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

Simulation 3

South Korea, tree search, 30 years, seed 3: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 17.96 in 2056; 95 actions over 30 rounds and 2 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 3

The experiment · The other representative simulations: 9 (median simulation), 8 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2056.

Capability index
17.96 (+1.96)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
7
From 2
Events
2 shocks
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
2027No actions16.00 0.000
2028
  • Buy Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Buy Research Talent & Knowledge Creation 30
  • Build Advanced Education 30
16.05 +0.043
2029No actionsAI labour shock15.92 −0.123
2030No actions15.80 −0.125
2031No actions15.67 −0.129
2032No actionsMarket access opening15.74 +0.076
2033No actions15.81 +0.062
2034No actions15.87 +0.065
2035
  • Build Technical & Vocational Skills 31
  • Buy Research Talent & Knowledge Creation 31
  • Partner Alliances & Security Cooperation 31
  • Partner Fiscal Capacity & Public Finance 31
  • Build Foundational Education 31
15.93 +0.054
2036No actions15.97 +0.045
2037
  • Buy Diplomatic Statecraft & Global Networks 30
  • Build Technical & Vocational Skills 30
  • Partner Trade Policy & Market Access 30
  • Buy Development Cooperation & Global Assistance 30
  • Partner Fiscal Capacity & Public Finance 30
16.08 +0.107
2038
  • Build Economic Output & Productivity 30
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Investment Attraction & Projection 30
  • Partner Economic Leverage & Dependence 30
  • Partner Diplomatic Statecraft & Global Networks 30
16.18 +0.103
2039
  • Build Economic Output & Productivity 31
  • Partner Digital & Services Trade 31
  • Partner Investment Attraction & Projection 31
  • Buy Development Cooperation & Global Assistance 31
  • Partner Export Capability & Sophistication 31
16.34 +0.160
2040
  • Partner Global Value Chain Position 31
  • Build Advanced Education 31
  • Buy Artificial Intelligence 31
  • Buy Sovereign Capital & External Financial Power 31
  • Build Justice System & Fundamental Rights 31
16.48 +0.141
2041
  • Partner Fiscal Capacity & Public Finance 32
  • Partner Information Environment & Strategic Communication 32
  • Build Early Childhood Development 32
  • Build Government Effectiveness & Public Administration 32
  • Build Population Health 32
16.56 +0.076
2042
  • Build Diplomatic Statecraft & Global Networks 33
  • Partner Economic Leverage & Dependence 33
  • Build Early Childhood Development 33
  • Build Lifelong Learning & Reskilling 33
  • Buy Connectivity, Cyber & Trust Technologies 33
Clean power threshold16.75 +0.187
2043No actions16.89 +0.142
2044No actions17.01 +0.127
2045
  • Partner Nuclear Deterrence 35
  • Build Public Integrity & Anti-Corruption 35
  • Build Regulatory Governance & Strategic Controls 35
  • Build Labour & Employment 35
  • Build Political Institutions & Civic Participation 35
17.15 +0.139
2046
  • Partner Nuclear Deterrence 35
  • Build Public Integrity & Anti-Corruption 35
  • Build Financial Infrastructure 35
  • Build Transparency, Oversight & Accountability 35
  • Build Political Institutions & Civic Participation 35
17.30 +0.152
2047No actions17.37 +0.065
2048
  • Build Space, Aerospace & Defence Infrastructure 34
  • Build Justice System & Fundamental Rights 34
  • Build Transparency, Oversight & Accountability 34
  • Partner Information Environment & Strategic Communication 34
  • Partner Culture, Language & Education Diplomacy 34
17.45 +0.085
2049
  • Partner Nuclear Deterrence 34
  • Build Justice System & Fundamental Rights 34
  • Build Transparency, Oversight & Accountability 34
  • Build Resource Infrastructure 34
  • Build Financial Regulation & Integrity 34
Regional war spillover17.16 −0.298
2050
  • Partner Trade Facilitation & Logistics 34
  • Buy Artificial Intelligence 34
  • Build Resource Infrastructure 34
  • Build Industrial & Sectoral Base 34
  • Partner Digital & Services Trade 34
17.26 +0.101
2051
  • Build Sovereign Capital & External Financial Power 33
  • Build Business Dynamism & Entrepreneurship 33
  • Build Labour & Employment 33
  • Build Resource Infrastructure 33
  • Build Health System Capability 33
17.36 +0.101
2052
  • Build Business Dynamism & Entrepreneurship 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Structural Transformation & Complexity 33
  • Partner Space Technologies 33
  • Build Labour & Employment 33
17.48 +0.125
2053
  • Build Structural Transformation & Complexity 33
  • Buy Sensing, Timing & Navigation 33
  • Build Diaspora & Global Communities 33
  • Build Monetary & Currency Capability 33
  • Partner Space Technologies 33
17.61 +0.126
2054
  • Buy Biotechnology & Health Technologies 33
  • Build Diaspora & Global Communities 33
  • Build Financial Regulation & Integrity 33
  • Buy Robotics & Autonomous Systems 33
  • Build Monetary & Currency Capability 33
17.73 +0.121
2055
  • Buy Advanced Materials & Manufacturing 33
  • Buy Energy Technologies 33
  • Buy Energy Infrastructure 33
  • Buy Cyber & Electromagnetic Operations 33
  • Buy Space Operations 33
17.84 +0.112
2056
  • Buy Sensing, Timing & Navigation 33
  • Buy Internal Security & Order 33
  • Buy Space Technologies 33
  • Buy Biotechnology & Health Technologies 33
  • Buy Development Cooperation & Global Assistance 33
17.96 +0.122

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 Technology2223333333333322222222222222222
Strategic Infrastructure2222222222222221111111111111111
National Security3333333333333333333333333333333
Human Capital1111111111111111111111111111111
Information & Influence3333333332222111111111111111111
Governance & Integrity4445555444444443311111111111111
Financial Strength5555555555552111111111111111111
Production & Innovation1112222222222222211111111111111
Trade & Investment2222233222221111111111111111111

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−2.879−200.4−6.33
No shocks+1.050+78.6+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.016−1.40.00
Without the 2nd largest decision−0.021−1.50.00
Without the 3rd largest decision−0.022−1.50.00
Without the 4th largest decision−0.018−1.3−0.33
Without the 5th largest decision−0.024−1.50.00
Without the 1st largest shock+0.457+33.90.00
Without the 2nd largest shock+0.234+16.90.00
Without the 3rd largest shock+0.397+29.40.00

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
2056
Change
Invested
Decay
Events
Graph
Resource InfrastructureStrategic Infrastructure11.7516.63+4.88+4.490.00+0.07+0.32
Development Cooperation & Global AssistanceInformation & Influence14.5019.13+4.63+4.640.00−0.38+0.37
Technical & Vocational SkillsHuman Capital15.5019.93+4.43+4.850.00+0.50+0.09
Labour & EmploymentProduction & Innovation15.0019.27+4.27+4.520.00−0.63+0.39
Sovereign Capital & External Financial PowerFinancial Strength14.2018.46+4.26+4.440.00−0.38+0.21
Transparency, Oversight & AccountabilityGovernance & Integrity15.3319.56+4.23+3.860.00+0.25+0.11
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.70+4.20+4.300.00−0.35+0.25
Justice System & Fundamental RightsGovernance & Integrity15.0019.12+4.12+3.650.00+0.26+0.22
Lifelong Learning & ReskillingHuman Capital16.0019.59+3.59+3.740.00−0.25+0.10
Public Integrity & Anti-CorruptionGovernance & Integrity15.0018.49+3.49+2.790.00+0.26+0.44
Space TechnologiesCritical Technology14.6717.97+3.30+3.240.00−0.10+0.15
Investment Attraction & ProjectionTrade & Investment16.3319.62+3.29+3.160.00−0.13+0.29
Business Dynamism & EntrepreneurshipProduction & Innovation15.7518.75+3.00+3.000.00−0.19+0.19
Nuclear DeterrenceNational Security1.674.66+2.99+3.230.00−0.23−0.01
Economic Leverage & DependenceTrade & Investment15.3318.30+2.97+3.470.00−0.93+0.43
Early Childhood DevelopmentHuman Capital17.0019.95+2.95+2.680.00+0.05+0.22
Artificial IntelligenceCritical Technology16.0018.88+2.88+3.270.00−0.55+0.15
Alliances & Security CooperationInformation & Influence16.0018.84+2.84+2.520.00−0.35+0.66
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.83+2.83+2.660.00+0.03+0.13
Sensing, Timing & NavigationCritical Technology15.8018.58+2.78+2.580.00−0.08+0.28
Research Talent & Knowledge CreationHuman Capital16.0018.70+2.70+2.290.00+0.01+0.41
Information Environment & Strategic CommunicationInformation & Influence15.6718.35+2.68+3.260.00−0.82+0.25
Structural Transformation & ComplexityProduction & Innovation16.6719.29+2.62+2.670.00−0.18+0.12
Economic Output & ProductivityProduction & Innovation16.5019.08+2.58+2.560.00−0.14+0.16
Digital & Services TradeTrade & Investment16.2518.82+2.57+3.150.00−0.68+0.10
Biotechnology & Health TechnologiesCritical Technology16.2018.74+2.54+2.340.00−0.08+0.28
Diaspora & Global CommunitiesInformation & Influence15.5018.02+2.52+2.840.00−0.35+0.04
Monetary & Currency CapabilityFinancial Strength16.3318.75+2.42+2.550.00−0.33+0.20
Financial Regulation & IntegrityFinancial Strength15.7518.15+2.40+2.560.00−0.33+0.18
Fiscal Capacity & Public FinanceFinancial Strength16.5018.86+2.36+3.110.00−1.26+0.51
Trade Policy & Market AccessTrade & Investment17.0019.36+2.36+2.010.00−0.12+0.47
Advanced EducationHuman Capital17.0019.27+2.27+2.250.00−0.25+0.26
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3318.34+2.01+1.250.00+0.74+0.03
Government Effectiveness & Public AdministrationGovernance & Integrity17.2019.12+1.92+0.980.00+0.54+0.39
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.45+1.85+1.870.00−0.08+0.06
Digital & AI CompetenceHuman Capital17.0018.83+1.83+1.820.00−0.25+0.26
Internal Security & OrderGovernance & Integrity15.6717.44+1.77+1.200.00+0.24+0.33
Financial InfrastructureStrategic Infrastructure16.5018.20+1.70+1.520.00+0.10+0.08
Industrial & Sectoral BaseProduction & Innovation16.5018.20+1.70+1.290.00+0.29+0.12
Energy TechnologiesCritical Technology16.6018.29+1.69+1.240.00+0.18+0.27
Foundational EducationHuman Capital17.2518.91+1.66+1.240.00+0.04+0.38
Robotics & Autonomous SystemsCritical Technology16.5018.14+1.64+1.330.00−0.07+0.39
Advanced Materials & ManufacturingCritical Technology16.7118.32+1.61+1.240.00−0.07+0.44
Energy InfrastructureStrategic Infrastructure16.1317.73+1.60+1.100.00+0.37+0.13
Population HealthHuman Capital16.0017.60+1.60+1.420.00+0.03+0.15
Export Capability & SophisticationTrade & Investment17.0018.52+1.52+1.620.00−0.36+0.26
Culture, Language & Education DiplomacyInformation & Influence16.8018.29+1.49+1.490.00−0.34+0.34
Health System CapabilityHuman Capital16.6718.05+1.38+1.100.00+0.03+0.24
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3317.60+1.27+1.020.00+0.08+0.17
Global Value Chain PositionTrade & Investment17.3318.60+1.27+1.470.00−0.35+0.15
Trade Facilitation & LogisticsTrade & Investment17.5018.61+1.11+1.570.00−0.61+0.15
Cyber & Electromagnetic OperationsNational Security16.0017.08+1.08+1.370.00−0.46+0.17
Space OperationsNational Security13.6714.70+1.03+1.360.00−0.47+0.15
Advanced ManufacturingStrategic Infrastructure18.4019.09+0.690.000.00+0.09+0.60
Innovation & CommercialisationProduction & Innovation18.0018.69+0.690.000.00−0.16+0.85
Social InfrastructureStrategic Infrastructure17.0017.67+0.670.000.00+0.08+0.58
Technology Adoption & DiffusionProduction & Innovation18.0018.65+0.650.000.00+0.30+0.34
Quantum TechnologiesCritical Technology14.2514.74+0.490.000.00−0.10+0.59
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.16+0.360.000.00+0.08+0.28
Communications & Digital InfrastructureStrategic Infrastructure18.0018.29+0.290.000.00+0.09+0.20
National Resilience & Crisis ManagementGovernance & Integrity16.2016.48+0.280.000.00+0.03+0.25
Financial System Depth & AccessFinancial Strength17.0017.28+0.280.000.00+0.15+0.12
Transport InfrastructureStrategic Infrastructure16.5016.77+0.270.000.00−0.09+0.37
Semiconductors & Advanced ComputingCritical Technology17.5017.70+0.200.000.00−0.06+0.26
Agriculture & Food InfrastructureStrategic Infrastructure15.7515.87+0.120.000.00+0.07+0.04
Financial Stability & Crisis ManagementFinancial Strength16.6716.54−0.130.000.00−0.32+0.19
Force Generation & MobilisationNational Security16.3316.12−0.210.000.00−0.45+0.24
Air PowerNational Security16.7516.49−0.260.000.00−0.45+0.19
Intelligence & AssessmentNational Security15.8315.48−0.350.000.00−0.46+0.10
Land PowerNational Security16.5016.09−0.410.000.00−0.45+0.04
Strategic Strike & Missile DefenceNational Security16.0015.22−0.780.000.00−0.91+0.14
Joint Command, Projection & SustainmentNational Security15.3314.50−0.830.000.00−0.92+0.09
Maritime PowerNational Security16.0015.14−0.860.000.00−0.91+0.06

Seed 3 of experiment mcts-m4.m4-kor-mcts-index-30y. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.