A poor simulation (10th percentile) · cmaes-dev.dev-est-cmaes-open-loop

Simulation 2

Estonia, evolution strategy, 4 years, seed 2: a poor simulation (10th percentile) of the experiment's 2. Capability index 11.49 at the 2026 position, 11.42 in 2030; 19 actions over 4 rounds and 1 shock.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 2

The experiment · The other representative simulations: 1 (median simulation)

Outcome

From the 2026 position to 2030.

Capability index
11.42 (−0.07)
From 11.49
Rank by index
34
From 33
Domains at Tier 1
0
From 0
Events
1 shock
0 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 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 Semiconductors & Advanced Computing 12
  • Partner Space Technologies 12
  • Buy Economic Output & Productivity 12
  • Buy Development Cooperation & Global Assistance 12
  • Buy Sovereign Capital & External Financial Power 12
11.56 +0.071
2028
  • Buy Semiconductors & Advanced Computing 12
  • Partner Space Technologies 12
  • Build Fiscal Capacity & Public Finance 12
  • Partner Economic Output & Productivity 12
  • Partner Trade Policy & Market Access 12
Breadbasket failure11.29 −0.266
2029
  • Buy Semiconductors & Advanced Computing 12
  • Partner Space Technologies 12
  • Partner Economic Output & Productivity 12
  • Buy Space, Aerospace & Defence Infrastructure 12
11.35 +0.054
2030
  • Buy Semiconductors & Advanced Computing 12
  • Buy Economic Output & Productivity 12
  • Buy Development Cooperation & Global Assistance 12
  • Build Air Power 12
  • Partner Research Talent & Knowledge Creation 12
11.42 +0.071

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.

Domain2026
Critical Technology77776
Strategic Infrastructure55555
National Security66666
Human Capital33333
Information & Influence66666
Governance & Integrity33444
Financial Strength99999
Production & Innovation55555
Trade & Investment66766

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 1 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−0.303−21.00.00
No shocks0.0000.00.00
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.011−1.00.00
Without the 2nd largest decision−0.019−1.10.00
Without the 3rd largest decision−0.011−0.70.00
Without the 4th largest decision−0.010−0.70.00
Without the 5th largest decision−0.003−0.30.00

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
2030
Change
Invested
Decay
Events
Graph
Semiconductors & Advanced ComputingCritical Technology2.506.86+4.36+4.440.00−0.080.00
Space TechnologiesCritical Technology2.675.54+2.87+2.940.00−0.060.00
Economic Output & ProductivityProduction & Innovation10.0012.40+2.40+2.780.00−0.36−0.02
Development Cooperation & Global AssistanceInformation & Influence7.509.63+2.13+2.440.00−0.34+0.03
Trade Policy & Market AccessTrade & Investment13.5014.25+0.75+1.180.00−0.40−0.02
Space, Aerospace & Defence InfrastructureStrategic Infrastructure5.676.32+0.65+0.840.00−0.200.00
Sovereign Capital & External Financial PowerFinancial Strength9.8010.28+0.48+0.880.00−0.38−0.03
Artificial IntelligenceCritical Technology8.338.79+0.460.000.00−0.15+0.61
Sensing, Timing & NavigationCritical Technology4.604.67+0.070.000.00−0.09+0.16
Air PowerNational Security4.504.54+0.04+0.140.00−0.090.00
Nuclear DeterrenceNational Security0.000.000.000.000.000.000.00
Research Talent & Knowledge CreationHuman Capital12.6712.65−0.02+0.210.00−0.230.00
Fiscal Capacity & Public FinanceFinancial Strength14.7514.73−0.02+0.360.00−0.68+0.30
Space OperationsNational Security4.003.94−0.060.000.00−0.08+0.03
Strategic Strike & Missile DefenceNational Security6.005.91−0.090.000.00−0.12+0.03
Advanced Materials & ManufacturingCritical Technology5.145.04−0.100.000.00−0.10−0.01
Quantum TechnologiesCritical Technology5.505.39−0.110.000.00−0.100.00
Maritime PowerNational Security6.005.88−0.120.000.00−0.120.00
Biotechnology & Health TechnologiesCritical Technology7.407.26−0.140.000.00−0.140.00
Robotics & Autonomous SystemsCritical Technology8.258.09−0.160.000.00−0.15−0.01
Transparency, Oversight & AccountabilityGovernance & Integrity16.3316.16−0.170.000.00−0.170.00
Joint Command, Projection & SustainmentNational Security8.678.50−0.170.000.00−0.17−0.01
Political Institutions & Civic ParticipationGovernance & Integrity16.0015.83−0.170.000.00−0.170.00
Justice System & Fundamental RightsGovernance & Integrity15.2515.08−0.170.000.00−0.170.00
Regulatory Governance & Strategic ControlsGovernance & Integrity14.3314.16−0.170.000.00−0.170.00
Public Integrity & Anti-CorruptionGovernance & Integrity15.5015.33−0.170.000.00−0.170.00
Economic Leverage & DependenceTrade & Investment11.6711.50−0.170.000.00−0.41+0.24
Intelligence & AssessmentNational Security11.6711.49−0.180.000.00−0.180.00
Land PowerNational Security9.259.07−0.180.000.00−0.18−0.01
Cyber & Electromagnetic OperationsNational Security12.0011.82−0.180.000.00−0.180.00
Connectivity, Cyber & Trust TechnologiesCritical Technology10.8010.62−0.180.000.00−0.170.00
Energy TechnologiesCritical Technology4.804.61−0.190.000.00−0.180.00
Force Generation & MobilisationNational Security13.3313.14−0.190.000.00−0.18−0.01
National Resilience & Crisis ManagementGovernance & Integrity14.2014.01−0.190.000.00−0.17−0.01
Labour & EmploymentProduction & Innovation13.7513.56−0.190.000.00−0.33+0.14
Foundational EducationHuman Capital16.5016.28−0.220.000.00−0.21−0.01
Digital & AI CompetenceHuman Capital16.5016.28−0.220.000.00−0.21−0.01
Advanced EducationHuman Capital14.3314.11−0.220.000.00−0.220.00
Lifelong Learning & ReskillingHuman Capital14.3314.11−0.220.000.00−0.220.00
Technical & Vocational SkillsHuman Capital13.0012.77−0.230.000.00−0.230.00
Health System CapabilityHuman Capital14.0013.77−0.230.000.00−0.220.00
Resource InfrastructureStrategic Infrastructure6.756.51−0.240.000.00−0.23−0.01
Culture, Language & Education DiplomacyInformation & Influence8.408.09−0.310.000.00−0.310.00
Communications & Digital InfrastructureStrategic Infrastructure14.8614.54−0.320.000.00−0.310.00
Government Effectiveness & Public AdministrationGovernance & Integrity17.4017.08−0.320.000.00−0.320.00
Financial InfrastructureStrategic Infrastructure13.2512.92−0.330.000.00−0.32−0.01
Social InfrastructureStrategic Infrastructure13.9113.58−0.330.000.00−0.32−0.01
Transport InfrastructureStrategic Infrastructure12.0011.66−0.340.000.00−0.33−0.01
Financial Regulation & IntegrityFinancial Strength14.2513.91−0.340.000.00−0.340.00
Technology Adoption & DiffusionProduction & Innovation14.5014.16−0.340.000.00−0.33−0.01
Advanced ManufacturingStrategic Infrastructure10.009.65−0.350.000.00−0.33−0.02
Diaspora & Global CommunitiesInformation & Influence11.5011.15−0.350.000.00−0.350.00
Information Environment & Strategic CommunicationInformation & Influence12.0011.65−0.350.000.00−0.350.00
Internal Security & OrderGovernance & Integrity14.6714.32−0.350.000.00−0.34−0.01
Business Dynamism & EntrepreneurshipProduction & Innovation14.7514.40−0.350.000.00−0.33−0.03
Innovation & CommercialisationProduction & Innovation12.5012.15−0.350.000.00−0.34−0.01
Financial System Depth & AccessFinancial Strength12.0011.64−0.360.000.00−0.350.00
Financial Stability & Crisis ManagementFinancial Strength13.6713.31−0.360.000.00−0.35−0.02
Alliances & Security CooperationInformation & Influence13.5013.13−0.370.000.00−0.34−0.03
Industrial & Sectoral BaseProduction & Innovation11.5011.13−0.370.000.00−0.34−0.02
Structural Transformation & ComplexityProduction & Innovation12.6712.30−0.370.000.00−0.34−0.03
Investment Attraction & ProjectionTrade & Investment11.3310.94−0.390.000.00−0.41+0.02
Digital & Services TradeTrade & Investment14.0013.60−0.400.000.00−0.40−0.01
Global Value Chain PositionTrade & Investment13.0012.58−0.420.000.00−0.40−0.02
Early Childhood DevelopmentHuman Capital16.0015.56−0.440.000.00−0.43−0.01
Population HealthHuman Capital13.6713.22−0.450.000.00−0.450.00
Export Capability & SophisticationTrade & Investment11.6711.20−0.470.000.00−0.41−0.06
Energy InfrastructureStrategic Infrastructure8.888.28−0.600.000.00−0.60−0.01
Water, Sanitation & Waste InfrastructureStrategic Infrastructure11.8011.14−0.660.000.00−0.65−0.01
Agriculture & Food InfrastructureStrategic Infrastructure11.5010.82−0.680.000.00−0.65−0.02
Diplomatic Statecraft & Global NetworksInformation & Influence10.009.31−0.690.000.00−0.72+0.02
Monetary & Currency CapabilityFinancial Strength14.0013.28−0.720.000.00−0.69−0.03
Trade Facilitation & LogisticsTrade & Investment13.0012.18−0.820.000.00−0.81−0.01

Seed 2 of experiment cmaes-dev.dev-est-cmaes-open-loop. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.