A good simulation (90th percentile) · mcts-m5.m5-kor-mcts-combined

Simulation 3

South Korea, tree search, 20 years, seed 3: a good simulation (90th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 18.22 in 2046; 85 actions over 20 rounds and 1 shock.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 3

The experiment · The other representative simulations: 1 (median simulation), 7 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
18.22 (+2.22)
From 16.00
Rank by index
1
From 6
Domains at Tier 1
7
From 2
Events
1 shock
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
2028No actions16.00 0.000
2029
  • Partner Digital & AI Competence 30
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Buy Research Talent & Knowledge Creation 30
  • Build Advanced Education 30
AI labour shock15.90 −0.101
2030
  • Partner Lifelong Learning & Reskilling 30
  • Build Technical & Vocational Skills 30
  • Build Digital & AI Competence 30
  • Build Advanced Education 30
  • Buy Research Talent & Knowledge Creation 30
15.81 −0.087
2031
  • Build Fiscal Capacity & Public Finance 27
  • Build Technical & Vocational Skills 27
  • Build Lifelong Learning & Reskilling 27
  • Partner Alliances & Security Cooperation 27
  • Partner Trade Policy & Market Access 27
15.76 −0.054
2032
  • Build Fiscal Capacity & Public Finance 26
  • Build Foundational Education 26
  • Partner Alliances & Security Cooperation 26
  • Partner Diplomatic Statecraft & Global Networks 26
  • Buy Development Cooperation & Global Assistance 26
Market access opening15.98 +0.218
2033
  • Build Fiscal Capacity & Public Finance 30
  • Build Foundational Education 30
  • Build Economic Output & Productivity 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Partner Investment Attraction & Projection 30
16.15 +0.171
2034
  • Buy Economic Output & Productivity 31
  • Partner Economic Leverage & Dependence 31
  • Partner Fiscal Capacity & Public Finance 31
  • Buy Artificial Intelligence 31
  • Partner Investment Attraction & Projection 31
16.35 +0.206
2035
  • Partner Fiscal Capacity & Public Finance 32
  • Build Development Cooperation & Global Assistance 32
  • Partner Digital & Services Trade 32
  • Partner Export Capability & Sophistication 32
  • Partner Economic Leverage & Dependence 32
16.48 +0.131
2036
  • Build Development Cooperation & Global Assistance 32
  • Partner Global Value Chain Position 32
  • Partner Digital & Services Trade 32
  • Partner Information Environment & Strategic Communication 32
  • Buy Connectivity, Cyber & Trust Technologies 32
16.65 +0.169
2037
  • Partner Government Effectiveness & Public Administration 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Early Childhood Development 33
  • Build Justice System & Fundamental Rights 33
  • Buy Artificial Intelligence 33
16.81 +0.155
2038
  • Build Space, Aerospace & Defence Infrastructure 33
  • Build Population Health 33
  • Build Early Childhood Development 33
  • Partner Trade Facilitation & Logistics 33
  • Build Labour & Employment 33
16.88 +0.075
2039
  • Build Regulatory Governance & Strategic Controls 33
  • Build Political Institutions & Civic Participation 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Population Health 33
  • Build Financial Infrastructure 33
16.96 +0.081
2040
  • Build Regulatory Governance & Strategic Controls 33
  • Build Political Institutions & Civic Participation 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Industrial & Sectoral Base 33
  • Build Justice System & Fundamental Rights 33
17.05 +0.084
2041
  • Build Transparency, Oversight & Accountability 33
  • Build Resource Infrastructure 33
  • Partner Information Environment & Strategic Communication 33
  • Partner Culture, Language & Education Diplomacy 33
  • Build Industrial & Sectoral Base 33
17.16 +0.113
2042
  • Buy Resource Infrastructure 33
  • Build Transparency, Oversight & Accountability 33
  • Build Diplomatic Statecraft & Global Networks 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Justice System & Fundamental Rights 33
Clean power threshold17.40 +0.240
2043
  • Partner Structural Transformation & Complexity 33
  • Build Labour & Employment 33
  • Build Financial Regulation & Integrity 33
  • Build Business Dynamism & Entrepreneurship 33
  • Partner Space Technologies 33
17.61 +0.207
2044
  • Build Sensing, Timing & Navigation 35
  • Build Financial Regulation & Integrity 35
  • Build Labour & Employment 35
  • Build Business Dynamism & Entrepreneurship 35
  • Build Diaspora & Global Communities 35
17.82 +0.214
2045
  • Buy Space Operations 36
  • Buy Sensing, Timing & Navigation 36
  • Buy Biotechnology & Health Technologies 36
  • Buy Robotics & Autonomous Systems 36
  • Buy Advanced Materials & Manufacturing 36
18.07 +0.246
2046No actions18.22 +0.150

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 Technology222333332222222222222
Strategic Infrastructure222222222221111111111
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333332211111111111111
Governance & Integrity444555544443322111111
Financial Strength555555551111111111111
Production & Innovation111222222222111111111
Trade & Investment222223221111111111111

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−2.367−163.1−6.33
No shocks+0.578+43.2+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.019−1.30.00
Without the 2nd largest decision−0.021−1.50.00
Without the 3rd largest decision−0.019−1.50.00
Without the 4th largest decision−0.021−1.50.00
Without the 5th largest decision−0.018−1.40.00
Without the 1st largest shock+0.227+16.6+0.33
Without the 2nd largest shock+0.282+20.80.00
Without the 3rd largest shock+0.181+14.10.00

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 & Influence14.5020.00+5.50+5.530.00−0.12+0.42
Labour & EmploymentProduction & Innovation15.0019.75+4.75+4.560.00−0.21+0.41
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+7.090.00+0.66+0.07
Diplomatic Statecraft & Global NetworksInformation & Influence14.5019.00+4.50+4.330.00−0.12+0.29
Economic Leverage & DependenceTrade & Investment15.3319.70+4.37+3.830.00+0.17+0.37
Resource InfrastructureStrategic Infrastructure11.7516.09+4.34+3.040.00+0.98+0.32
Justice System & Fundamental RightsGovernance & Integrity15.0019.29+4.29+3.740.00+0.48+0.06
Lifelong Learning & ReskillingHuman Capital16.0020.00+4.00+5.590.00−0.13+0.03
Alliances & Security CooperationInformation & Influence16.0020.00+4.00+4.120.00−0.11+0.29
Investment Attraction & ProjectionTrade & Investment16.3320.00+3.67+3.270.00+0.42+0.17
Sovereign Capital & External Financial PowerFinancial Strength14.2017.83+3.63+3.300.00+0.12+0.22
Digital & Services TradeTrade & Investment16.2519.86+3.61+3.640.00−0.14+0.10
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3319.86+3.53+2.540.00+0.98+0.01
Fiscal Capacity & Public FinanceFinancial Strength16.5020.00+3.50+3.740.00−0.34+0.42
Industrial & Sectoral BaseProduction & Innovation16.5020.00+3.50+2.800.00+0.75+0.13
Business Dynamism & EntrepreneurshipProduction & Innovation15.7519.22+3.47+3.110.00+0.26+0.09
Artificial IntelligenceCritical Technology16.0019.29+3.29+3.470.00−0.31+0.13
Public Integrity & Anti-CorruptionGovernance & Integrity15.0018.27+3.27+2.650.00+0.48+0.14
Population HealthHuman Capital16.0019.18+3.18+2.920.00+0.18+0.08
Transparency, Oversight & AccountabilityGovernance & Integrity15.3318.50+3.17+2.650.00+0.49+0.03
Sensing, Timing & NavigationCritical Technology15.8018.87+3.07+2.730.00+0.15+0.19
Financial Regulation & IntegrityFinancial Strength15.7518.81+3.06+2.850.00+0.13+0.08
Early Childhood DevelopmentHuman Capital17.0020.00+3.00+2.750.00+0.18+0.21
Digital & AI CompetenceHuman Capital17.0020.00+3.00+2.890.00−0.12+0.26
Economic Output & ProductivityProduction & Innovation16.5019.44+2.94+2.520.00+0.27+0.15
Research Talent & Knowledge CreationHuman Capital16.0018.91+2.91+2.300.00+0.18+0.44
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.91+2.91+2.590.00+0.25+0.07
Information Environment & Strategic CommunicationInformation & Influence15.6718.52+2.85+3.350.00−0.59+0.10
Advanced EducationHuman Capital17.0019.78+2.78+2.610.00−0.12+0.29
Trade Policy & Market AccessTrade & Investment17.0019.77+2.77+1.920.00+0.42+0.42
Foundational EducationHuman Capital17.2520.00+2.75+2.340.00+0.18+0.25
Export Capability & SophisticationTrade & Investment17.0019.20+2.20+1.690.00+0.18+0.33
Financial InfrastructureStrategic Infrastructure16.5018.60+2.10+1.580.00+0.51+0.01
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.68+2.08+1.860.00+0.15+0.06
Robotics & Autonomous SystemsCritical Technology16.5018.47+1.97+1.410.00+0.15+0.41
Biotechnology & Health TechnologiesCritical Technology16.2018.15+1.95+1.550.00+0.15+0.25
Government Effectiveness & Public AdministrationGovernance & Integrity17.2019.13+1.93+0.730.00+0.99+0.20
Global Value Chain PositionTrade & Investment17.3319.23+1.90+1.510.00+0.18+0.20
Trade Facilitation & LogisticsTrade & Investment17.5019.40+1.90+1.320.00+0.43+0.15
Advanced Materials & ManufacturingCritical Technology16.7118.59+1.88+1.340.00+0.15+0.38
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.17+1.84+1.120.00+0.51+0.21
Culture, Language & Education DiplomacyInformation & Influence16.8018.58+1.78+1.540.00−0.11+0.35
Structural Transformation & ComplexityProduction & Innovation16.6718.40+1.73+1.200.00+0.27+0.26
Space TechnologiesCritical Technology14.6716.21+1.54+1.240.00+0.14+0.16
Space OperationsNational Security13.6715.17+1.50+1.410.000.00+0.09
Diaspora & Global CommunitiesInformation & Influence15.5016.97+1.47+1.550.00−0.12+0.04
Energy InfrastructureStrategic Infrastructure16.1317.49+1.360.000.00+1.24+0.12
Transport InfrastructureStrategic Infrastructure16.5017.75+1.250.000.00+0.75+0.50
Social InfrastructureStrategic Infrastructure17.0018.22+1.220.000.00+0.51+0.71
Technology Adoption & DiffusionProduction & Innovation18.0019.19+1.190.000.00+0.76+0.43
Advanced ManufacturingStrategic Infrastructure18.4019.52+1.120.000.00+0.51+0.61
Innovation & CommercialisationProduction & Innovation18.0019.00+1.000.000.00+0.28+0.72
Energy TechnologiesCritical Technology16.6017.51+0.910.000.00+0.64+0.27
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.58+0.780.000.00+0.51+0.27
Financial System Depth & AccessFinancial Strength17.0017.71+0.710.000.00+0.62+0.09
Quantum TechnologiesCritical Technology14.2514.95+0.700.000.00+0.13+0.56
Internal Security & OrderGovernance & Integrity15.6716.35+0.680.000.00+0.49+0.19
Communications & Digital InfrastructureStrategic Infrastructure18.0018.66+0.660.000.00+0.51+0.15
National Resilience & Crisis ManagementGovernance & Integrity16.2016.84+0.640.000.00+0.49+0.15
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.30+0.550.000.00+0.51+0.04
Health System CapabilityHuman Capital16.6717.17+0.500.000.00+0.18+0.32
Monetary & Currency CapabilityFinancial Strength16.3316.74+0.410.000.00+0.13+0.27
Force Generation & MobilisationNational Security16.3316.71+0.380.000.000.00+0.38
Semiconductors & Advanced ComputingCritical Technology17.5017.88+0.380.000.00+0.16+0.22
Financial Stability & Crisis ManagementFinancial Strength16.6717.03+0.360.000.00+0.14+0.22
Air PowerNational Security16.7516.99+0.240.000.000.00+0.24
Cyber & Electromagnetic OperationsNational Security16.0016.17+0.170.000.000.00+0.17
Intelligence & AssessmentNational Security15.8315.96+0.130.000.000.00+0.13
Joint Command, Projection & SustainmentNational Security15.3315.46+0.130.000.000.00+0.13
Land PowerNational Security16.5016.60+0.100.000.000.00+0.10
Maritime PowerNational Security16.0016.10+0.100.000.000.00+0.10
Strategic Strike & Missile DefenceNational Security16.0016.05+0.050.000.000.00+0.05
Nuclear DeterrenceNational Security1.671.66−0.010.000.000.00−0.01

Seed 3 of experiment mcts-m5.m5-kor-mcts-combined. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.