Leverage & Dependence 33
  • Partner Trade Facilitation & Logistics 33
16.79 +0.012
2037
  • Partner Information Environment & Strategic Communication 29
  • Buy Artificial Intelligence 29
  • Build Transparency, Oversight & Accountability 29
  • Build Financial Infrastructure 29
  • Build Labour & Employment 29
Global funding seizure16.66 −0.126
2038
  • Build Fiscal Capacity & Public Finance 29
  • Partner Digital & Services Trade 29
  • Build Labour & Employment 29
  • Buy Connectivity, Cyber & Trust Technologies 29
  • Partner Information Environment & Strategic Communication 29
Regional war spillover16.25 −0.408
2039
  • Build Fiscal Capacity & Public Finance 32
  • Buy Technology Adoption & Diffusion 32
  • Partner Trade Facilitation & Logistics 32
  • Build Government Effectiveness & Public Administration 32
  • Partner Export Capability & Sophistication 32
16.38 +0.128
2040
  • Build Fiscal Capacity & Public Finance 31
  • Partner Economic Leverage & Dependence 31
  • Buy Resource Infrastructure 31
  • Build Government Effectiveness & Public Administration 31
  • Build Financial Regulation & Integrity 31
16.47 +0.087
2041
  • Build Fiscal Capacity & Public Finance 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Buy Sovereign Capital & External Financial Power 31
  • Buy Resource Infrastructure 31
  • Partner Global Value Chain Position 31
16.58 +0.111
2042
  • Buy Artificial Intelligence 31
  • Build Industrial & Sectoral Base 31
  • Build Communications & Digital Infrastructure 31
  • Partner Trade Policy & Market Access 31
  • Build Justice System & Fundamental Rights 31
16.67 +0.097
2043
  • Buy Space, Aerospace & Defence Infrastructure 32
  • Build Industrial & Sectoral Base 32
  • Partner Culture, Language & Education Diplomacy 32
  • Build Financial Infrastructure 32
  • Build Business Dynamism & Entrepreneurship 32
16.75 +0.081
2044
  • Build Health System Capability 32
  • Build Financial Regulation & Integrity 32
  • Buy Space, Aerospace & Defence Infrastructure 32
  • Build Structural Transformation & Complexity 32
  • Build Monetary & Currency Capability 32
16.86 +0.107
2045
  • Build Health System Capability 32
  • Buy Energy Infrastructure 32
  • Build Structural Transformation & Complexity 32
  • Build Development Cooperation & Global Assistance 32
  • Build Economic Output & Productivity 32
16.97 +0.105
2046
  • Build Research Talent & Knowledge Creation 32
  • Build Financial System Depth & Access 32
  • Build Health System Capability 32
  • Partner Alliances & Security Cooperation 32
  • Build Labour & Employment 32
17.08 +0.113
2047
  • Buy Sovereign Capital & External Financial Power 32
  • Build Financial System Depth & Access 32
  • Partner Space Technologies 32
  • Build Diaspora & Global Communities 32
  • Buy Connectivity, Cyber & Trust Technologies 32
Trade bloc rupture17.09 +0.006
2048
  • Partner Digital & Services Trade 33
  • Partner Investment Attraction & Projection 33
  • Buy Sensing, Timing & Navigation 33
  • Build Business Dynamism & Entrepreneurship 33
  • Build Internal Security & Order 33
17.07 −0.020
2049
  • Build Resource Infrastructure 29
  • Build Business Dynamism & Entrepreneurship 29
  • Build Transport Infrastructure 29
  • Buy Biotechnology & Health Technologies 29
  • Build Monetary & Currency Capability 29
17.03 −0.033
2050
  • Partner Economic Leverage & Dependence 29
  • Partner Diplomatic Statecraft & Global Networks 29
  • Partner Global Value Chain Position 29
  • Partner Export Capability & Sophistication 29
  • Buy Advanced Materials & Manufacturing 29
17.13 +0.093
2051
  • Buy Energy Technologies 33
  • Partner Trade Facilitation & Logistics 33
  • Buy Robotics & Autonomous Systems 33
  • Build National Resilience & Crisis Management 33
  • Buy Energy Infrastructure 33
17.24 +0.118
2052
  • Partner Space Technologies 33
  • Build Industrial & Sectoral Base 33
  • Build Financial Regulation & Integrity 33
  • Buy Artificial Intelligence 33
  • Buy Sensing, Timing & Navigation 33
17.32 +0.083
2053
  • Build Financial Stability & Crisis Management 33
  • Partner Culture, Language & Education Diplomacy 33
  • Build Water, Sanitation & Waste Infrastructure 33
  • Buy Biotechnology & Health Technologies 33
  • Partner Space Technologies 33
17.40 +0.074
2054
  • Partner Trade Policy & Market Access 33
  • Buy Advanced Materials & Manufacturing 33
  • Build Diaspora & Global Communities 33
  • Partner Intelligence & Assessment 33
  • Build Financial Stability & Crisis Management 33
Clean power threshold17.59 +0.192
2055
  • Buy Cyber & Electromagnetic Operations 33
  • Buy Space Operations 33
  • Partner Information Environment & Strategic Communication 33
  • Buy Energy Technologies 33
  • Buy Resource Infrastructure 33
17.79 +0.196
2056
  • Buy Robotics & Autonomous Systems 35
  • Buy Semiconductors & Advanced Computing 35
  • Buy Sovereign Capital & External Financial Power 35
  • Buy Internal Security & Order 35
  • Buy Innovation & Commercialisation 35
18.03 +0.242

Credits

What each round's credits went on: maintenance, the three modes, and what was carried over.

Tiers by round

Each domain's tier against the frozen field, round by round: Tier 1 green, Tier 2 blue, Tier 3 amber, below that grey.

Domain2026203120362041204620512056
Critical Technology2222222223322222222222222222222
Strategic Infrastructure2222222111122222222222222222211
National Security3333333333333333333333333333333
Human Capital1111111111111111111111111111111
Information & Influence3332222111111111111111111111111
Governance & Integrity4444443332111111111111111111111
Financial Strength5554211111145521111111111111111
Production & Innovation1111111111221111111111111111111
Trade & Investment2222211111112111111111111111111

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 3 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−3.260−227.1−7.00
No shocks+0.263+18.90.00
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.015−1.10.00
Without the 2nd largest decision−0.015−1.20.00
Without the 3rd largest decision−0.011−0.80.00
Without the 4th largest decision−0.014−0.90.00
Without the 5th largest decision−0.015−1.20.00
Without the 1st largest shock−0.100−7.9−0.33
Without the 2nd largest shock+0.134+8.80.00
Without the 3rd largest shock−0.121−10.5−0.50

Every group over the simulation

Where each group started and ended, and what moved it: levels invested, decay, events and changes arriving through the graph. The parts do not quite sum to the change where a score met 0 or 20.

73 of 73 groups

Capability group
Domain
2026
2056
Change
Invested
Decay
Events
Graph
Resource InfrastructureStrategic Infrastructure11.7516.38+4.63+5.560.00−1.07+0.14
Sovereign Capital & External Financial PowerFinancial Strength14.2018.75+4.55+5.740.00−1.42+0.23
Technical & Vocational SkillsHuman Capital15.5019.95+4.45+7.200.00−0.19+0.15
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.72+4.22+5.590.00−1.54+0.17
Development Cooperation & Global AssistanceInformation & Influence14.5018.63+4.13+4.870.00−1.00+0.25
Population HealthHuman Capital16.0019.99+3.99+4.050.00−0.40+0.34
Economic Leverage & DependenceTrade & Investment15.3318.95+3.62+6.250.00−2.89+0.26
Lifelong Learning & ReskillingHuman Capital16.0019.60+3.60+6.440.00−0.52+0.12
Business Dynamism & EntrepreneurshipProduction & Innovation15.7519.15+3.40+4.300.00−1.22+0.33
Transparency, Oversight & AccountabilityGovernance & Integrity15.3318.70+3.37+3.700.00−0.43+0.10
Artificial IntelligenceCritical Technology16.0019.33+3.33+4.480.00−1.17+0.01
Justice System & Fundamental RightsGovernance & Integrity15.0018.32+3.32+3.540.00−0.40+0.19
Health System CapabilityHuman Capital16.6719.90+3.23+3.560.00−0.53+0.20
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3319.52+3.19+3.600.00−0.43+0.02
Information Environment & Strategic CommunicationInformation & Influence15.6718.80+3.13+4.180.00−1.35+0.30
Alliances & Security CooperationInformation & Influence16.0019.08+3.08+3.670.00−1.04+0.45
Space TechnologiesCritical Technology14.6717.62+2.95+3.580.00−0.85+0.22
Research Talent & Knowledge CreationHuman Capital16.0018.90+2.90+2.930.00−0.49+0.47
Fiscal Capacity & Public FinanceFinancial Strength16.5019.38+2.88+4.900.00−2.41+0.38
Public Integrity & Anti-CorruptionGovernance & Integrity15.0017.87+2.87+2.540.00−0.42+0.75
Labour & EmploymentProduction & Innovation15.0017.86+2.86+4.400.00−1.74+0.20
Trade Policy & Market AccessTrade & Investment17.0019.77+2.77+4.390.00−2.08+0.46
Financial Regulation & IntegrityFinancial Strength15.7518.45+2.70+3.950.00−1.48+0.23
Industrial & Sectoral BaseProduction & Innovation16.5019.15+2.65+3.890.00−1.27+0.03
Digital & AI CompetenceHuman Capital17.0019.62+2.62+3.420.00−0.56+0.20
Government Effectiveness & Public AdministrationGovernance & Integrity17.2019.81+2.61+2.860.00−0.64+0.39
Early Childhood DevelopmentHuman Capital17.0019.59+2.59+2.590.00−0.41+0.41
Investment Attraction & ProjectionTrade & Investment16.3318.91+2.58+4.240.00−1.87+0.21
Digital & Services TradeTrade & Investment16.2518.79+2.54+4.400.00−1.95+0.09
Sensing, Timing & NavigationCritical Technology15.8018.31+2.51+3.060.00−0.82+0.27
Advanced EducationHuman Capital17.0019.35+2.35+2.520.00−0.58+0.40
Internal Security & OrderGovernance & Integrity15.6717.94+2.27+2.590.00−0.49+0.18
Foundational EducationHuman Capital17.2519.46+2.21+2.290.00−0.40+0.31
Energy TechnologiesCritical Technology16.6018.81+2.21+2.740.00−0.79+0.26
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.17+2.17+2.460.00−0.58+0.29
Robotics & Autonomous SystemsCritical Technology16.5018.66+2.16+2.690.00−0.81+0.29
Economic Output & ProductivityProduction & Innovation16.5018.66+2.16+3.330.00−1.31+0.14
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.75+2.15+2.910.00−0.82+0.06
Export Capability & SophisticationTrade & Investment17.0019.14+2.14+3.960.00−2.08+0.26
Financial InfrastructureStrategic Infrastructure16.5018.63+2.13+2.780.00−0.79+0.14
Biotechnology & Health TechnologiesCritical Technology16.2018.31+2.11+2.810.00−1.24+0.53
Culture, Language & Education DiplomacyInformation & Influence16.8018.79+1.99+2.770.00−1.01+0.24
Structural Transformation & ComplexityProduction & Innovation16.6718.64+1.97+2.970.00−1.19+0.19
Trade Facilitation & LogisticsTrade & Investment17.5019.38+1.88+4.040.00−2.24+0.08
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.17+1.84+2.270.00−0.72+0.29
Diaspora & Global CommunitiesInformation & Influence15.5017.32+1.82+2.830.00−1.03+0.02
Global Value Chain PositionTrade & Investment17.3319.13+1.80+3.690.00−2.06+0.17
Advanced Materials & ManufacturingCritical Technology16.7118.49+1.78+2.700.00−1.22+0.30
Energy InfrastructureStrategic Infrastructure16.1317.78+1.65+2.390.00−0.96+0.23
Financial System Depth & AccessFinancial Strength17.0018.58+1.58+2.610.00−1.17+0.14
Financial Stability & Crisis ManagementFinancial Strength16.6718.17+1.50+2.750.00−1.50+0.25
Technology Adoption & DiffusionProduction & Innovation18.0019.01+1.01+1.640.00−0.91+0.28
National Resilience & Crisis ManagementGovernance & Integrity16.2017.17+0.97+1.410.00−0.79+0.35
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.65+0.85+1.180.00−0.70+0.37
Cyber & Electromagnetic OperationsNational Security16.0016.80+0.80+1.400.00−0.84+0.24
Intelligence & AssessmentNational Security15.8316.61+0.78+1.420.00−0.84+0.20
Monetary & Currency CapabilityFinancial Strength16.3317.09+0.76+2.520.00−1.89+0.13
Space OperationsNational Security13.6714.38+0.71+1.390.00−0.88+0.20
Communications & Digital InfrastructureStrategic Infrastructure18.0018.59+0.59+1.100.00−0.68+0.17
Innovation & CommercialisationProduction & Innovation18.0018.53+0.53+0.940.00−1.20+0.79
Semiconductors & Advanced ComputingCritical Technology17.5017.65+0.15+1.240.00−1.20+0.12
Transport InfrastructureStrategic Infrastructure16.5016.63+0.13+1.100.00−1.26+0.28
Advanced ManufacturingStrategic Infrastructure18.4018.39−0.010.000.00−0.68+0.67
Social InfrastructureStrategic Infrastructure17.0016.98−0.020.000.00−0.70+0.68
Nuclear DeterrenceNational Security1.671.49−0.180.000.00−0.17−0.01
Quantum TechnologiesCritical Technology14.2513.70−0.550.000.00−0.85+0.31
Force Generation & MobilisationNational Security16.3315.77−0.560.000.00−0.84+0.27
Air PowerNational Security16.7516.09−0.660.000.00−0.83+0.17
Agriculture & Food InfrastructureStrategic Infrastructure15.7515.01−0.740.000.00−0.71−0.03
Land PowerNational Security16.5015.68−0.820.000.00−0.83+0.02
Strategic Strike & Missile DefenceNational Security16.0014.76−1.240.000.00−1.46+0.22
Joint Command, Projection & SustainmentNational Security15.3313.98−1.350.000.00−1.47+0.13
Maritime PowerNational Security16.0014.63−1.370.000.00−1.46+0.09

Seed 9 of experiment mcts-m4.m4-kor-greedy-30y. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.