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

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, 18.21 in 2046; 87 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
18.21 (+2.21)
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
  • 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
AI labour shock15.90 −0.102
2030
  • Partner Space Technologies 30
  • Build Technical & Vocational Skills 30
  • Build Lifelong Learning & Reskilling 30
  • Build Digital & AI Competence 30
  • Build Advanced Education 30
15.81 −0.094
2031
  • Partner Space Technologies 27
  • Build Technical & Vocational Skills 27
  • Build Lifelong Learning & Reskilling 27
  • Buy Research Talent & Knowledge Creation 27
  • Partner Alliances & Security Cooperation 27
15.76 −0.051
2032
  • Buy Artificial Intelligence 26
  • Partner Trade Policy & Market Access 26
  • Partner Fiscal Capacity & Public Finance 26
  • Build Foundational Education 26
  • Partner Alliances & Security Cooperation 26
Market access opening15.95 +0.198
2033
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Buy Development Cooperation & Global Assistance 30
  • Build Foundational Education 30
  • Build Economic Output & Productivity 30
16.15 +0.201
2034
  • Partner Diplomatic Statecraft & Global Networks 31
  • Partner Fiscal Capacity & Public Finance 31
  • Partner Investment Attraction & Projection 31
  • Build Economic Output & Productivity 31
  • Partner Economic Leverage & Dependence 31
16.33 +0.174
2035
  • Build Development Cooperation & Global Assistance 31
  • Partner Digital & Services Trade 31
  • Partner Export Capability & Sophistication 31
  • Partner Investment Attraction & Projection 31
  • Partner Economic Leverage & Dependence 31
16.48 +0.154
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
16.66 +0.174
2037
  • Buy Sovereign Capital & External Financial Power 32
  • Buy Artificial Intelligence 32
  • Build Early Childhood Development 32
  • Build Justice System & Fundamental Rights 32
  • Build Government Effectiveness & Public Administration 32
16.81 +0.152
2038
  • Build Population Health 33
  • Build Early Childhood Development 33
  • Partner Trade Facilitation & Logistics 33
  • Build Labour & Employment 33
  • Build Political Institutions & Civic Participation 33
16.88 +0.072
2039
  • Build Regulatory Governance & Strategic Controls 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Population Health 33
  • Build Justice System & Fundamental Rights 33
  • Build Financial Infrastructure 33
16.96 +0.079
2040
  • Build Regulatory Governance & Strategic Controls 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Industrial & Sectoral Base 33
  • Build Transparency, Oversight & Accountability 33
  • Build Resource Infrastructure 33
17.05 +0.085
2041
  • Build Transparency, Oversight & Accountability 33
  • Partner Information Environment & Strategic Communication 33
  • Build Regulatory Governance & Strategic Controls 33
  • Partner Culture, Language & Education Diplomacy 33
  • Build Industrial & Sectoral Base 33
17.16 +0.115
2042
  • Build Political Institutions & Civic Participation 33
  • Build Transparency, Oversight & Accountability 33
  • Build Resource Infrastructure 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Public Integrity & Anti-Corruption 33
Clean power threshold17.39 +0.234
2043
  • Buy Space Operations 33
  • Build Financial Regulation & Integrity 33
  • Build Labour & Employment 33
  • Build Business Dynamism & Entrepreneurship 33
  • Build Structural Transformation & Complexity 33
17.59 +0.195
2044
  • Buy Space Operations 35
  • Build Financial Regulation & Integrity 35
  • Buy Space, Aerospace & Defence Infrastructure 35
  • Build Business Dynamism & Entrepreneurship 35
  • Build Labour & Employment 35
17.79 +0.204
2045
  • Buy Joint Command, Projection & Sustainment 35
  • Buy Sensing, Timing & Navigation 35
  • Buy Biotechnology & Health Technologies 35
  • Buy Robotics & Autonomous Systems 35
  • Buy Advanced Materials & Manufacturing 35
18.05 +0.259
2046
  • Buy Energy Technologies 35
  • Buy Health System Capability 12
18.21 +0.157

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 Technology222333222222222222222
Strategic Infrastructure222222222221111111111
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333332211111111111111
Governance & Integrity444555544443332111111
Financial Strength555555552111111111111
Production & Innovation111222222222111111111
Trade & Investment222223321111111111111

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−2.342−162.6−6.33
No shocks+0.599+43.7+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.017−1.30.00
Without the 2nd largest decision−0.018−1.30.00
Without the 3rd largest decision−0.017−1.40.00
Without the 4th largest decision−0.018−1.30.00
Without the 5th largest decision−0.017−1.40.00
Without the 1st largest shock+0.239+17.2+0.67
Without the 2nd largest shock+0.281+20.70.00
Without the 3rd largest shock+0.185+14.40.00

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
2046
Change
Invested
Decay
Events
Graph
Development Cooperation & Global AssistanceInformation & Influence14.5020.00+5.50+5.510.00−0.12+0.39
Labour & EmploymentProduction & Innovation15.0019.71+4.71+4.510.00−0.20+0.41
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+7.090.00+0.67+0.07
Public Integrity & Anti-CorruptionGovernance & Integrity15.0019.50+4.50+3.840.00+0.49+0.17
Transparency, Oversight & AccountabilityGovernance & Integrity15.3319.67+4.34+3.820.00+0.49+0.03
Economic Leverage & DependenceTrade & Investment15.3319.67+4.34+3.800.00+0.17+0.36
Resource InfrastructureStrategic Infrastructure11.7516.06+4.31+2.990.00+0.99+0.32
Lifelong Learning & ReskillingHuman Capital16.0020.00+4.00+6.560.00−0.13+0.03
Alliances & Security CooperationInformation & Influence16.0020.00+4.00+4.120.00−0.11+0.27
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3320.00+3.67+3.580.00+1.00+0.01
Investment Attraction & ProjectionTrade & Investment16.3320.00+3.67+3.230.00+0.42+0.18
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.13+3.63+3.460.00−0.12+0.29
Digital & Services TradeTrade & Investment16.2519.83+3.58+3.600.00−0.13+0.11
Sovereign Capital & External Financial PowerFinancial Strength14.2017.77+3.57+3.240.00+0.12+0.21
Industrial & Sectoral BaseProduction & Innovation16.5020.00+3.50+2.760.00+0.77+0.13
Business Dynamism & EntrepreneurshipProduction & Innovation15.7519.21+3.46+3.080.00+0.27+0.10
Artificial IntelligenceCritical Technology16.0019.14+3.14+3.310.00−0.30+0.13
Population HealthHuman Capital16.0019.12+3.12+2.870.00+0.18+0.07
Justice System & Fundamental RightsGovernance & Integrity15.0018.10+3.10+2.560.00+0.49+0.05
Financial Regulation & IntegrityFinancial Strength15.7518.83+3.08+2.850.00+0.14+0.09
Early Childhood DevelopmentHuman Capital17.0020.00+3.00+2.710.00+0.19+0.20
Digital & AI CompetenceHuman Capital17.0020.00+3.00+3.550.00−0.12+0.26
Economic Output & ProductivityProduction & Innovation16.5019.49+2.99+2.560.00+0.28+0.15
Information Environment & Strategic CommunicationInformation & Influence15.6718.50+2.83+3.310.00−0.59+0.12
Trade Policy & Market AccessTrade & Investment17.0019.83+2.83+1.990.00+0.43+0.41
Space OperationsNational Security13.6716.46+2.79+2.590.000.00+0.20
Research Talent & Knowledge CreationHuman Capital16.0018.79+2.79+2.220.00+0.18+0.39
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.78+2.78+2.450.00+0.26+0.07
Advanced EducationHuman Capital17.0019.73+2.73+2.610.00−0.12+0.23
Fiscal Capacity & Public FinanceFinancial Strength16.5019.23+2.73+2.620.00−0.33+0.43
Foundational EducationHuman Capital17.2519.95+2.70+2.330.00+0.19+0.18
Space TechnologiesCritical Technology14.6717.02+2.35+2.110.00+0.14+0.09
Government Effectiveness & Public AdministrationGovernance & Integrity17.2019.38+2.18+1.000.00+1.01+0.18
Export Capability & SophisticationTrade & Investment17.0019.18+2.18+1.670.00+0.19+0.32
Energy TechnologiesCritical Technology16.6018.69+2.09+1.200.00+0.65+0.24
Financial InfrastructureStrategic Infrastructure16.5018.58+2.08+1.550.00+0.52+0.01
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.65+2.05+1.830.00+0.16+0.06
Sensing, Timing & NavigationCritical Technology15.8017.83+2.03+1.580.00+0.15+0.29
Structural Transformation & ComplexityProduction & Innovation16.6718.63+1.96+1.430.00+0.28+0.26
Robotics & Autonomous SystemsCritical Technology16.5018.44+1.94+1.400.00+0.16+0.39
Biotechnology & Health TechnologiesCritical Technology16.2018.13+1.93+1.530.00+0.16+0.24
Trade Facilitation & LogisticsTrade & Investment17.5019.38+1.88+1.310.00+0.43+0.14
Global Value Chain PositionTrade & Investment17.3319.20+1.87+1.490.00+0.19+0.20
Advanced Materials & ManufacturingCritical Technology16.7118.56+1.85+1.320.00+0.16+0.37
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.16+1.83+1.130.00+0.52+0.19
Culture, Language & Education DiplomacyInformation & Influence16.8018.56+1.76+1.520.00−0.10+0.34
Energy InfrastructureStrategic Infrastructure16.1317.47+1.340.000.00+1.25+0.09
Joint Command, Projection & SustainmentNational Security15.3316.63+1.30+1.220.000.00+0.08
Technology Adoption & DiffusionProduction & Innovation18.0019.23+1.230.000.00+0.78+0.46
Advanced ManufacturingStrategic Infrastructure18.4019.53+1.130.000.00+0.52+0.60
Transport InfrastructureStrategic Infrastructure16.5017.60+1.100.000.00+0.76+0.34
Social InfrastructureStrategic Infrastructure17.0018.01+1.010.000.00+0.52+0.50
Innovation & CommercialisationProduction & Innovation18.0018.99+0.990.000.00+0.28+0.71
Health System CapabilityHuman Capital16.6717.45+0.78+0.390.00+0.18+0.21
Financial System Depth & AccessFinancial Strength17.0017.73+0.730.000.00+0.64+0.09
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.52+0.720.000.00+0.52+0.20
Internal Security & OrderGovernance & Integrity15.6716.36+0.690.000.00+0.49+0.20
Communications & Digital InfrastructureStrategic Infrastructure18.0018.68+0.680.000.00+0.52+0.16
Quantum TechnologiesCritical Technology14.2514.92+0.670.000.00+0.14+0.53
National Resilience & Crisis ManagementGovernance & Integrity16.2016.83+0.630.000.00+0.50+0.13
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.30+0.550.000.00+0.51+0.04
Semiconductors & Advanced ComputingCritical Technology17.5017.88+0.380.000.00+0.17+0.21
Financial Stability & Crisis ManagementFinancial Strength16.6717.04+0.370.000.00+0.14+0.22
Monetary & Currency CapabilityFinancial Strength16.3316.67+0.340.000.00+0.14+0.20
Force Generation & MobilisationNational Security16.3316.56+0.230.000.000.00+0.23
Strategic Strike & Missile DefenceNational Security16.0016.22+0.220.000.000.00+0.21
Cyber & Electromagnetic OperationsNational Security16.0016.18+0.180.000.000.00+0.18
Air PowerNational Security16.7516.89+0.140.000.000.00+0.14
Intelligence & AssessmentNational Security15.8315.96+0.130.000.000.00+0.13
Land PowerNational Security16.5016.54+0.040.000.000.00+0.04
Maritime PowerNational Security16.0016.03+0.030.000.000.00+0.03
Nuclear DeterrenceNational Security1.671.66−0.010.000.000.00−0.01
Diaspora & Global CommunitiesInformation & Influence15.5015.42−0.080.000.00−0.11+0.04

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