A good simulation (90th percentile) · mcts-m2.m2-est-mcts-tier1

Simulation 23

Estonia, tree search, 20 years, seed 23: a good simulation (90th percentile) of the experiment's 50. Capability index 11.49 at the 2026 position, 13.75 in 2046; 100 actions over 20 rounds and 1 shock.

Model 0.1.0 · graph 0.2.0 · parameters 0.1.0 · seed 23

The experiment · The other representative simulations: 12 (median simulation), 13 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
13.75 (+2.26)
From 11.49
Rank by index
20
From 33
Domains at Tier 1
2
From 0
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
2027
  • Build Development Cooperation & Global Assistance 17
  • Buy Semiconductors & Advanced Computing 17
  • Build Technical & Vocational Skills 17
  • Partner Space Technologies 17
  • Buy Economic Output & Productivity 17
11.55 +0.059
2028
  • Buy Technical & Vocational Skills 17
  • Buy Semiconductors & Advanced Computing 17
  • Partner Space Technologies 17
  • Buy Development Cooperation & Global Assistance 17
  • Buy Artificial Intelligence 17
11.66 +0.116
2029
  • Buy Space Technologies 18
  • Build Technical & Vocational Skills 18
  • Buy Semiconductors & Advanced Computing 18
  • Buy Economic Output & Productivity 18
  • Build Lifelong Learning & Reskilling 18
11.75 +0.088
2030
  • Build Diplomatic Statecraft & Global Networks 18
  • Build Technical & Vocational Skills 18
  • Buy Space, Aerospace & Defence Infrastructure 18
  • Build Lifelong Learning & Reskilling 18
  • Buy Energy Technologies 18
11.83 +0.076
2031
  • Buy Space Operations 18
  • Buy Semiconductors & Advanced Computing 18
  • Partner Trade Policy & Market Access 18
  • Buy Advanced Materials & Manufacturing 18
  • Build Technical & Vocational Skills 18
Market access opening12.02 +0.189
2032
  • Partner Space Technologies 19
  • Buy Economic Output & Productivity 19
  • Buy Sensing, Timing & Navigation 19
  • Partner Diplomatic Statecraft & Global Networks 19
  • Partner Investment Attraction & Projection 19
Hybrid coercion11.77 −0.247
2033
  • Partner Air Power 19
  • Partner Alliances & Security Cooperation 19
  • Partner Culture, Language & Education Diplomacy 19
  • Buy Space, Aerospace & Defence Infrastructure 19
  • Buy Development Cooperation & Global Assistance 19
11.99 +0.224
2034
  • Partner Alliances & Security Cooperation 20
  • Buy Connectivity, Cyber & Trust Technologies 20
  • Buy Semiconductors & Advanced Computing 20
  • Buy Energy Technologies 20
  • Buy Space, Aerospace & Defence Infrastructure 20
12.14 +0.144
2035
  • Buy Air Power 19
  • Buy Advanced Materials & Manufacturing 19
  • Partner Space Technologies 19
  • Partner Export Capability & Sophistication 19
  • Buy Economic Output & Productivity 19
12.24 +0.099
2036
  • Partner Space Technologies 19
  • Buy Artificial Intelligence 19
  • Buy Biotechnology & Health Technologies 19
  • Buy Sensing, Timing & Navigation 19
  • Partner Trade Policy & Market Access 19
12.36 +0.122
2037
  • Partner Nuclear Deterrence 20
  • Buy Semiconductors & Advanced Computing 20
  • Partner Diplomatic Statecraft & Global Networks 20
  • Build Advanced Education 20
  • Partner Culture, Language & Education Diplomacy 20
12.44 +0.079
2038
  • Build Connectivity, Cyber & Trust Technologies 20
  • Buy Energy Technologies 20
  • Partner Investment Attraction & Projection 20
  • Build Advanced Education 20
  • Buy Technology Adoption & Diffusion 20
12.55 +0.112
2039
  • Partner Maritime Power 20
  • Buy Advanced Materials & Manufacturing 20
  • Buy Development Cooperation & Global Assistance 20
  • Buy Connectivity, Cyber & Trust Technologies 20
  • Buy Economic Output & Productivity 20
12.68 +0.128
2040
  • Partner Economic Output & Productivity 20
  • Buy Research Talent & Knowledge Creation 20
  • Partner Export Capability & Sophistication 20
  • Partner Trade Facilitation & Logistics 20
  • Build Digital & AI Competence 20
12.76 +0.081
2041
  • Partner Economic Output & Productivity 21
  • Buy Semiconductors & Advanced Computing 21
  • Buy Biotechnology & Health Technologies 21
  • Partner Global Value Chain Position 21
  • Buy Robotics & Autonomous Systems 21
12.89 +0.129
2042
  • Build Quantum Technologies 21
  • Partner Space Technologies 21
  • Partner Alliances & Security Cooperation 21
  • Buy Artificial Intelligence 21
  • Buy Space, Aerospace & Defence Infrastructure 21
12.97 +0.088
2043
  • Buy Energy Technologies 21
  • Buy Sensing, Timing & Navigation 21
  • Partner Information Environment & Strategic Communication 21
  • Partner Diplomatic Statecraft & Global Networks 21
  • Partner Space Technologies 21
13.10 +0.120
2044
  • Buy Economic Output & Productivity 22
  • Buy Advanced Materials & Manufacturing 22
  • Buy Semiconductors & Advanced Computing 22
  • Buy Sovereign Capital & External Financial Power 22
  • Partner Culture, Language & Education Diplomacy 22
Automated discovery step13.33 +0.235
2045
  • Build Nuclear Deterrence 22
  • Partner Investment Attraction & Projection 22
  • Buy Energy Infrastructure 22
  • Buy Technology Adoption & Diffusion 22
  • Buy Biotechnology & Health Technologies 22
13.52 +0.187
2046
  • Buy Connectivity, Cyber & Trust Technologies 23
  • Buy Development Cooperation & Global Assistance 23
  • Buy Robotics & Autonomous Systems 23
  • Buy Research Talent & Knowledge Creation 23
  • Buy Artificial Intelligence 23
13.75 +0.229

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 Technology777665655555555554442
Strategic Infrastructure555555555555555544444
National Security666666666666555555555
Human Capital333332111111111111111
Information & Influence666666665444444432222
Governance & Integrity333333433333333333333
Financial Strength999988888888888888877
Production & Innovation555555555555333322211
Trade & Investment666666666654444444333

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 5 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−2.326−171.6−1.40
No shocks+1.064+78.7+2.40
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.012−0.90.00
Without the 2nd largest decision−0.020−1.60.00
Without the 3rd largest decision−0.023−1.60.00
Without the 4th largest decision−0.024−1.70.00
Without the 5th largest decision−0.022−1.50.00
Without the 1st largest shock+0.616+45.2+0.60
Without the 2nd largest shock+0.433+31.1+0.25
Without the 3rd largest shock+0.301+22.20.00

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
Semiconductors & Advanced ComputingCritical Technology2.5013.76+11.26+11.040.00+0.21+0.01
Space TechnologiesCritical Technology2.6712.73+10.06+9.940.00−0.01+0.12
Artificial IntelligenceCritical Technology8.3318.26+9.93+6.270.00+0.33+3.34
Development Cooperation & Global AssistanceInformation & Influence7.5015.61+8.11+8.090.00−0.41+0.44
Economic Output & ProductivityProduction & Innovation10.0017.94+7.94+7.670.00+0.18+0.10
Advanced Materials & ManufacturingCritical Technology5.1412.25+7.11+6.790.00+0.30+0.02
Technical & Vocational SkillsHuman Capital13.0020.00+7.00+7.020.00+0.79+0.01
Sensing, Timing & NavigationCritical Technology4.6011.56+6.96+5.220.00+0.05+1.68
Energy TechnologiesCritical Technology4.8011.73+6.93+6.890.00+0.01+0.02
Connectivity, Cyber & Trust TechnologiesCritical Technology10.8016.57+5.77+6.010.00−0.250.00
Space, Aerospace & Defence InfrastructureStrategic Infrastructure5.6710.99+5.32+4.910.00−0.17+0.58
Diplomatic Statecraft & Global NetworksInformation & Influence10.0015.21+5.21+5.140.00−0.38+0.45
Biotechnology & Health TechnologiesCritical Technology7.4012.61+5.21+4.810.00+0.35+0.05
Alliances & Security CooperationInformation & Influence13.5018.59+5.09+5.550.00−1.03+0.57
Investment Attraction & ProjectionTrade & Investment11.3316.24+4.91+4.380.00+0.40+0.13
Culture, Language & Education DiplomacyInformation & Influence8.4012.99+4.59+4.910.00−0.42+0.10
Robotics & Autonomous SystemsCritical Technology8.2512.66+4.41+3.170.00+0.36+0.88
Trade Policy & Market AccessTrade & Investment13.5017.78+4.28+3.460.00+0.41+0.41
Lifelong Learning & ReskillingHuman Capital14.3318.04+3.71+3.140.00+0.54+0.04
Technology Adoption & DiffusionProduction & Innovation14.5017.80+3.30+3.020.00+0.23+0.06
Export Capability & SophisticationTrade & Investment11.6714.92+3.25+3.030.00+0.15+0.07
Research Talent & Knowledge CreationHuman Capital12.6715.85+3.18+2.110.00+0.83+0.24
Advanced EducationHuman Capital14.3317.18+2.85+2.260.00+0.54+0.05
Space OperationsNational Security4.006.82+2.82+1.460.00−0.54+1.90
Air PowerNational Security4.507.24+2.74+2.800.00−0.48+0.42
Economic Leverage & DependenceTrade & Investment11.6713.93+2.260.000.00+0.15+2.11
Sovereign Capital & External Financial PowerFinancial Strength9.8011.79+1.99+1.540.00+0.27+0.17
Global Value Chain PositionTrade & Investment13.0014.95+1.95+1.500.00+0.16+0.29
Fiscal Capacity & Public FinanceFinancial Strength14.7516.67+1.920.000.00+0.27+1.65
Digital & AI CompetenceHuman Capital16.5018.39+1.89+1.330.00+0.54+0.02
Trade Facilitation & LogisticsTrade & Investment13.0014.87+1.87+1.460.00+0.410.00
Labour & EmploymentProduction & Innovation13.7515.04+1.290.000.00+0.23+1.06
Quantum TechnologiesCritical Technology5.506.73+1.23+1.100.00+0.06+0.08
Nuclear DeterrenceNational Security0.001.22+1.22+0.910.00−0.54+0.02
Energy InfrastructureStrategic Infrastructure8.8810.07+1.19+1.260.00−0.48+0.41
Strategic Strike & Missile DefenceNational Security6.007.15+1.150.000.00−0.47+1.62
Advanced ManufacturingStrategic Infrastructure10.0010.80+0.800.000.00−0.09+0.89
Innovation & CommercialisationProduction & Innovation12.5013.27+0.770.000.00+0.51+0.26
Information Environment & Strategic CommunicationInformation & Influence12.0012.76+0.76+1.560.00−1.06+0.25
Regulatory Governance & Strategic ControlsGovernance & Integrity14.3315.08+0.750.000.00+0.750.00
Health System CapabilityHuman Capital14.0014.70+0.700.000.00+0.54+0.16
Population HealthHuman Capital13.6714.36+0.690.000.00+0.54+0.15
Early Childhood DevelopmentHuman Capital16.0016.59+0.590.000.00+0.54+0.05
Foundational EducationHuman Capital16.5017.06+0.560.000.00+0.54+0.02
Structural Transformation & ComplexityProduction & Innovation12.6713.08+0.410.000.00+0.22+0.19
Digital & Services TradeTrade & Investment14.0014.40+0.400.000.00+0.41−0.02
Monetary & Currency CapabilityFinancial Strength14.0014.38+0.380.000.00+0.27+0.11
Maritime PowerNational Security6.006.34+0.34+1.300.00−1.22+0.26
Transport InfrastructureStrategic Infrastructure12.0012.28+0.280.000.00+0.18+0.10
Financial Regulation & IntegrityFinancial Strength14.2514.53+0.280.000.00+0.27+0.01
Financial Stability & Crisis ManagementFinancial Strength13.6713.95+0.280.000.00+0.27+0.01
Financial System Depth & AccessFinancial Strength12.0012.26+0.260.000.00+0.27−0.01
Business Dynamism & EntrepreneurshipProduction & Innovation14.7515.01+0.260.000.00+0.23+0.03
Government Effectiveness & Public AdministrationGovernance & Integrity17.4017.64+0.240.000.00+0.18+0.06
Transparency, Oversight & AccountabilityGovernance & Integrity16.3316.55+0.220.000.00+0.23−0.01
Industrial & Sectoral BaseProduction & Innovation11.5011.72+0.220.000.00+0.220.00
Political Institutions & Civic ParticipationGovernance & Integrity16.0016.22+0.220.000.00+0.23−0.01
Justice System & Fundamental RightsGovernance & Integrity15.2515.46+0.210.000.00+0.22−0.01
Public Integrity & Anti-CorruptionGovernance & Integrity15.5015.71+0.210.000.00+0.22−0.01
Resource InfrastructureStrategic Infrastructure6.756.84+0.090.000.00−0.11+0.20
Social InfrastructureStrategic Infrastructure13.9113.99+0.080.000.00−0.06+0.14
Water, Sanitation & Waste InfrastructureStrategic Infrastructure11.8011.79−0.010.000.00−0.07+0.06
Agriculture & Food InfrastructureStrategic Infrastructure11.5011.47−0.030.000.00−0.08+0.05
Financial InfrastructureStrategic Infrastructure13.2513.22−0.030.000.00−0.06+0.03
Joint Command, Projection & SustainmentNational Security8.678.62−0.050.000.00−0.44+0.38
National Resilience & Crisis ManagementGovernance & Integrity14.2014.13−0.070.000.00−0.12+0.04
Internal Security & OrderGovernance & Integrity14.6714.58−0.090.000.00−0.11+0.01
Land PowerNational Security9.259.11−0.140.000.00−0.43+0.29
Force Generation & MobilisationNational Security13.3313.15−0.180.000.00−0.38+0.21
Communications & Digital InfrastructureStrategic Infrastructure14.8614.61−0.250.000.00−0.35+0.10
Diaspora & Global CommunitiesInformation & Influence11.5011.13−0.370.000.00−0.40+0.03
Intelligence & AssessmentNational Security11.6711.16−0.510.000.00−1.09+0.58
Cyber & Electromagnetic OperationsNational Security12.0011.20−0.800.000.00−1.08+0.29

Seed 23 of experiment mcts-m2.m2-est-mcts-tier1. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.