A good simulation (90th percentile) · mcts-m3.m3-kor-mcts-tier1

Simulation 4

South Korea, tree search, 20 years, seed 4: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 18.05 in 2046; 70 actions over 20 rounds and 1 shock.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 4

The experiment · The other representative simulations: 6 (median simulation), 1 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
18.05 (+2.05)
From 16.00
Rank by index
1
From 6
Domains at Tier 1
7
From 2
Events
1 shock
3 upside events

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 tree search (mcts) 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
2028No actions16.06 +0.020
2029
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Buy Research Talent & Knowledge Creation 30
  • Partner Alliances & Security Cooperation 30
  • Partner Trade Policy & Market Access 30
16.14 +0.081
2030No actionsAI labour shockMarket access opening16.20 +0.060
2031
  • Build Foundational Education 30
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Buy Development Cooperation & Global Assistance 30
  • Build Economic Output & Productivity 30
16.30 +0.095
2032
  • Partner Fiscal Capacity & Public Finance 28
  • Partner Diplomatic Statecraft & Global Networks 28
  • Build Foundational Education 28
  • Partner Investment Attraction & Projection 28
  • Build Economic Output & Productivity 28
Chronic disease advance16.41 +0.118
2033No actions16.52 +0.104
2034
  • Partner Economic Leverage & Dependence 33
  • Build Development Cooperation & Global Assistance 33
  • Partner Export Capability & Sophistication 33
  • Buy Artificial Intelligence 33
  • Partner Digital & Services Trade 33
16.66 +0.147
2035
  • Build Economic Leverage & Dependence 34
  • Build Development Cooperation & Global Assistance 34
  • Buy Sovereign Capital & External Financial Power 34
  • Partner Information Environment & Strategic Communication 34
  • Buy Connectivity, Cyber & Trust Technologies 34
16.88 +0.216
2036
  • Build Justice System & Fundamental Rights 35
  • Build Population Health 35
  • Partner Global Value Chain Position 35
  • Build Early Childhood Development 35
  • Build Public Integrity & Anti-Corruption 35
17.02 +0.145
2037
  • Build Justice System & Fundamental Rights 35
  • Build Population Health 35
  • Build Political Institutions & Civic Participation 35
  • Build Financial Infrastructure 35
  • Build Labour & Employment 35
17.10 +0.078
2038No actions17.16 +0.057
2039
  • Build Transparency, Oversight & Accountability 33
  • Build Industrial & Sectoral Base 33
  • Build Regulatory Governance & Strategic Controls 33
  • Buy Resource Infrastructure 33
  • Build Political Institutions & Civic Participation 33
17.24 +0.079
2040
  • Build Transparency, Oversight & Accountability 33
  • Partner Culture, Language & Education Diplomacy 33
  • Build Industrial & Sectoral Base 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Regulatory Governance & Strategic Controls 33
17.33 +0.096
2041
  • Build Nuclear Deterrence 33
  • Build Transparency, Oversight & Accountability 33
  • Build Labour & Employment 33
  • Build Public Integrity & Anti-Corruption 33
  • Buy Space, Aerospace & Defence Infrastructure 33
17.43 +0.093
2042
  • Build Structural Transformation & Complexity 33
  • Build Business Dynamism & Entrepreneurship 33
  • Partner Information Environment & Strategic Communication 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Financial Regulation & Integrity 33
17.55 +0.121
2043No actions17.63 +0.083
2044No actions17.69 +0.055
2045
  • Partner Space Technologies 33
  • Buy Sensing, Timing & Navigation 33
  • Buy Resource Infrastructure 33
  • Buy Advanced Materials & Manufacturing 33
  • Buy Robotics & Autonomous Systems 33
17.77 +0.078
2046
  • Buy Biotechnology & Health Technologies 33
  • Buy Energy Technologies 33
  • Buy Artificial Intelligence 33
  • Buy Space Technologies 33
  • Buy Sensing, Timing & Navigation 33
Automated discovery step18.05 +0.288

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.

Domain20262031203620412046
Critical Technology222233332222222222222
Strategic Infrastructure222221111111111111111
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333222222111111111111
Governance & Integrity444433333222211111111
Financial Strength555555211111111111111
Production & Innovation111111111111111111111
Trade & Investment222211111111111111111

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−2.170−150.3−6.67
No shocks+0.576+42.2+0.33
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.012−0.90.00
Without the 2nd largest decision−0.021−1.30.00
Without the 3rd largest decision−0.023−1.40.00
Without the 4th largest decision−0.015−1.10.00
Without the 5th largest decision−0.018−1.3−0.33
Without the 1st largest shock+0.275+19.6+0.33
Without the 2nd largest shock+0.280+20.6+0.50
Without the 3rd largest shock+0.189+14.50.00

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
2046
Change
Invested
Decay
Events
Graph
Development Cooperation & Global AssistanceInformation & Influence14.5020.00+5.50+5.440.00+0.09+0.35
Transparency, Oversight & AccountabilityGovernance & Integrity15.3319.87+4.54+3.820.00+0.60+0.12
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+4.960.00+0.83+0.20
Public Integrity & Anti-CorruptionGovernance & Integrity15.0019.45+4.45+3.650.00+0.60+0.20
Economic Leverage & DependenceTrade & Investment15.3319.61+4.28+3.690.00+0.28+0.32
Lifelong Learning & ReskillingHuman Capital16.0020.00+4.00+4.500.00+0.41+0.05
Sovereign Capital & External Financial PowerFinancial Strength14.2017.89+3.69+3.230.00+0.22+0.24
Population HealthHuman Capital16.0019.66+3.66+2.920.00+0.56+0.18
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.15+3.65+3.260.00+0.09+0.31
Artificial IntelligenceCritical Technology16.0019.55+3.55+2.990.00+0.29+0.26
Labour & EmploymentProduction & Innovation15.0018.48+3.48+3.070.00+0.05+0.35
Resource InfrastructureStrategic Infrastructure11.7515.18+3.43+2.850.00+0.47+0.11
Justice System & Fundamental RightsGovernance & Integrity15.0018.41+3.41+2.690.00+0.60+0.12
Research Talent & Knowledge CreationHuman Capital16.0019.36+3.36+2.260.00+0.76+0.34
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3319.63+3.30+2.070.00+1.21+0.02
Political Institutions & Civic ParticipationGovernance & Integrity16.0019.09+3.09+2.490.00+0.46+0.14
Information Environment & Strategic CommunicationInformation & Influence15.6718.75+3.08+3.090.00−0.19+0.17
Industrial & Sectoral BaseProduction & Innovation16.5019.52+3.02+2.540.00+0.33+0.14
Trade Policy & Market AccessTrade & Investment17.0020.00+3.00+1.970.00+0.53+0.61
Sensing, Timing & NavigationCritical Technology15.8018.76+2.96+2.520.00+0.35+0.09
Economic Output & ProductivityProduction & Innovation16.5019.38+2.88+2.370.00+0.33+0.18
Alliances & Security CooperationInformation & Influence16.0018.84+2.84+2.430.00+0.09+0.32
Space TechnologiesCritical Technology14.6717.45+2.78+2.240.00+0.34+0.20
Foundational EducationHuman Capital17.2520.00+2.75+2.170.00+0.56+0.17
Biotechnology & Health TechnologiesCritical Technology16.2018.66+2.46+1.270.00+0.84+0.35
Digital & AI CompetenceHuman Capital17.0019.46+2.46+1.820.00+0.40+0.23
Investment Attraction & ProjectionTrade & Investment16.3318.75+2.42+1.560.00+0.53+0.33
Fiscal Capacity & Public FinanceFinancial Strength16.5018.84+2.34+1.730.00+0.24+0.37
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.88+2.28+1.810.00+0.35+0.12
Digital & Services TradeTrade & Investment16.2518.51+2.26+1.930.00+0.20+0.13
Early Childhood DevelopmentHuman Capital17.0019.24+2.24+1.300.00+0.56+0.38
Export Capability & SophisticationTrade & Investment17.0019.18+2.18+1.590.00+0.28+0.31
Robotics & Autonomous SystemsCritical Technology16.5018.64+2.14+1.280.00+0.56+0.29
Financial InfrastructureStrategic Infrastructure16.5018.60+2.10+1.550.00+0.47+0.08
Advanced EducationHuman Capital17.0019.04+2.04+1.320.00+0.40+0.32
Business Dynamism & EntrepreneurshipProduction & Innovation15.7517.76+2.01+1.490.00+0.33+0.19
Advanced Materials & ManufacturingCritical Technology16.7118.71+2.00+1.230.00+0.56+0.20
Energy TechnologiesCritical Technology16.6018.52+1.92+1.220.00+0.35+0.35
Structural Transformation & ComplexityProduction & Innovation16.6718.57+1.90+1.320.00+0.33+0.25
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.11+1.78+1.040.00+0.47+0.27
Global Value Chain PositionTrade & Investment17.3319.10+1.77+1.360.00+0.28+0.13
Culture, Language & Education DiplomacyInformation & Influence16.8018.51+1.71+1.430.00+0.10+0.18
Financial Regulation & IntegrityFinancial Strength15.7517.43+1.68+1.330.00+0.23+0.12
Innovation & CommercialisationProduction & Innovation18.0019.32+1.320.000.00+0.55+0.77
Government Effectiveness & Public AdministrationGovernance & Integrity17.2018.44+1.240.000.00+1.00+0.24
Nuclear DeterrenceNational Security1.672.85+1.18+0.980.00+0.21−0.01
Social InfrastructureStrategic Infrastructure17.0018.18+1.180.000.00+0.61+0.57
Advanced ManufacturingStrategic Infrastructure18.4019.51+1.110.000.00+0.48+0.64
Health System CapabilityHuman Capital16.6717.78+1.110.000.00+0.84+0.27
Communications & Digital InfrastructureStrategic Infrastructure18.0018.97+0.970.000.00+0.83+0.15
Transport InfrastructureStrategic Infrastructure16.5017.44+0.940.000.00+0.72+0.21
Quantum TechnologiesCritical Technology14.2515.19+0.940.000.00+0.34+0.60
Energy InfrastructureStrategic Infrastructure16.1317.01+0.880.000.00+0.72+0.16
Internal Security & OrderGovernance & Integrity15.6716.52+0.850.000.00+0.60+0.25
National Resilience & Crisis ManagementGovernance & Integrity16.2017.00+0.800.000.00+0.60+0.19
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.59+0.790.000.00+0.47+0.32
Semiconductors & Advanced ComputingCritical Technology17.5018.24+0.740.000.00+0.57+0.17
Trade Facilitation & LogisticsTrade & Investment17.5018.23+0.730.000.00+0.53+0.19
Technology Adoption & DiffusionProduction & Innovation18.0018.65+0.650.000.00+0.34+0.31
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.31+0.560.000.00+0.47+0.09
Cyber & Electromagnetic OperationsNational Security16.0016.45+0.450.000.00+0.21+0.24
Intelligence & AssessmentNational Security15.8316.26+0.430.000.00+0.21+0.22
Air PowerNational Security16.7517.17+0.420.000.00+0.21+0.21
Monetary & Currency CapabilityFinancial Strength16.3316.74+0.410.000.00+0.23+0.18
Financial System Depth & AccessFinancial Strength17.0017.41+0.410.000.00+0.24+0.17
Financial Stability & Crisis ManagementFinancial Strength16.6717.07+0.400.000.00+0.24+0.16
Force Generation & MobilisationNational Security16.3316.69+0.360.000.00+0.21+0.15
Joint Command, Projection & SustainmentNational Security15.3315.69+0.360.000.00+0.21+0.15
Space OperationsNational Security13.6714.01+0.340.000.00+0.21+0.13
Maritime PowerNational Security16.0016.28+0.280.000.00+0.21+0.07
Strategic Strike & Missile DefenceNational Security16.0016.28+0.280.000.00+0.21+0.07
Land PowerNational Security16.5016.77+0.270.000.00+0.21+0.06
Diaspora & Global CommunitiesInformation & Influence15.5015.61+0.110.000.00+0.09+0.02

Seed 4 of experiment mcts-m3.m3-kor-mcts-tier1. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.