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

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; 86 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
  • Buy Technical & Vocational Skills 27
  • Build Lifelong Learning & Reskilling 27
  • Partner Alliances & Security Cooperation 27
  • Partner Trade Policy & Market Access 27
  • Build Foundational Education 27
15.76 −0.051
2032
  • Build Diplomatic Statecraft & Global Networks 26
  • Partner Fiscal Capacity & Public Finance 26
  • Partner Alliances & Security Cooperation 26
  • Build Foundational Education 26
  • Buy Development Cooperation & Global Assistance 26
Market access opening15.97 +0.208
2033
  • Build Investment Attraction & Projection 30
  • Partner Fiscal Capacity & Public Finance 30
  • Partner Diplomatic Statecraft & Global Networks 30
  • Build Economic Output & Productivity 30
  • Partner Economic Leverage & Dependence 30
16.15 +0.176
2034
  • Partner Fiscal Capacity & Public Finance 31
  • Build Economic Output & Productivity 31
  • Partner Investment Attraction & Projection 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Buy Artificial Intelligence 31
16.36 +0.213
2035
  • Build Development Cooperation & Global Assistance 32
  • Partner Digital & Services Trade 32
  • Partner Export Capability & Sophistication 32
  • Partner Global Value Chain Position 32
  • Partner Information Environment & Strategic Communication 32
16.50 +0.137
2036
  • Partner Sovereign Capital & External Financial Power 32
  • Build Development Cooperation & Global Assistance 32
  • Partner Digital & Services Trade 32
  • Buy Connectivity, Cyber & Trust Technologies 32
  • Partner Economic Leverage & Dependence 32
16.67 +0.174
2037
  • Build Early Childhood Development 32
  • Build Justice System & Fundamental Rights 32
  • Build Government Effectiveness & Public Administration 32
  • Buy Artificial Intelligence 32
  • Build Population Health 32
16.79 +0.119
2038
  • Partner Labour & Employment 33
  • Build Early Childhood Development 33
  • Partner Trade Facilitation & Logistics 33
  • Build Justice System & Fundamental Rights 33
  • Build Political Institutions & Civic Participation 33
16.87 +0.079
2039
  • Build Regulatory Governance & Strategic Controls 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Financial Infrastructure 33
  • Build Political Institutions & Civic Participation 33
  • Build Population Health 33
16.95 +0.084
2040
  • Build Regulatory Governance & Strategic Controls 33
  • Build Transparency, Oversight & Accountability 33
  • Build Public Integrity & Anti-Corruption 33
  • Build Industrial & Sectoral Base 33
  • Build Financial Infrastructure 33
17.03 +0.079
2041
  • Buy Resource Infrastructure 33
  • Build Transparency, Oversight & Accountability 33
  • Partner Information Environment & Strategic Communication 33
  • Buy Sovereign Capital & External Financial Power 33
  • Build Public Integrity & Anti-Corruption 33
17.16 +0.134
2042
  • Build Culture, Language & Education Diplomacy 33
  • Build Transparency, Oversight & Accountability 33
  • Build Labour & Employment 33
  • Build Resource Infrastructure 33
  • Buy Space, Aerospace & Defence Infrastructure 33
Clean power threshold17.38 +0.212
2043
  • Build Financial Regulation & Integrity 33
  • Build Business Dynamism & Entrepreneurship 33
  • Build Labour & Employment 33
  • Partner Space Technologies 33
  • Build Structural Transformation & Complexity 33
17.58 +0.205
2044
  • Build Financial Regulation & Integrity 35
  • Buy Sensing, Timing & Navigation 35
  • Build Business Dynamism & Entrepreneurship 35
  • Partner Space Technologies 35
  • Build Diaspora & Global Communities 35
17.81 +0.232
2045
  • Partner Energy Technologies 35
  • Buy Biotechnology & Health Technologies 35
  • Buy Robotics & Autonomous Systems 35
  • Buy Advanced Materials & Manufacturing 35
  • Buy Sovereign Capital & External Financial Power 35
18.07 +0.259
2046
  • Buy Internal Security & Order 12
18.22 +0.149

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 & Integrity444555544443332111111
Financial Strength555555552111111111111
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−2.359−163.2−6.33
No shocks+0.578+42.8+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.013−1.10.00
Without the 2nd largest decision−0.018−1.50.00
Without the 3rd largest decision−0.018−1.40.00
Without the 4th largest decision−0.018−1.40.00
Without the 5th largest decision−0.022−1.40.00
Without the 1st largest shock+0.226+16.5+0.33
Without the 2nd largest shock+0.279+20.50.00
Without the 3rd largest shock+0.185+14.30.00

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+5.420.00−0.12+0.39
Diplomatic Statecraft & Global NetworksInformation & Influence14.5019.34+4.84+4.670.00−0.12+0.29
Public Integrity & Anti-CorruptionGovernance & Integrity15.0019.55+4.55+3.880.00+0.49+0.19
Labour & EmploymentProduction & Innovation15.0019.54+4.54+4.330.00−0.20+0.41
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+6.070.00+0.67+0.07
Sovereign Capital & External Financial PowerFinancial Strength14.2018.69+4.49+4.160.00+0.12+0.20
Transparency, Oversight & AccountabilityGovernance & Integrity15.3319.76+4.43+3.890.00+0.49+0.05
Resource InfrastructureStrategic Infrastructure11.7516.00+4.25+2.960.00+0.99+0.30
Economic Leverage & DependenceTrade & Investment15.3319.40+4.07+3.480.00+0.17+0.42
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+0.37
Investment Attraction & ProjectionTrade & Investment16.3319.98+3.65+3.040.00+0.42+0.19
Digital & Services TradeTrade & Investment16.2519.82+3.57+3.610.00−0.13+0.09
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3319.83+3.50+2.490.00+1.00+0.01
Financial InfrastructureStrategic Infrastructure16.5019.98+3.48+2.960.00+0.52+0.01
Business Dynamism & EntrepreneurshipProduction & Innovation15.7519.18+3.43+3.060.00+0.27+0.10
Artificial IntelligenceCritical Technology16.0019.27+3.27+3.440.00−0.30+0.13
Justice System & Fundamental RightsGovernance & Integrity15.0018.15+3.15+2.570.00+0.49+0.09
Population HealthHuman Capital16.0019.07+3.07+2.820.00+0.18+0.07
Financial Regulation & IntegrityFinancial Strength15.7518.78+3.03+2.810.00+0.14+0.08
Early Childhood DevelopmentHuman Capital17.0020.00+3.00+2.710.00+0.19+0.22
Digital & AI CompetenceHuman Capital17.0020.00+3.00+2.890.00−0.12+0.27
Economic Output & ProductivityProduction & Innovation16.5019.50+3.00+2.570.00+0.27+0.16
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.88+2.88+2.540.00+0.26+0.08
Research Talent & Knowledge CreationHuman Capital16.0018.87+2.87+2.300.00+0.18+0.39
Information Environment & Strategic CommunicationInformation & Influence15.6718.51+2.84+3.310.00−0.59+0.12
Trade Policy & Market AccessTrade & Investment17.0019.84+2.84+1.920.00+0.43+0.48
Advanced EducationHuman Capital17.0019.75+2.75+2.610.00−0.12+0.25
Fiscal Capacity & Public FinanceFinancial Strength16.5019.23+2.73+2.620.00−0.33+0.44
Space TechnologiesCritical Technology14.6717.40+2.73+2.460.00+0.14+0.13
Foundational EducationHuman Capital17.2519.85+2.60+2.230.00+0.19+0.18
Industrial & Sectoral BaseProduction & Innovation16.5018.84+2.34+1.450.00+0.76+0.13
Government Effectiveness & Public AdministrationGovernance & Integrity17.2019.41+2.21+1.000.00+1.00+0.20
Export Capability & SophisticationTrade & Investment17.0019.09+2.09+1.680.00+0.19+0.22
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6018.66+2.06+1.840.00+0.16+0.06
Sensing, Timing & NavigationCritical Technology15.8017.77+1.97+1.610.00+0.15+0.21
Energy TechnologiesCritical Technology16.6018.56+1.96+1.060.00+0.65+0.25
Robotics & Autonomous SystemsCritical Technology16.5018.45+1.95+1.390.00+0.16+0.40
Biotechnology & Health TechnologiesCritical Technology16.2018.13+1.93+1.530.00+0.16+0.25
Global Value Chain PositionTrade & Investment17.3319.21+1.88+1.490.00+0.19+0.20
Trade Facilitation & LogisticsTrade & Investment17.5019.38+1.88+1.300.00+0.43+0.14
Advanced Materials & ManufacturingCritical Technology16.7118.57+1.86+1.320.00+0.16+0.38
Structural Transformation & ComplexityProduction & Innovation16.6718.52+1.85+1.410.00+0.28+0.17
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.11+1.78+1.110.00+0.51+0.15
Culture, Language & Education DiplomacyInformation & Influence16.8018.54+1.74+1.500.00−0.10+0.35
Diaspora & Global CommunitiesInformation & Influence15.5016.95+1.45+1.520.00−0.11+0.04
Energy InfrastructureStrategic Infrastructure16.1317.47+1.340.000.00+1.25+0.09
Technology Adoption & DiffusionProduction & Innovation18.0019.20+1.200.000.00+0.77+0.42
Internal Security & OrderGovernance & Integrity15.6716.84+1.17+0.440.00+0.49+0.24
Advanced ManufacturingStrategic Infrastructure18.4019.53+1.130.000.00+0.52+0.61
Transport InfrastructureStrategic Infrastructure16.5017.60+1.100.000.00+0.76+0.34
Social InfrastructureStrategic Infrastructure17.0018.02+1.020.000.00+0.52+0.50
Innovation & CommercialisationProduction & Innovation18.0019.01+1.010.000.00+0.28+0.72
Financial System Depth & AccessFinancial Strength17.0017.77+0.770.000.00+0.64+0.13
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.52+0.720.000.00+0.52+0.20
Quantum TechnologiesCritical Technology14.2514.93+0.680.000.00+0.14+0.54
Communications & Digital InfrastructureStrategic Infrastructure18.0018.66+0.660.000.00+0.52+0.14
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
Health System CapabilityHuman Capital16.6717.07+0.400.000.00+0.18+0.21
Semiconductors & Advanced ComputingCritical Technology17.5017.88+0.380.000.00+0.17+0.22
Financial Stability & Crisis ManagementFinancial Strength16.6717.03+0.360.000.00+0.14+0.22
Monetary & Currency CapabilityFinancial Strength16.3316.68+0.350.000.00+0.14+0.21
Force Generation & MobilisationNational Security16.3316.56+0.230.000.000.00+0.23
Air PowerNational Security16.7516.92+0.170.000.000.00+0.17
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 Security15.3315.42+0.090.000.000.00+0.09
Space OperationsNational Security13.6713.73+0.060.000.000.00+0.06
Land PowerNational Security16.5016.56+0.060.000.000.00+0.06
Maritime PowerNational Security16.0016.05+0.050.000.000.00+0.05
Strategic Strike & Missile DefenceNational Security16.0016.03+0.030.000.000.00+0.03
Nuclear DeterrenceNational Security1.671.66−0.010.000.000.00−0.01

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