A poor simulation (10th percentile) · cmaes-c1.c1-kor-cmaes-allocation

Simulation 1

South Korea, evolution strategy, 20 years, seed 1: a poor simulation (10th percentile) of the experiment's 5. Capability index 16.00 at the 2026 position, 17.21 in 2046; 100 actions over 20 rounds and 3 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 1

The experiment · The other representative simulations: 4 (median simulation), 3 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2046.

Capability index
17.21 (+1.21)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
6
From 2
Events
3 shocks
1 upside event

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 evolution strategy (cma-es) 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
  • Buy Research Talent & Knowledge Creation 30
  • Build Advanced Education 30
  • Build Digital & AI Competence 30
  • Build Technical & Vocational Skills 30
  • Partner Financial Regulation & Integrity 30
16.04 +0.041
2028
  • Build Lifelong Learning & Reskilling 30
  • Build Advanced Education 30
  • Build Technical & Vocational Skills 30
  • Build Digital & AI Competence 30
  • Buy Economic Output & Productivity 30
16.11 +0.064
2029
  • Build Lifelong Learning & Reskilling 30
  • Build Foundational Education 30
  • Buy Financial System Depth & Access 30
  • Build Agriculture & Food Infrastructure 30
  • Partner Trade Policy & Market Access 30
16.19 +0.080
2030
  • Partner Diplomatic Statecraft & Global Networks 31
  • Buy Development Cooperation & Global Assistance 31
  • Build Foundational Education 31
  • Partner Alliances & Security Cooperation 31
  • Partner Fiscal Capacity & Public Finance 31
16.34 +0.151
2031
  • Partner Economic Leverage & Dependence 31
  • Partner Fiscal Capacity & Public Finance 31
  • Partner Diplomatic Statecraft & Global Networks 31
  • Partner Investment Attraction & Projection 31
  • Build Economic Output & Productivity 31
16.49 +0.154
2032
  • Buy Development Cooperation & Global Assistance 31
  • Partner Economic Leverage & Dependence 31
  • Partner Investment Attraction & Projection 31
  • Build Economic Output & Productivity 31
  • Partner Export Capability & Sophistication 31
16.65 +0.157
2033
  • Build Government Effectiveness & Public Administration 32
  • Partner Digital & Services Trade 32
  • Build Justice System & Fundamental Rights 32
  • Build Early Childhood Development 32
  • Buy Artificial Intelligence 32
Hybrid coercion16.58 −0.072
2034
  • Build Population Health 33
  • Build Justice System & Fundamental Rights 33
  • Buy Connectivity, Cyber & Trust Technologies 33
  • Partner Global Value Chain Position 33
  • Buy Sovereign Capital & External Financial Power 33
16.70 +0.118
2035
  • Build Public Integrity & Anti-Corruption 33
  • Build Population Health 33
  • Build Financial Infrastructure 33
  • Build Internal Security & Order 33
  • Partner Information Environment & Strategic Communication 33
16.77 +0.076
2036
  • Build Public Integrity & Anti-Corruption 33
  • Build Regulatory Governance & Strategic Controls 33
  • Partner Trade Facilitation & Logistics 33
  • Build Transparency, Oversight & Accountability 33
  • Build Political Institutions & Civic Participation 33
16.86 +0.087
2037
  • Build Resource Infrastructure 33
  • Build Political Institutions & Civic Participation 33
  • Build Transparency, Oversight & Accountability 33
  • Build Regulatory Governance & Strategic Controls 33
  • Build Labour & Employment 33
16.95 +0.092
2038
  • Build Public Integrity & Anti-Corruption 33
  • Build Resource Infrastructure 33
  • Build Political Institutions & Civic Participation 33
  • Build Industrial & Sectoral Base 33
  • Build Transparency, Oversight & Accountability 33
Regional war spillover16.67 −0.278
2039
  • Partner Culture, Language & Education Diplomacy 33
  • Build Labour & Employment 33
  • Build Transparency, Oversight & Accountability 33
  • Build Industrial & Sectoral Base 33
  • Build Resource Infrastructure 33
Regional war spillover16.22 −0.451
2040
  • Buy Sovereign Capital & External Financial Power 32
  • Buy Space, Aerospace & Defence Infrastructure 32
  • Build Financial Regulation & Integrity 32
  • Build Business Dynamism & Entrepreneurship 32
  • Build Biotechnology & Health Technologies 32
Water-efficient food leap16.40 +0.176
2041
  • Build Business Dynamism & Entrepreneurship 31
  • Build Structural Transformation & Complexity 31
  • Build Financial Regulation & Integrity 31
  • Buy Space, Aerospace & Defence Infrastructure 31
  • Build Health System Capability 31
16.53 +0.136
2042
  • Build Diaspora & Global Communities 32
  • Buy Sensing, Timing & Navigation 32
  • Build Structural Transformation & Complexity 32
  • Partner Space Technologies 32
  • Build Justice System & Fundamental Rights 32
16.68 +0.148
2043
  • Build Monetary & Currency Capability 32
  • Partner Information Environment & Strategic Communication 32
  • Partner Space Technologies 32
  • Partner Land Power 32
  • Buy Communications & Digital Infrastructure 32
16.81 +0.133
2044
  • Partner Diaspora & Global Communities 32
  • Partner Financial System Depth & Access 32
  • Build Development Cooperation & Global Assistance 32
  • Partner Diplomatic Statecraft & Global Networks 32
  • Build Information Environment & Strategic Communication 31
16.96 +0.152
2045
  • Partner Economic Leverage & Dependence 32
  • Partner Financial Stability & Crisis Management 32
  • Partner Information Environment & Strategic Communication 31
  • Buy Culture, Language & Education Diplomacy 28
  • Buy Sensing, Timing & Navigation 22
17.10 +0.132
2046
  • Buy Industrial & Sectoral Base 32
  • Partner Alliances & Security Cooperation 32
  • Partner Global Value Chain Position 32
  • Build Financial System Depth & Access 29
  • Buy Internal Security & Order 27
17.21 +0.116

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 Technology222222222222222222222
Strategic Infrastructure222222222222232222222
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333322111111111111111
Governance & Integrity444444443332111111111
Financial Strength554111111111254421111
Production & Innovation111111111111111111111
Trade & Investment222211111111122221111

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
Transparency, Oversight & AccountabilityGovernance & Integrity15.3320.00+4.67+5.090.00−0.42+0.10
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+5.180.00+0.15+0.17
Information Environment & Strategic CommunicationInformation & Influence15.6720.00+4.33+5.130.00−0.98+0.20
Development Cooperation & Global AssistanceInformation & Influence14.5018.79+4.29+4.970.00−0.78+0.10
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.58+4.08+4.630.00−0.73+0.17
Lifelong Learning & ReskillingHuman Capital16.0019.99+3.99+4.770.00−0.07+0.06
Public Integrity & Anti-CorruptionGovernance & Integrity15.0018.83+3.83+3.900.00−0.41+0.34
Political Institutions & Civic ParticipationGovernance & Integrity16.0019.57+3.57+3.770.00−0.41+0.21
Justice System & Fundamental RightsGovernance & Integrity15.0018.51+3.51+3.700.00−0.39+0.21
Economic Leverage & DependenceTrade & Investment15.3318.45+3.12+5.380.00−2.49+0.23
Digital & AI CompetenceHuman Capital17.0020.00+3.00+3.420.00−0.07+0.21
Financial Regulation & IntegrityFinancial Strength15.7518.53+2.78+3.640.00−0.96+0.09
Population HealthHuman Capital16.0018.77+2.77+2.870.00−0.090.00
Resource InfrastructureStrategic Infrastructure11.7514.49+2.74+4.620.00−2.03+0.15
Advanced EducationHuman Capital17.0019.67+2.67+2.520.00−0.08+0.23
Labour & EmploymentProduction & Innovation15.0017.65+2.65+3.190.00−0.92+0.37
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3318.70+2.37+2.560.00−0.190.00
Sovereign Capital & External Financial PowerFinancial Strength14.2016.55+2.35+3.290.00−1.03+0.09
Alliances & Security CooperationInformation & Influence16.0018.34+2.34+3.290.00−0.98+0.04
Industrial & Sectoral BaseProduction & Innovation16.5018.82+2.32+3.480.00−0.92−0.23
Foundational EducationHuman Capital17.2519.49+2.24+2.300.00−0.09+0.03
Business Dynamism & EntrepreneurshipProduction & Innovation15.7517.99+2.24+3.030.00−0.94+0.15
Sensing, Timing & NavigationCritical Technology15.8018.03+2.23+2.480.00−0.42+0.17
Investment Attraction & ProjectionTrade & Investment16.3318.46+2.13+3.150.00−1.20+0.18
Structural Transformation & ComplexityProduction & Innovation16.6718.76+2.09+2.880.00−0.93+0.13
Space TechnologiesCritical Technology14.6716.75+2.08+2.420.00−0.43+0.08
Economic Output & ProductivityProduction & Innovation16.5018.49+1.99+2.810.00−0.90+0.08
Diaspora & Global CommunitiesInformation & Influence15.5017.46+1.96+2.610.00−0.70+0.05
Internal Security & OrderGovernance & Integrity15.6717.55+1.88+2.210.00−0.56+0.23
Culture, Language & Education DiplomacyInformation & Influence16.8018.62+1.82+2.300.00−0.68+0.20
Research Talent & Knowledge CreationHuman Capital16.0017.55+1.55+1.280.00−0.13+0.41
Early Childhood DevelopmentHuman Capital17.0018.52+1.52+1.360.00−0.10+0.26
Artificial IntelligenceCritical Technology16.0017.46+1.46+1.910.00−0.44−0.01
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6017.96+1.36+1.860.00−0.56+0.07
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3317.58+1.25+2.300.00−1.01−0.04
Financial System Depth & AccessFinancial Strength17.0018.22+1.22+1.990.00−0.83+0.06
Trade Policy & Market AccessTrade & Investment17.0018.18+1.18+1.970.00−1.17+0.38
Biotechnology & Health TechnologiesCritical Technology16.2017.27+1.07+1.100.00−0.20+0.16
Health System CapabilityHuman Capital16.6717.65+0.98+1.110.00−0.12−0.01
Global Value Chain PositionTrade & Investment17.3318.17+0.84+2.030.00−1.16−0.03
Financial InfrastructureStrategic Infrastructure16.5017.34+0.84+1.650.00−0.95+0.15
Digital & Services TradeTrade & Investment16.2516.96+0.71+1.830.00−1.18+0.06
Export Capability & SophisticationTrade & Investment17.0017.55+0.55+1.500.00−1.17+0.21
Government Effectiveness & Public AdministrationGovernance & Integrity17.2017.70+0.50+1.000.00−0.80+0.30
Financial Stability & Crisis ManagementFinancial Strength16.6717.15+0.48+1.190.00−0.93+0.21
Monetary & Currency CapabilityFinancial Strength16.3316.72+0.39+1.300.00−0.93+0.02
Communications & Digital InfrastructureStrategic Infrastructure18.0018.21+0.21+1.340.00−1.23+0.10
Agriculture & Food InfrastructureStrategic Infrastructure15.7515.93+0.18+1.020.00−0.75−0.09
Fiscal Capacity & Public FinanceFinancial Strength16.5016.63+0.13+1.710.00−2.00+0.42
Quantum TechnologiesCritical Technology14.2514.02−0.230.000.00−0.44+0.20
Advanced Materials & ManufacturingCritical Technology16.7116.46−0.250.000.00−0.41+0.16
Nuclear DeterrenceNational Security1.671.37−0.300.000.00−0.27−0.03
Robotics & Autonomous SystemsCritical Technology16.5016.19−0.310.000.00−0.41+0.11
Semiconductors & Advanced ComputingCritical Technology17.5017.16−0.340.000.00−0.40+0.07
Technology Adoption & DiffusionProduction & Innovation18.0017.65−0.350.000.00−0.69+0.34
Innovation & CommercialisationProduction & Innovation18.0017.60−0.400.000.00−0.91+0.50
Land PowerNational Security16.5016.04−0.46+0.980.00−1.34−0.10
Advanced ManufacturingStrategic Infrastructure18.4017.67−0.730.000.00−0.97+0.24
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8016.04−0.760.000.00−0.78+0.02
Energy TechnologiesCritical Technology16.6015.77−0.830.000.00−0.91+0.08
Social InfrastructureStrategic Infrastructure17.0016.07−0.930.000.00−0.99+0.07
National Resilience & Crisis ManagementGovernance & Integrity16.2015.09−1.110.000.00−1.10−0.01
Trade Facilitation & LogisticsTrade & Investment17.5016.39−1.11+1.390.00−2.37−0.13
Space OperationsNational Security13.6712.38−1.290.000.00−1.41+0.12
Air PowerNational Security16.7515.44−1.310.000.00−1.33+0.02
Force Generation & MobilisationNational Security16.3314.96−1.370.000.00−1.34−0.03
Cyber & Electromagnetic OperationsNational Security16.0014.53−1.470.000.00−1.63+0.16
Intelligence & AssessmentNational Security15.8314.29−1.540.000.00−1.64+0.09
Transport InfrastructureStrategic Infrastructure16.5014.75−1.750.000.00−1.75+0.01
Energy InfrastructureStrategic Infrastructure16.1313.95−2.180.000.00−2.24+0.06
Strategic Strike & Missile DefenceNational Security16.0013.66−2.340.000.00−2.42+0.09
Joint Command, Projection & SustainmentNational Security15.3312.84−2.490.000.00−2.45−0.04
Maritime PowerNational Security16.0013.24−2.760.000.00−2.70−0.05

Seed 1 of experiment cmaes-c1.c1-kor-cmaes-allocation. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.