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

Simulation 5

South Korea, tree search, 20 years, seed 5: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 18.00 in 2046; 70 actions over 20 rounds and 2 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 5

The experiment · The other representative simulations: 6 (median simulation), 7 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
18.00 (+2.00)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
7
From 2
Events
2 shocks
4 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
2028
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Build Advanced Education 30
  • Buy Research Talent & Knowledge Creation 30
Breadbasket failure15.92 −0.121
2029
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Partner Alliances & Security Cooperation 30
  • Partner Trade Policy & Market Access 30
  • Build Foundational Education 30
Middle East settlement16.07 +0.152
2030No actions16.22 +0.151
2031
  • Partner Fiscal Capacity & Public Finance 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Buy Development Cooperation & Global Assistance 31
  • Build Economic Output & Productivity 31
  • Partner Investment Attraction & Projection 31
16.39 +0.165
2032
  • Partner Fiscal Capacity & Public Finance 31
  • Build Economic Output & Productivity 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Partner Economic Leverage & Dependence 31
  • Partner Investment Attraction & Projection 31
16.50 +0.116
2033
  • Build Space Operations 31
  • Partner Export Capability & Sophistication 31
  • Build Development Cooperation & Global Assistance 31
  • Partner Digital & Services Trade 31
  • Partner Economic Leverage & Dependence 31
16.64 +0.134
2034
  • Buy Artificial Intelligence 32
  • Partner Trade Facilitation & Logistics 32
  • Build Development Cooperation & Global Assistance 32
  • Partner Global Value Chain Position 32
  • Build Early Childhood Development 32
16.77 +0.137
2035No actions16.84 +0.071
2036
  • Buy Connectivity, Cyber & Trust Technologies 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Population Health 33
  • Build Justice System & Fundamental Rights 33
  • Partner Information Environment & Strategic Communication 33
16.96 +0.112
2037
  • Build Population Health 33
  • Build Regulatory Governance & Strategic Controls 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Justice System & Fundamental Rights 33
  • Build Financial Infrastructure 33
Water-efficient food leap17.06 +0.104
2038
  • Build Public Integrity & Anti-Corruption 33
  • Build Political Institutions & Civic Participation 33
  • Build Labour & Employment 33
  • Build Regulatory Governance & Strategic Controls 33
  • Build Resource Infrastructure 33
17.16 +0.105
2039
  • Build Transparency, Oversight & Accountability 34
  • Build Industrial & Sectoral Base 34
  • Build Resource Infrastructure 34
  • Build Political Institutions & Civic Participation 34
  • Build Labour & Employment 34
Automated discovery step17.44 +0.273
2040
  • Build Transparency, Oversight & Accountability 34
  • Partner Culture, Language & Education Diplomacy 34
  • Build Industrial & Sectoral Base 34
  • Build Resource Infrastructure 34
  • Build Public Integrity & Anti-Corruption 34
17.74 +0.298
2041
  • Build Transparency, Oversight & Accountability 35
  • Build Financial Regulation & Integrity 35
  • Buy Sovereign Capital & External Financial Power 35
  • Build Business Dynamism & Entrepreneurship 35
  • Buy Space, Aerospace & Defence Infrastructure 35
18.07 +0.333
2042
  • Build Research Talent & Knowledge Creation 35
  • Build Financial Regulation & Integrity 35
  • Build Business Dynamism & Entrepreneurship 35
  • Build Diaspora & Global Communities 35
  • Build Monetary & Currency Capability 35
Middle East settlement18.26 +0.187
2043No actionsCore disaster18.08 −0.179
2044No actions18.14 +0.063
2045No actions18.06 −0.077
2046No actions18.00 −0.062

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 Technology223333222222222222222
Strategic Infrastructure222222222221111111111
National Security333333333333333223333
Human Capital111111111111111111111
Information & Influence333221111111111111111
Governance & Integrity445433333333111111111
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−2.140−148.2−6.33
No shocks+0.606+44.4+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.016−1.10.00
Without the 2nd largest decision−0.016−1.30.00
Without the 3rd largest decision−0.019−1.30.00
Without the 4th largest decision−0.019−1.30.00
Without the 5th largest decision−0.018−1.30.00
Without the 1st largest shock+0.343+24.4+0.33
Without the 2nd largest shock+0.283+20.80.00
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
Resource InfrastructureStrategic Infrastructure11.7516.99+5.24+4.56−0.27+0.77+0.18
Development Cooperation & Global AssistanceInformation & Influence14.5019.58+5.08+5.17−0.46+0.53+0.33
Public Integrity & Anti-CorruptionGovernance & Integrity15.0020.00+5.00+3.77−0.13+0.98+0.38
Transparency, Oversight & AccountabilityGovernance & Integrity15.3319.99+4.66+3.90−0.12+0.98+0.09
Technical & Vocational SkillsHuman Capital15.5019.79+4.29+7.27−0.20+0.91+0.10
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.69+4.19+3.45−0.44+0.85+0.34
Economic Leverage & DependenceTrade & Investment15.3319.40+4.07+3.71−0.45+0.35+0.48
Justice System & Fundamental RightsGovernance & Integrity15.0019.04+4.04+2.54−0.12+1.50+0.11
Research Talent & Knowledge CreationHuman Capital16.0019.95+3.95+2.57−0.24+1.06+0.56
Lifelong Learning & ReskillingHuman Capital16.0019.77+3.77+6.53−0.20+0.67+0.05
Labour & EmploymentProduction & Innovation15.0018.72+3.72+3.21−0.40+0.49+0.43
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3319.93+3.60+2.41−0.13+1.67+0.01
Alliances & Security CooperationInformation & Influence16.0019.56+3.56+2.48−0.46+1.05+0.49
Political Institutions & Civic ParticipationGovernance & Integrity16.0019.50+3.50+2.50−0.12+0.98+0.14
Population HealthHuman Capital16.0019.44+3.44+2.89−0.14+0.53+0.16
Sovereign Capital & External Financial PowerFinancial Strength14.2017.45+3.25+3.26−0.30+0.06+0.23
Business Dynamism & EntrepreneurshipProduction & Innovation15.7519.00+3.25+2.95−0.40+0.48+0.22
Investment Attraction & ProjectionTrade & Investment16.3319.43+3.10+3.23−0.45+0.36+0.34
Financial Regulation & IntegrityFinancial Strength15.7518.68+2.93+2.86−0.26+0.13+0.21
Economic Output & ProductivityProduction & Innovation16.5019.33+2.83+2.54−0.42+0.49+0.22
Digital & AI CompetenceHuman Capital17.0019.82+2.82+3.42−0.21+0.66+0.31
Advanced EducationHuman Capital17.0019.77+2.77+2.52−0.21+0.65+0.18
Artificial IntelligenceCritical Technology16.0018.58+2.58+1.90−0.73+1.05+0.36
Industrial & Sectoral BaseProduction & Innovation16.5019.06+2.56+2.61−0.41+0.21+0.15
Trade Policy & Market AccessTrade & Investment17.0019.37+2.37+2.09−0.44+0.37+0.47
Early Childhood DevelopmentHuman Capital17.0019.19+2.19+1.40−0.20+0.53+0.47
Financial InfrastructureStrategic Infrastructure16.5018.67+2.17+1.54−0.31+0.77+0.17
Information Environment & Strategic CommunicationInformation & Influence15.6717.70+2.03+1.72−0.41+0.52+0.20
Digital & Services TradeTrade & Investment16.2518.21+1.96+1.79−0.41+0.36+0.22
Foundational EducationHuman Capital17.2519.19+1.94+1.25−0.20+0.65+0.24
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.44+1.84+1.78−0.72+0.60+0.18
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.11+1.78+1.00−0.31+0.74+0.34
Export Capability & SophisticationTrade & Investment17.0018.77+1.77+1.53−0.43+0.37+0.29
Fiscal Capacity & Public FinanceFinancial Strength16.5018.26+1.76+1.85−0.28−0.40+0.58
Government Effectiveness & Public AdministrationGovernance & Integrity17.2018.94+1.740.00−0.12+1.49+0.37
Diaspora & Global CommunitiesInformation & Influence15.5017.18+1.68+1.50−0.38+0.53+0.04
Culture, Language & Education DiplomacyInformation & Influence16.8018.47+1.67+1.36−0.43+0.53+0.21
Internal Security & OrderGovernance & Integrity15.6717.24+1.570.00−0.11+1.39+0.29
Global Value Chain PositionTrade & Investment17.3318.89+1.56+1.37−0.43+0.37+0.24
Innovation & CommercialisationProduction & Innovation18.0019.46+1.460.00−0.43+0.93+0.96
Space OperationsNational Security13.6715.05+1.38+0.90−0.45+0.72+0.22
Transport InfrastructureStrategic Infrastructure16.5017.69+1.190.00−0.30+1.22+0.26
Monetary & Currency CapabilityFinancial Strength16.3317.50+1.17+1.35−0.25−0.07+0.14
Social InfrastructureStrategic Infrastructure17.0018.13+1.130.00−0.30+0.99+0.45
Trade Facilitation & LogisticsTrade & Investment17.5018.62+1.12+1.41−0.42−0.20+0.33
Biotechnology & Health TechnologiesCritical Technology16.2017.27+1.070.00−0.65+1.29+0.43
Advanced ManufacturingStrategic Infrastructure18.4019.40+1.000.00−0.32+0.76+0.56
Intelligence & AssessmentNational Security15.8316.82+0.990.00−0.51+1.24+0.26
Communications & Digital InfrastructureStrategic Infrastructure18.0018.97+0.970.00−0.50+1.21+0.25
National Resilience & Crisis ManagementGovernance & Integrity16.2017.12+0.920.00−0.11+0.81+0.22
Nuclear DeterrenceNational Security1.672.55+0.880.00−0.02+0.91−0.01
Robotics & Autonomous SystemsCritical Technology16.5017.37+0.870.00−0.65+1.05+0.47
Advanced Materials & ManufacturingCritical Technology16.7117.45+0.740.00−0.66+1.05+0.34
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.45+0.700.00−0.28+0.82+0.16
Energy InfrastructureStrategic Infrastructure16.1316.81+0.680.00−0.28+0.81+0.15
Technology Adoption & DiffusionProduction & Innovation18.0018.66+0.660.00−0.42+0.72+0.36
Cyber & Electromagnetic OperationsNational Security16.0016.60+0.600.00−0.51+0.72+0.39
Quantum TechnologiesCritical Technology14.2514.83+0.580.00−0.56+0.60+0.54
Semiconductors & Advanced ComputingCritical Technology17.5018.08+0.580.00−0.68+1.05+0.20
Health System CapabilityHuman Capital16.6717.24+0.570.00−0.19+0.43+0.33
Energy TechnologiesCritical Technology16.6017.16+0.560.00−0.65+0.89+0.32
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.29+0.490.00−0.29+0.53+0.25
Air PowerNational Security16.7517.21+0.460.00−0.52+0.72+0.26
Joint Command, Projection & SustainmentNational Security15.3315.78+0.450.00−0.48+0.72+0.22
Land PowerNational Security16.5016.94+0.440.00−0.52+0.72+0.23
Force Generation & MobilisationNational Security16.3316.73+0.400.00−0.51+0.72+0.19
Structural Transformation & ComplexityProduction & Innovation16.6717.07+0.400.00−0.38+0.47+0.32
Maritime PowerNational Security16.0016.36+0.360.00−0.50+0.72+0.14
Strategic Strike & Missile DefenceNational Security16.0016.34+0.340.00−0.50+0.72+0.12
Space TechnologiesCritical Technology14.6714.93+0.260.00−0.56+0.60+0.22
Sensing, Timing & NavigationCritical Technology15.8015.97+0.170.00−0.60+0.60+0.17
Financial Stability & Crisis ManagementFinancial Strength16.6716.63−0.040.00−0.24+0.11+0.09
Financial System Depth & AccessFinancial Strength17.0016.77−0.230.00−0.24−0.07+0.09

Seed 5 of experiment mcts-m3.m3-kor-mcts-tier-rank. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.