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

Simulation 10

South Korea, tree search, 10 years, seed 10: a poor simulation (10th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 16.57 in 2036; 50 actions over 10 rounds and 3 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 10

The experiment · The other representative simulations: 1 (median simulation), 7 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2036.

Capability index
16.57 (+0.57)
From 16.00
Rank by index
3
From 6
Domains at Tier 1
5
From 2
Events
3 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 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
Breadbasket failure15.83 −0.170
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
15.90 +0.073
2029
  • Buy Technical & Vocational Skills 30
  • Partner Trade Policy & Market Access 30
  • Build Advanced Education 30
  • Buy Research Talent & Knowledge Creation 30
  • Partner Alliances & Security Cooperation 30
16.02 +0.112
2030
  • Build Diplomatic Statecraft & Global Networks 31
  • Build Foundational Education 31
  • Buy Development Cooperation & Global Assistance 31
  • Partner Investment Attraction & Projection 31
  • Build Economic Output & Productivity 31
Hybrid coercion15.83 −0.188
2031
  • Build Fiscal Capacity & Public Finance 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Buy Artificial Intelligence 31
  • Partner Economic Leverage & Dependence 31
  • Build Foundational Education 31
15.95 +0.116
2032
  • Buy Economic Output & Productivity 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Partner Export Capability & Sophistication 31
  • Buy Development Cooperation & Global Assistance 31
  • Partner Fiscal Capacity & Public Finance 31
16.10 +0.152
2033
  • Partner Trade Facilitation & Logistics 31
  • Buy Connectivity, Cyber & Trust Technologies 31
  • Partner Digital & Services Trade 31
  • Partner Global Value Chain Position 31
  • Buy Technology Adoption & Diffusion 31
16.24 +0.144
2034
  • Partner Information Environment & Strategic Communication 32
  • Buy Communications & Digital Infrastructure 32
  • Partner Digital & Services Trade 32
  • Partner Economic Leverage & Dependence 32
  • Buy Sovereign Capital & External Financial Power 32
16.38 +0.143
2035
  • Buy Resource Infrastructure 32
  • Buy Artificial Intelligence 32
  • Partner Information Environment & Strategic Communication 32
  • Partner Investment Attraction & Projection 32
  • Partner Culture, Language & Education Diplomacy 32
AI labour shock16.44 +0.054
2036
  • Buy Sensing, Timing & Navigation 32
  • Buy Industrial & Sectoral Base 32
  • Buy Sovereign Capital & External Financial Power 32
  • Buy Biotechnology & Health Technologies 32
  • Buy Connectivity, Cyber & Trust Technologies 32
Middle East settlement16.57 +0.136

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 Technology23333222222
Strategic Infrastructure22222222222
National Security33333333333
Human Capital11111111111
Information & Influence33211111111
Governance & Integrity45555555555
Financial Strength55555521111
Production & Innovation11112221111
Trade & Investment22222221111

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
Technical & Vocational SkillsHuman Capital15.5019.93+4.43+6.160.00−0.22−0.01
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.68+4.18+5.020.00−1.01+0.17
Alliances & Security CooperationInformation & Influence16.0019.28+3.28+4.440.00−1.28+0.13
Development Cooperation & Global AssistanceInformation & Influence14.5017.77+3.27+3.840.00−0.87+0.30
Lifelong Learning & ReskillingHuman Capital16.0019.18+3.18+3.530.00−0.33−0.02
Economic Leverage & DependenceTrade & Investment15.3318.29+2.96+3.640.00−0.74+0.06
Sovereign Capital & External Financial PowerFinancial Strength14.2017.06+2.86+3.200.00−0.40+0.05
Digital & AI CompetenceHuman Capital17.0019.85+2.85+3.500.00−0.320.00
Digital & Services TradeTrade & Investment16.2518.85+2.60+3.580.00−0.95−0.02
Artificial IntelligenceCritical Technology16.0018.50+2.50+3.170.00−0.71+0.05
Advanced EducationHuman Capital17.0019.33+2.33+2.640.00−0.32+0.01
Investment Attraction & ProjectionTrade & Investment16.3318.61+2.28+2.990.00−0.73+0.02
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.86+2.26+2.990.00−0.76+0.03
Research Talent & Knowledge CreationHuman Capital16.0018.19+2.19+2.310.00−0.24+0.12
Foundational EducationHuman Capital17.2519.42+2.17+2.410.00−0.22−0.03
Information Environment & Strategic CommunicationInformation & Influence15.6717.73+2.06+3.580.00−1.520.00
Fiscal Capacity & Public FinanceFinancial Strength16.5018.41+1.91+2.500.00−0.77+0.18
Economic Output & ProductivityProduction & Innovation16.5018.34+1.84+2.440.00−0.600.00
Trade Policy & Market AccessTrade & Investment17.0018.57+1.57+2.100.00−0.73+0.20
Biotechnology & Health TechnologiesCritical Technology16.2017.31+1.11+1.490.00−0.52+0.14
Sensing, Timing & NavigationCritical Technology15.8016.81+1.01+1.540.00−0.52−0.01
Culture, Language & Education DiplomacyInformation & Influence16.8017.78+0.98+1.660.00−0.82+0.14
Export Capability & SophisticationTrade & Investment17.0017.96+0.96+1.720.00−0.72−0.04
Global Value Chain PositionTrade & Investment17.3318.29+0.96+1.590.00−0.72+0.09
Resource InfrastructureStrategic Infrastructure11.7512.70+0.95+1.580.00−0.72+0.10
Technology Adoption & DiffusionProduction & Innovation18.0018.86+0.86+1.370.00−0.59+0.08
Industrial & Sectoral BaseProduction & Innovation16.5017.12+0.62+1.370.00−0.60−0.16
Trade Facilitation & LogisticsTrade & Investment17.5018.07+0.57+1.640.00−0.98−0.10
Communications & Digital InfrastructureStrategic Infrastructure18.0018.21+0.21+1.270.00−1.11+0.05
Nuclear DeterrenceNational Security1.671.60−0.070.000.00−0.06−0.01
Health System CapabilityHuman Capital16.6716.52−0.150.000.00−0.23+0.08
Quantum TechnologiesCritical Technology14.2513.98−0.270.000.00−0.54+0.27
Social InfrastructureStrategic Infrastructure17.0016.67−0.330.000.00−0.60+0.27
Innovation & CommercialisationProduction & Innovation18.0017.67−0.330.000.00−0.59+0.25
Justice System & Fundamental RightsGovernance & Integrity15.0014.65−0.350.000.00−0.33−0.02
Advanced Materials & ManufacturingCritical Technology16.7116.35−0.360.000.00−0.52+0.16
Force Generation & MobilisationNational Security16.3315.95−0.380.000.00−0.54+0.16
Energy TechnologiesCritical Technology16.6016.22−0.380.000.00−0.56+0.18
Financial System Depth & AccessFinancial Strength17.0016.61−0.390.000.00−0.37−0.03
Financial Stability & Crisis ManagementFinancial Strength16.6716.27−0.400.000.00−0.37−0.03
Transparency, Oversight & AccountabilityGovernance & Integrity15.3314.92−0.410.000.00−0.39−0.02
Financial Regulation & IntegrityFinancial Strength15.7515.34−0.410.000.00−0.38−0.03
Population HealthHuman Capital16.0015.58−0.420.000.00−0.38−0.04
Robotics & Autonomous SystemsCritical Technology16.5016.07−0.430.000.00−0.52+0.09
Public Integrity & Anti-CorruptionGovernance & Integrity15.0014.57−0.430.000.00−0.39−0.04
Transport InfrastructureStrategic Infrastructure16.5016.05−0.450.000.00−0.61+0.16
Early Childhood DevelopmentHuman Capital17.0016.53−0.470.000.00−0.37−0.10
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3315.85−0.480.000.00−0.47−0.01
Semiconductors & Advanced ComputingCritical Technology17.5017.00−0.500.000.00−0.51+0.01
Political Institutions & Civic ParticipationGovernance & Integrity16.0015.50−0.500.000.00−0.47−0.02
Monetary & Currency CapabilityFinancial Strength16.3315.82−0.510.000.00−0.60+0.09
Space TechnologiesCritical Technology14.6714.16−0.510.000.00−0.53+0.02
Air PowerNational Security16.7516.24−0.510.000.00−0.54+0.03
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3315.79−0.540.000.00−0.68+0.14
Joint Command, Projection & SustainmentNational Security15.3314.77−0.560.000.00−0.56−0.01
Labour & EmploymentProduction & Innovation15.0014.44−0.560.000.00−0.79+0.23
Structural Transformation & ComplexityProduction & Innovation16.6716.11−0.560.000.00−0.60+0.04
Advanced ManufacturingStrategic Infrastructure18.4017.81−0.590.000.00−0.66+0.07
Strategic Strike & Missile DefenceNational Security16.0015.38−0.620.000.00−0.55−0.07
National Resilience & Crisis ManagementGovernance & Integrity16.2015.57−0.630.000.00−0.63−0.01
Business Dynamism & EntrepreneurshipProduction & Innovation15.7515.10−0.650.000.00−0.61−0.04
Land PowerNational Security16.5015.83−0.670.000.00−0.54−0.12
Space OperationsNational Security13.6713.00−0.670.000.00−0.57−0.10
Internal Security & OrderGovernance & Integrity15.6714.97−0.700.000.00−0.68−0.02
Government Effectiveness & Public AdministrationGovernance & Integrity17.2016.46−0.740.000.00−0.740.00
Financial InfrastructureStrategic Infrastructure16.5015.76−0.740.000.00−0.68−0.06
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8016.05−0.750.000.00−0.88+0.13
Intelligence & AssessmentNational Security15.8315.00−0.830.000.00−0.98+0.15
Diaspora & Global CommunitiesInformation & Influence15.5014.67−0.830.000.00−0.84+0.01
Cyber & Electromagnetic OperationsNational Security16.0015.02−0.980.000.00−1.05+0.06
Agriculture & Food InfrastructureStrategic Infrastructure15.7514.72−1.030.000.00−0.90−0.13
Maritime PowerNational Security16.0014.90−1.100.000.00−1.05−0.05
Energy InfrastructureStrategic Infrastructure16.1314.90−1.230.000.00−1.28+0.05

Seed 10 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.