A poor simulation (10th percentile) · mcts-m3.m3-kor-mcts-tier1

Simulation 1

South Korea, tree search, 20 years, seed 1: a poor simulation (10th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 16.68 in 2046; 70 actions over 20 rounds and 3 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 1

The experiment · The other representative simulations: 6 (median simulation), 4 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2046.

Capability index
16.68 (+0.68)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
6
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
  • 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
2029No actions16.08 +0.020
2030
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Partner Alliances & Security Cooperation 30
  • Buy Research Talent & Knowledge Creation 30
  • Partner Trade Policy & Market Access 30
16.16 +0.080
2031
  • Build Foundational Education 30
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Alliances & Security Cooperation 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Buy Development Cooperation & Global Assistance 30
16.31 +0.151
2032
  • Partner Fiscal Capacity & Public Finance 30
  • Build Foundational Education 30
  • Build Economic Output & Productivity 30
  • Partner Investment Attraction & Projection 30
  • Partner Diplomatic Statecraft & Global Networks 30
16.41 +0.099
2033No actionsHybrid coercion16.30 −0.112
2034
  • Partner Economic Leverage & Dependence 31
  • Build Economic Output & Productivity 31
  • Build Development Cooperation & Global Assistance 31
  • Partner Export Capability & Sophistication 31
  • Partner Digital & Services Trade 31
16.39 +0.090
2035No actions16.47 +0.079
2036
  • Partner Artificial Intelligence 32
  • Partner Global Value Chain Position 32
  • Buy Connectivity, Cyber & Trust Technologies 32
  • Build Government Effectiveness & Public Administration 32
  • Partner Information Environment & Strategic Communication 32
16.56 +0.092
2037
  • Build Fiscal Capacity & Public Finance 32
  • Buy Artificial Intelligence 32
  • Partner Trade Facilitation & Logistics 32
  • Build Justice System & Fundamental Rights 32
  • Build Early Childhood Development 32
16.65 +0.091
2038
  • Partner Economic Leverage & Dependence 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Justice System & Fundamental Rights 33
  • Build Financial Infrastructure 33
  • Build Population Health 33
Regional war spillover16.37 −0.280
2039
  • Build Economic Leverage & Dependence 33
  • Partner Investment Attraction & Projection 33
  • Buy Technology Adoption & Diffusion 33
  • Buy Communications & Digital Infrastructure 33
  • Buy Resource Infrastructure 33
Regional war spillover15.91 −0.461
2040
  • Build Government Effectiveness & Public Administration 32
  • Partner Fiscal Capacity & Public Finance 32
  • Partner Trade Facilitation & Logistics 32
  • Partner Export Capability & Sophistication 32
  • Partner Investment Attraction & Projection 32
Water-efficient food leap16.04 +0.135
2041
  • Partner Fiscal Capacity & Public Finance 31
  • Partner Trade Facilitation & Logistics 31
  • Partner Digital & Services Trade 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Build Public Integrity & Anti-Corruption 31
16.18 +0.138
2042No actions16.27 +0.092
2043
  • Build Labour & Employment 33
  • Build Resource Infrastructure 33
  • Partner Culture, Language & Education Diplomacy 33
  • Build Industrial & Sectoral Base 33
  • Buy Space, Aerospace & Defence Infrastructure 33
16.36 +0.083
2044No actions16.44 +0.089
2045
  • Buy Energy Infrastructure 33
  • Partner Information Environment & Strategic Communication 33
  • Buy Sovereign Capital & External Financial Power 33
  • Partner Space Technologies 33
  • Buy Resource Infrastructure 33
16.55 +0.103
2046
  • Partner Energy Technologies 32
  • Buy Sensing, Timing & Navigation 32
  • Buy Business Dynamism & Entrepreneurship 32
  • Buy Industrial & Sectoral Base 32
  • Buy Biotechnology & Health Technologies 32
16.68 +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.

Domain20262031203620412046
Critical Technology222222233322222222222
Strategic Infrastructure222222222222222222222
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333321111111111111111
Governance & Integrity444444455543453331111
Financial Strength555554211111155111111
Production & Innovation111111111111122221111
Trade & Investment222221111111121111111

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 3 seeds, this one among them: 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
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+4.650.00+0.15+0.10
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.55+4.05+4.590.00−0.71+0.17
Lifelong Learning & ReskillingHuman Capital16.0019.91+3.91+4.130.00−0.07−0.02
Development Cooperation & Global AssistanceInformation & Influence14.5017.80+3.30+3.800.00−0.69+0.20
Investment Attraction & ProjectionTrade & Investment16.3319.55+3.22+4.360.00−1.17+0.02
Alliances & Security CooperationInformation & Influence16.0019.11+3.11+4.260.00−0.97+0.08
Resource InfrastructureStrategic Infrastructure11.7514.59+2.84+4.710.00−2.08+0.20
Artificial IntelligenceCritical Technology16.0018.69+2.69+3.080.00−0.43+0.05
Economic Leverage & DependenceTrade & Investment15.3317.82+2.49+4.820.00−2.44+0.11
Sovereign Capital & External Financial PowerFinancial Strength14.2016.63+2.43+3.290.00−0.99+0.13
Information Environment & Strategic CommunicationInformation & Influence15.6718.09+2.42+3.380.00−0.96−0.01
Research Talent & Knowledge CreationHuman Capital16.0018.35+2.35+2.260.00−0.14+0.24
Digital & Services TradeTrade & Investment16.2518.58+2.33+3.440.00−1.17+0.06
Foundational EducationHuman Capital17.2519.48+2.23+2.290.00−0.08+0.02
Fiscal Capacity & Public FinanceFinancial Strength16.5018.63+2.13+3.830.00−1.96+0.26
Justice System & Fundamental RightsGovernance & Integrity15.0017.12+2.12+2.590.00−0.43−0.04
Trade Facilitation & LogisticsTrade & Investment17.5019.54+2.04+4.560.00−2.33−0.19
Digital & AI CompetenceHuman Capital17.0018.91+1.91+1.820.00−0.09+0.17
Export Capability & SophisticationTrade & Investment17.0018.82+1.82+3.000.00−1.15−0.03
Economic Output & ProductivityProduction & Innovation16.5018.07+1.57+2.360.00−0.83+0.05
Industrial & Sectoral BaseProduction & Innovation16.5018.02+1.52+2.670.00−0.92−0.23
Biotechnology & Health TechnologiesCritical Technology16.2017.69+1.49+1.440.00−0.19+0.24
Advanced EducationHuman Capital17.0018.45+1.45+1.320.00−0.10+0.22
Government Effectiveness & Public AdministrationGovernance & Integrity17.2018.61+1.41+2.140.00−0.81+0.08
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6017.99+1.39+1.820.00−0.55+0.12
Population HealthHuman Capital16.0017.29+1.29+1.430.00−0.12−0.03
Early Childhood DevelopmentHuman Capital17.0018.28+1.28+1.360.00−0.11+0.03
Trade Policy & Market AccessTrade & Investment17.0018.19+1.19+1.970.00−1.16+0.38
Culture, Language & Education DiplomacyInformation & Influence16.8017.90+1.10+1.680.00−0.67+0.09
Sensing, Timing & NavigationCritical Technology15.8016.89+1.09+1.540.00−0.41−0.03
Labour & EmploymentProduction & Innovation15.0016.04+1.04+1.690.00−0.94+0.29
Technology Adoption & DiffusionProduction & Innovation18.0018.94+0.94+1.320.00−0.68+0.30
Public Integrity & Anti-CorruptionGovernance & Integrity15.0015.91+0.91+1.300.00−0.45+0.06
Space TechnologiesCritical Technology14.6715.52+0.85+1.270.00−0.43+0.01
Financial InfrastructureStrategic Infrastructure16.5017.00+0.50+1.620.00−0.98−0.14
Business Dynamism & EntrepreneurshipProduction & Innovation15.7516.22+0.47+1.470.00−0.93−0.07
Global Value Chain PositionTrade & Investment17.3317.71+0.38+1.420.00−1.14+0.10
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3316.66+0.33+1.210.00−0.99+0.11
Communications & Digital InfrastructureStrategic Infrastructure18.0018.04+0.04+1.180.00−1.21+0.07
Health System CapabilityHuman Capital16.6716.62−0.050.000.00−0.12+0.07
Quantum TechnologiesCritical Technology14.2514.18−0.070.000.00−0.43+0.36
Energy TechnologiesCritical Technology16.6016.50−0.10+0.600.00−0.90+0.20
Robotics & Autonomous SystemsCritical Technology16.5016.33−0.170.000.00−0.41+0.24
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3316.12−0.210.000.00−0.22+0.01
Advanced Materials & ManufacturingCritical Technology16.7116.47−0.240.000.00−0.40+0.16
Nuclear DeterrenceNational Security1.671.37−0.300.000.00−0.26−0.03
Semiconductors & Advanced ComputingCritical Technology17.5017.20−0.300.000.00−0.40+0.09
Political Institutions & Civic ParticipationGovernance & Integrity16.0015.63−0.370.000.00−0.44+0.06
Innovation & CommercialisationProduction & Innovation18.0017.57−0.430.000.00−0.89+0.47
Transparency, Oversight & AccountabilityGovernance & Integrity15.3314.86−0.470.000.00−0.45−0.02
Internal Security & OrderGovernance & Integrity15.6715.17−0.500.000.00−0.58+0.08
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8016.29−0.510.000.00−0.77+0.25
Diaspora & Global CommunitiesInformation & Influence15.5014.84−0.660.000.00−0.69+0.03
Social InfrastructureStrategic Infrastructure17.0016.31−0.690.000.00−0.98+0.29
Advanced ManufacturingStrategic Infrastructure18.4017.69−0.710.000.00−0.96+0.25
Financial System Depth & AccessFinancial Strength17.0016.23−0.770.000.00−0.80+0.03
Energy InfrastructureStrategic Infrastructure16.1315.29−0.84+1.340.00−2.20+0.02
Monetary & Currency CapabilityFinancial Strength16.3315.46−0.870.000.00−0.92+0.05
Agriculture & Food InfrastructureStrategic Infrastructure15.7514.87−0.880.000.00−0.78−0.09
Structural Transformation & ComplexityProduction & Innovation16.6715.79−0.880.000.00−0.91+0.03
Financial Regulation & IntegrityFinancial Strength15.7514.81−0.940.000.00−0.93−0.01
Financial Stability & Crisis ManagementFinancial Strength16.6715.68−0.990.000.00−0.92−0.07
Force Generation & MobilisationNational Security16.3315.28−1.050.000.00−1.32+0.28
National Resilience & Crisis ManagementGovernance & Integrity16.2015.14−1.060.000.00−1.08+0.03
Air PowerNational Security16.7515.40−1.350.000.00−1.31−0.04
Intelligence & AssessmentNational Security15.8314.40−1.430.000.00−1.61+0.18
Land PowerNational Security16.5015.04−1.460.000.00−1.32−0.14
Cyber & Electromagnetic OperationsNational Security16.0014.53−1.470.000.00−1.61+0.14
Space OperationsNational Security13.6712.18−1.490.000.00−1.39−0.10
Transport InfrastructureStrategic Infrastructure16.5014.90−1.600.000.00−1.73+0.13
Joint Command, Projection & SustainmentNational Security15.3312.86−2.470.000.00−2.42−0.05
Strategic Strike & Missile DefenceNational Security16.0013.52−2.480.000.00−2.39−0.09
Maritime PowerNational Security16.0013.23−2.770.000.00−2.67−0.11

Seed 1 of experiment mcts-m3.m3-kor-mcts-tier1. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.