A good simulation (90th percentile) · mcts-m2.m2-kor-mcts-score-sum

Simulation 17

South Korea, tree search, 20 years, seed 17: a good simulation (90th percentile) of the experiment's 50. Capability index 16.00 at the 2026 position, 18.40 in 2046; 85 actions over 20 rounds and 2 shocks.

Model 0.1.0 · graph 0.2.0 · parameters 0.1.0 · seed 17

The experiment · The other representative simulations: 41 (median simulation), 18 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
18.40 (+2.40)
From 16.00
Rank by index
1
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
2027
  • Partner Digital & AI Competence 44
  • Build Technical & Vocational Skills 44
  • Build Lifelong Learning & Reskilling 44
  • Buy Research Talent & Knowledge Creation 44
  • Build Advanced Education 44
16.05 +0.052
2028
  • Partner Space Operations 44
  • Build Technical & Vocational Skills 44
  • Build Lifelong Learning & Reskilling 44
  • Build Digital & AI Competence 44
  • Partner Alliances & Security Cooperation 44
16.14 +0.088
2029
  • Partner Nuclear Deterrence 44
  • Build Technical & Vocational Skills 44
  • Partner Trade Policy & Market Access 44
  • Build Foundational Education 44
  • Partner Fiscal Capacity & Public Finance 44
16.28 +0.138
2030
  • Build Space Operations 44
  • Partner Diplomatic Statecraft & Global Networks 44
  • Buy Development Cooperation & Global Assistance 44
  • Build Foundational Education 44
  • Build Economic Output & Productivity 44
Trade bloc rupture16.35 +0.073
2031
  • Build Nuclear Deterrence 45
  • Partner Investment Attraction & Projection 45
  • Build Research Talent & Knowledge Creation 45
  • Partner Diplomatic Statecraft & Global Networks 45
  • Build Economic Output & Productivity 45
AI labour shock16.27 −0.088
2032
  • Build Nuclear Deterrence 41
  • Partner Economic Leverage & Dependence 41
  • Partner Fiscal Capacity & Public Finance 41
  • Partner Export Capability & Sophistication 41
  • Build Research Talent & Knowledge Creation 41
16.20 −0.067
2033
  • Partner Digital & Services Trade 35
  • Buy Technology Adoption & Diffusion 35
  • Buy Artificial Intelligence 35
  • Partner Global Value Chain Position 35
  • Partner Economic Leverage & Dependence 35
16.27 +0.074
2034
  • Buy Trade Facilitation & Logistics 42
  • Build Development Cooperation & Global Assistance 42
  • Partner Digital & Services Trade 42
  • Buy Sovereign Capital & External Financial Power 42
  • Partner Information Environment & Strategic Communication 42
16.47 +0.194
2035
  • Build Space, Aerospace & Defence Infrastructure 48
  • Buy Connectivity, Cyber & Trust Technologies 48
  • Build Government Effectiveness & Public Administration 48
  • Build Early Childhood Development 48
  • Build Justice System & Fundamental Rights 48
16.59 +0.127
2036
  • Partner Nuclear Deterrence 48
  • Buy Artificial Intelligence 48
  • Build Regulatory Governance & Strategic Controls 48
  • Build Advanced Education 48
  • Build Political Institutions & Civic Participation 48
Water-efficient food leap16.72 +0.123
2037
  • Build Research Talent & Knowledge Creation 48
  • Build Labour & Employment 48
  • Build Population Health 48
  • Build Public Integrity & Anti-Corruption 48
  • Build Regulatory Governance & Strategic Controls 48
16.83 +0.112
2038
  • Build Research Talent & Knowledge Creation 50
  • Build Industrial & Sectoral Base 50
  • Build Transparency, Oversight & Accountability 50
  • Build Population Health 50
  • Build Fiscal Capacity & Public Finance 50
16.97 +0.140
2039
  • Partner Financial Infrastructure 50
  • Build Transparency, Oversight & Accountability 50
  • Buy Resource Infrastructure 50
  • Partner Culture, Language & Education Diplomacy 50
  • Build Public Integrity & Anti-Corruption 50
17.15 +0.185
2040
  • Buy Financial Regulation & Integrity 50
  • Build Financial Infrastructure 50
  • Partner Information Environment & Strategic Communication 50
  • Build Justice System & Fundamental Rights 50
  • Build Transparency, Oversight & Accountability 50
17.38 +0.225
2041
  • Buy Space Technologies 51
  • Build Business Dynamism & Entrepreneurship 51
  • Build Justice System & Fundamental Rights 51
  • Buy Sovereign Capital & External Financial Power 51
  • Build Structural Transformation & Complexity 51
17.57 +0.189
2042
  • Build Fiscal Capacity & Public Finance 50
  • Buy Sensing, Timing & Navigation 50
  • Build Health System Capability 50
Clean power threshold17.79 +0.217
2043
  • Build Diaspora & Global Communities 50
  • Build Labour & Employment 50
  • Build Monetary & Currency Capability 10
17.97 +0.183
2044
  • Partner Quantum Technologies 54
  • Build Financial Regulation & Integrity 21
18.13 +0.163
2045
  • Partner Advanced Materials & Manufacturing 22
  • Buy Biotechnology & Health Technologies 11
18.29 +0.158
2046No actions18.40 +0.110

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 Technology222233322222222222222
Strategic Infrastructure222222222222111111111
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence332111111111111111111
Governance & Integrity444445555533111111111
Financial Strength555425222222111111111
Production & Innovation111112211111111111111
Trade & Investment222211111111111111111

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 5 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−2.379−166.0−5.20
No shocks+0.124+9.4+0.20
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.014−1.10.00
Without the 2nd largest decision−0.017−1.10.00
Without the 3rd largest decision−0.023−1.60.00
Without the 4th largest decision−0.028−1.70.00
Without the 5th largest decision−0.022−1.40.00
Without the 1st largest shock+0.058+4.3+0.20
Without the 2nd largest shock+0.001+1.3+0.33
Without the 3rd largest shock−0.042+0.1+1.00

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
Development Cooperation & Global AssistanceInformation & Influence14.5019.68+5.18+5.010.00−0.36+0.53
Justice System & Fundamental RightsGovernance & Integrity15.0020.00+5.00+5.260.00+0.42+0.06
Nuclear DeterrenceNational Security1.676.56+4.89+5.090.00−0.20−0.01
Transparency, Oversight & AccountabilityGovernance & Integrity15.3320.00+4.67+5.760.00+0.42+0.06
Public Integrity & Anti-CorruptionGovernance & Integrity15.0019.62+4.62+3.830.00+0.42+0.38
Economic Leverage & DependenceTrade & Investment15.3319.95+4.62+4.670.00−0.42+0.36
Sovereign Capital & External Financial PowerFinancial Strength14.2018.80+4.60+4.520.00−0.05+0.14
Labour & EmploymentProduction & Innovation15.0019.55+4.55+4.320.00−0.32+0.55
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+9.550.00+0.67+0.20
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.97+4.47+4.840.00−0.65+0.29
Artificial IntelligenceCritical Technology16.0020.00+4.00+4.42−0.01−0.29+0.25
Lifelong Learning & ReskillingHuman Capital16.0020.00+4.00+6.580.00−0.05+0.06
Research Talent & Knowledge CreationHuman Capital16.0020.00+4.00+5.260.00+0.11+0.53
Population HealthHuman Capital16.0020.00+4.00+4.230.00+0.13+0.10
Alliances & Security CooperationInformation & Influence16.0020.00+4.00+3.400.00−0.34+1.39
Information Environment & Strategic CommunicationInformation & Influence15.6719.47+3.80+4.420.00−0.74+0.12
Digital & Services TradeTrade & Investment16.2520.00+3.75+4.550.00−0.52+0.17
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3320.00+3.67+3.720.00+0.86+0.02
Resource InfrastructureStrategic Infrastructure11.7515.25+3.50+2.290.00+1.01+0.20
Financial InfrastructureStrategic Infrastructure16.5020.00+3.50+4.210.00+0.45+0.04
Fiscal Capacity & Public FinanceFinancial Strength16.5020.00+3.50+3.940.00−0.44+0.44
Economic Output & ProductivityProduction & Innovation16.5020.00+3.50+3.440.00+0.10+0.28
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6019.62+3.02+2.76−0.01+0.10+0.16
Advanced EducationHuman Capital17.0020.00+3.00+3.240.00−0.09+0.48
Digital & AI CompetenceHuman Capital17.0020.00+3.00+3.880.00−0.10+0.33
Trade Policy & Market AccessTrade & Investment17.0020.00+3.00+2.840.00−0.41+0.57
Government Effectiveness & Public AdministrationGovernance & Integrity17.2020.00+2.80+1.640.00+1.02+0.28
Space OperationsNational Security13.6716.47+2.80+2.69−0.01−0.16+0.28
Foundational EducationHuman Capital17.2520.00+2.75+3.310.00+0.15+0.17
Sensing, Timing & NavigationCritical Technology15.8018.53+2.73+2.30−0.01+0.10+0.34
Investment Attraction & ProjectionTrade & Investment16.3319.05+2.72+2.480.00−0.05+0.28
Quantum TechnologiesCritical Technology14.2516.97+2.72+1.76−0.01+0.08+0.88
Industrial & Sectoral BaseProduction & Innovation16.5019.15+2.65+2.220.00+0.38+0.06
Business Dynamism & EntrepreneurshipProduction & Innovation15.7518.32+2.57+2.350.00+0.09+0.14
Early Childhood DevelopmentHuman Capital17.0019.51+2.51+2.130.00+0.14+0.25
Structural Transformation & ComplexityProduction & Innovation16.6719.17+2.50+2.200.00+0.10+0.20
Financial Regulation & IntegrityFinancial Strength15.7518.20+2.45+2.270.00−0.03+0.21
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.75+2.42+1.570.00+0.45+0.40
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.37+2.37+1.910.00+0.22+0.25
Culture, Language & Education DiplomacyInformation & Influence16.8019.10+2.30+2.380.00−0.32+0.24
Export Capability & SophisticationTrade & Investment17.0019.11+2.11+2.210.00−0.39+0.29
Space TechnologiesCritical Technology14.6716.75+2.08+1.74−0.01+0.08+0.27
Health System CapabilityHuman Capital16.6718.71+2.04+1.760.00+0.13+0.14
Technology Adoption & DiffusionProduction & Innovation18.0020.00+2.00+1.700.00+0.89+0.34
Diaspora & Global CommunitiesInformation & Influence15.5017.43+1.93+2.220.00−0.33+0.04
Global Value Chain PositionTrade & Investment17.3319.13+1.80+1.960.00−0.39+0.23
Trade Facilitation & LogisticsTrade & Investment17.5019.03+1.53+1.460.00−0.03+0.11
Energy InfrastructureStrategic Infrastructure16.1317.31+1.180.000.00+1.03+0.15
Energy TechnologiesCritical Technology16.6017.69+1.090.00−0.01+0.68+0.42
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.86+1.060.000.00+0.66+0.41
Advanced Materials & ManufacturingCritical Technology16.7117.72+1.01+0.77−0.01−0.18+0.43
Transport InfrastructureStrategic Infrastructure16.5017.49+0.990.000.00+0.66+0.33
Innovation & CommercialisationProduction & Innovation18.0018.99+0.990.000.00+0.11+0.88
Social InfrastructureStrategic Infrastructure17.0017.98+0.980.000.00+0.46+0.52
Financial System Depth & AccessFinancial Strength17.0017.89+0.890.000.00+0.66+0.23
Biotechnology & Health TechnologiesCritical Technology16.2017.08+0.88+0.50−0.01+0.01+0.38
Advanced ManufacturingStrategic Infrastructure18.4019.17+0.770.000.00+0.46+0.31
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.45+0.700.000.00+0.65+0.05
Internal Security & OrderGovernance & Integrity15.6716.31+0.640.000.00+0.42+0.22
National Resilience & Crisis ManagementGovernance & Integrity16.2016.83+0.630.000.00+0.43+0.21
Communications & Digital InfrastructureStrategic Infrastructure18.0018.58+0.580.000.00+0.46+0.12
Robotics & Autonomous SystemsCritical Technology16.5016.86+0.360.00−0.01+0.10+0.26
Force Generation & MobilisationNational Security16.3316.60+0.270.00−0.01−0.15+0.43
Cyber & Electromagnetic OperationsNational Security16.0016.19+0.190.000.00−0.15+0.35
Monetary & Currency CapabilityFinancial Strength16.3316.52+0.19+0.430.00−0.33+0.09
Air PowerNational Security16.7516.93+0.180.00−0.01−0.15+0.34
Intelligence & AssessmentNational Security15.8315.98+0.150.000.00−0.16+0.31
Strategic Strike & Missile DefenceNational Security16.0016.04+0.040.000.00−0.15+0.20
Financial Stability & Crisis ManagementFinancial Strength16.6716.71+0.040.000.00−0.02+0.06
Semiconductors & Advanced ComputingCritical Technology17.5017.53+0.030.00−0.01−0.17+0.20
Joint Command, Projection & SustainmentNational Security15.3315.31−0.020.000.00−0.16+0.14
Land PowerNational Security16.5016.43−0.070.00−0.01−0.15+0.09
Maritime PowerNational Security16.0015.93−0.070.000.00−0.15+0.09

Seed 17 of experiment mcts-m2.m2-kor-mcts-score-sum. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.