A good simulation (90th percentile) · mcts-m4.m4-kor-mcts-index-10y

Simulation 7

South Korea, tree search, 10 years, seed 7: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 17.30 in 2036; 50 actions over 10 rounds and 1 shock.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 7

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

Outcome

From the 2026 position to 2036.

Capability index
17.30 (+1.29)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
6
From 2
Events
1 shock
2 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
  • Partner Fiscal Capacity & Public Finance 30
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Buy Research Talent & Knowledge Creation 30
16.04 +0.041
2028
  • Buy Lifelong Learning & Reskilling 30
  • Build Technical & Vocational Skills 30
  • Build Digital & AI Competence 30
  • Partner Alliances & Security Cooperation 30
  • Build Advanced Education 30
Water-efficient food leap16.15 +0.104
2029
  • Partner Fiscal Capacity & Public Finance 31
  • Build Technical & Vocational Skills 31
  • Partner Trade Policy & Market Access 31
  • Build Advanced Education 31
  • Partner Alliances & Security Cooperation 31
16.28 +0.132
2030
  • Build Diplomatic Statecraft & Global Networks 32
  • Buy Research Talent & Knowledge Creation 32
  • Build Foundational Education 32
  • Buy Development Cooperation & Global Assistance 32
  • Build Economic Output & Productivity 32
Debt service reset16.46 +0.179
2031
  • Partner Fiscal Capacity & Public Finance 32
  • Partner Diplomatic Statecraft & Global Networks 32
  • Partner Investment Attraction & Projection 32
  • Build Economic Output & Productivity 32
  • Buy Artificial Intelligence 32
16.60 +0.144
2032
  • Partner Diplomatic Statecraft & Global Networks 34
  • Partner Economic Leverage & Dependence 34
  • Build Development Cooperation & Global Assistance 34
  • Partner Export Capability & Sophistication 34
  • Buy Connectivity, Cyber & Trust Technologies 34
16.79 +0.190
2033
  • Buy Space Operations 35
  • Partner Digital & Services Trade 35
  • Partner Economic Leverage & Dependence 35
  • Build Development Cooperation & Global Assistance 35
  • Buy Sovereign Capital & External Financial Power 35
16.97 +0.174
2034
  • Partner Information Environment & Strategic Communication 35
  • Build Labour & Employment 35
  • Partner Digital & Services Trade 35
  • Partner Global Value Chain Position 35
  • Buy Resource Infrastructure 35
17.11 +0.146
2035
  • Partner Space Technologies 35
  • Partner Information Environment & Strategic Communication 35
  • Partner Culture, Language & Education Diplomacy 35
  • Buy Resource Infrastructure 35
  • Partner Trade Facilitation & Logistics 35
Global funding seizure17.12 +0.006
2036
  • Buy Sensing, Timing & Navigation 33
  • Buy Sovereign Capital & External Financial Power 33
  • Buy Industrial & Sectoral Base 33
  • Buy Biotechnology & Health Technologies 33
  • Buy Advanced Materials & Manufacturing 33
17.30 +0.176

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.

Domain202620312036
Critical Technology22222222222
Strategic Infrastructure22111111111
National Security33333333333
Human Capital11111111111
Information & Influence33211111111
Governance & Integrity44333333333
Financial Strength54421111111
Production & Innovation11111111111
Trade & Investment22221111111

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−1.273−84.5−4.67
No shocks+0.256+19.3+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.026−1.60.00
Without the 2nd largest decision−0.020−1.30.00
Without the 3rd largest decision−0.026−1.50.00
Without the 4th largest decision−0.017−1.50.00
Without the 5th largest decision−0.017−1.2−0.33
Without the 1st largest shock+0.247+17.7+0.67

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
2036
Change
Invested
Decay
Events
Graph
Development Cooperation & Global AssistanceInformation & Influence14.5019.99+5.49+5.320.00+0.02+0.41
Diplomatic Statecraft & Global NetworksInformation & Influence14.5019.75+5.25+5.020.00+0.02+0.22
Technical & Vocational SkillsHuman Capital15.5019.96+4.46+7.170.00+0.32+0.01
Economic Leverage & DependenceTrade & Investment15.3319.34+4.01+3.940.00−0.03+0.10
Alliances & Security CooperationInformation & Influence16.0020.00+4.00+4.260.00+0.01+0.37
Lifelong Learning & ReskillingHuman Capital16.0019.67+3.67+3.520.00+0.15+0.01
Information Environment & Strategic CommunicationInformation & Influence15.6719.14+3.47+3.430.00+0.01+0.02
Digital & Services TradeTrade & Investment16.2519.63+3.38+3.310.00−0.03+0.09
Sovereign Capital & External Financial PowerFinancial Strength14.2017.56+3.36+3.290.00−0.07+0.14
Resource InfrastructureStrategic Infrastructure11.7515.07+3.32+3.120.00+0.11+0.09
Digital & AI CompetenceHuman Capital17.0020.00+3.00+3.410.00+0.15+0.08
Advanced EducationHuman Capital17.0019.74+2.74+2.530.00+0.15+0.06
Research Talent & Knowledge CreationHuman Capital16.0018.62+2.62+2.270.00+0.14+0.21
Economic Output & ProductivityProduction & Innovation16.5018.93+2.43+2.500.00−0.13+0.05
Trade Policy & Market AccessTrade & Investment17.0019.33+2.33+1.960.00−0.02+0.39
Fiscal Capacity & Public FinanceFinancial Strength16.5018.71+2.21+2.140.00−0.19+0.27
Artificial IntelligenceCritical Technology16.0018.10+2.10+1.900.00+0.07+0.12
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.51+1.91+1.780.00+0.08+0.05
Biotechnology & Health TechnologiesCritical Technology16.2018.10+1.90+1.390.00+0.24+0.27
Labour & EmploymentProduction & Innovation15.0016.83+1.83+1.680.00−0.15+0.30
Culture, Language & Education DiplomacyInformation & Influence16.8018.50+1.70+1.490.00+0.01+0.20
Sensing, Timing & NavigationCritical Technology15.8017.48+1.68+1.510.00+0.08+0.09
Investment Attraction & ProjectionTrade & Investment16.3317.98+1.65+1.780.00−0.23+0.11
Export Capability & SophisticationTrade & Investment17.0018.58+1.58+1.540.00−0.02+0.06
Advanced Materials & ManufacturingCritical Technology16.7118.21+1.50+1.310.00+0.08+0.11
Foundational EducationHuman Capital17.2518.73+1.48+1.230.00+0.19+0.06
Space OperationsNational Security13.6715.09+1.42+1.390.000.00+0.03
Space TechnologiesCritical Technology14.6716.07+1.40+1.270.00+0.08+0.05
Global Value Chain PositionTrade & Investment17.3318.71+1.38+1.280.00−0.02+0.11
Industrial & Sectoral BaseProduction & Innovation16.5017.88+1.38+1.310.00+0.01+0.05
Trade Facilitation & LogisticsTrade & Investment17.5018.78+1.28+1.200.00−0.02+0.10
Transport InfrastructureStrategic Infrastructure16.5017.14+0.640.000.00+0.28+0.35
Social InfrastructureStrategic Infrastructure17.0017.58+0.580.000.00+0.12+0.46
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.35+0.550.000.00+0.28+0.27
Advanced ManufacturingStrategic Infrastructure18.4018.81+0.410.000.00+0.12+0.29
Innovation & CommercialisationProduction & Innovation18.0018.41+0.410.000.00+0.02+0.40
Technology Adoption & DiffusionProduction & Innovation18.0018.37+0.370.000.00+0.18+0.19
Quantum TechnologiesCritical Technology14.2514.62+0.370.000.00+0.08+0.29
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.11+0.360.000.00+0.28+0.08
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3316.68+0.350.000.00+0.12+0.23
Force Generation & MobilisationNational Security16.3316.67+0.340.000.000.00+0.34
Health System CapabilityHuman Capital16.6716.96+0.290.000.00+0.13+0.16
Robotics & Autonomous SystemsCritical Technology16.5016.78+0.280.000.00+0.08+0.20
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3316.61+0.280.000.00+0.280.00
Government Effectiveness & Public AdministrationGovernance & Integrity17.2017.48+0.280.000.00+0.23+0.04
Intelligence & AssessmentNational Security15.8316.11+0.280.000.000.00+0.28
Energy TechnologiesCritical Technology16.6016.86+0.260.000.00+0.10+0.16
Energy InfrastructureStrategic Infrastructure16.1316.35+0.220.000.00+0.16+0.06
Communications & Digital InfrastructureStrategic Infrastructure18.0018.21+0.210.000.00+0.12+0.08
Early Childhood DevelopmentHuman Capital17.0017.19+0.190.000.00+0.15+0.04
Population HealthHuman Capital16.0016.19+0.190.000.00+0.14+0.05
Semiconductors & Advanced ComputingCritical Technology17.5017.67+0.170.000.00+0.08+0.09
National Resilience & Crisis ManagementGovernance & Integrity16.2016.37+0.170.000.00+0.11+0.06
Public Integrity & Anti-CorruptionGovernance & Integrity15.0015.17+0.170.000.00+0.15+0.02
Cyber & Electromagnetic OperationsNational Security16.0016.16+0.160.000.000.00+0.16
Internal Security & OrderGovernance & Integrity15.6715.83+0.160.000.00+0.11+0.04
Transparency, Oversight & AccountabilityGovernance & Integrity15.3315.49+0.160.000.00+0.15+0.01
Political Institutions & Civic ParticipationGovernance & Integrity16.0016.13+0.130.000.00+0.11+0.01
Justice System & Fundamental RightsGovernance & Integrity15.0015.12+0.120.000.00+0.11+0.01
Structural Transformation & ComplexityProduction & Innovation16.6716.78+0.110.000.00+0.01+0.09
Financial InfrastructureStrategic Infrastructure16.5016.57+0.070.000.00+0.04+0.03
Joint Command, Projection & SustainmentNational Security15.3315.40+0.070.000.000.00+0.07
Air PowerNational Security16.7516.82+0.070.000.000.00+0.07
Business Dynamism & EntrepreneurshipProduction & Innovation15.7515.80+0.050.000.00+0.01+0.03
Land PowerNational Security16.5016.54+0.040.000.000.00+0.04
Diaspora & Global CommunitiesInformation & Influence15.5015.54+0.040.000.00+0.01+0.03
Maritime PowerNational Security16.0016.02+0.020.000.000.00+0.02
Strategic Strike & Missile DefenceNational Security16.0016.02+0.020.000.000.00+0.02
Nuclear DeterrenceNational Security1.671.670.000.000.000.000.00
Financial System Depth & AccessFinancial Strength17.0016.91−0.090.000.00−0.10+0.01
Monetary & Currency CapabilityFinancial Strength16.3316.22−0.110.000.00−0.23+0.12
Financial Regulation & IntegrityFinancial Strength15.7515.54−0.210.000.00−0.23+0.01
Financial Stability & Crisis ManagementFinancial Strength16.6716.43−0.240.000.00−0.22−0.01

Seed 7 of experiment mcts-m4.m4-kor-mcts-index-10y. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.