Median simulation · mcts-m2.m2-bra-mcts-tier1

Simulation 17

Brazil, tree search, 20 years, seed 17: median simulation of the experiment's 50. Capability index 11.69 at the 2026 position, 13.39 in 2046; 100 actions over 20 rounds and 2 shocks.

Model 0.1.0 · graph 0.2.0 · parameters 0.1.0 · seed 17

The experiment · The other representative simulations: 10 (a poor simulation (10th percentile)), 34 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2046.

Capability index
13.39 (+1.70)
From 11.69
Rank by index
22
From 30
Domains at Tier 1
3
From 0
Events
2 shocks
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
  • Partner Fiscal Capacity & Public Finance 19
  • Build Digital & AI Competence 19
  • Build Technical & Vocational Skills 19
  • Build Lifelong Learning & Reskilling 19
  • Buy Research Talent & Knowledge Creation 19
11.72 +0.035
2028
  • Buy Technical & Vocational Skills 19
  • Build Digital & AI Competence 19
  • Build Lifelong Learning & Reskilling 19
  • Build Foundational Education 19
  • Partner Alliances & Security Cooperation 19
11.79 +0.064
2029
  • Partner Fiscal Capacity & Public Finance 20
  • Build Digital & AI Competence 20
  • Build Lifelong Learning & Reskilling 20
  • Build Technical & Vocational Skills 20
  • Build Foundational Education 20
11.86 +0.070
2030
  • Buy Technical & Vocational Skills 20
  • Build Digital & AI Competence 20
  • Buy Technology Adoption & Diffusion 20
  • Build Lifelong Learning & Reskilling 20
  • Build Foundational Education 20
Trade bloc rupture11.89 +0.032
2031
  • Build Nuclear Deterrence 20
  • Buy Artificial Intelligence 20
  • Buy Research Talent & Knowledge Creation 20
  • Buy Connectivity, Cyber & Trust Technologies 20
  • Build Digital & AI Competence 20
AI labour shock11.79 −0.106
2032
  • Partner Economic Output & Productivity 18
  • Buy Development Cooperation & Global Assistance 18
  • Buy Semiconductors & Advanced Computing 18
  • Partner Trade Policy & Market Access 7
  • Partner Investment Attraction & Projection 4
11.67 −0.116
2033
  • Build Quantum Technologies 15
  • Partner Trade Policy & Market Access 15
  • Partner Global Value Chain Position 15
  • Build Advanced Education 15
  • Partner Export Capability & Sophistication 6
11.59 −0.079
2034
  • Buy Artificial Intelligence 17
  • Partner Alliances & Security Cooperation 17
  • Buy Technology Adoption & Diffusion 17
  • Partner Investment Attraction & Projection 17
  • Build Advanced Education 17
11.71 +0.120
2035
  • Buy Advanced Education 19
  • Partner Export Capability & Sophistication 19
  • Partner Fiscal Capacity & Public Finance 19
  • Buy Research Talent & Knowledge Creation 19
  • Buy Semiconductors & Advanced Computing 19
11.81 +0.096
2036
  • Partner Trade Facilitation & Logistics 19
  • Buy Connectivity, Cyber & Trust Technologies 19
  • Partner Economic Leverage & Dependence 19
  • Buy Development Cooperation & Global Assistance 19
  • Partner Fiscal Capacity & Public Finance 19
Water-efficient food leap11.94 +0.133
2037
  • Buy Research Talent & Knowledge Creation 20
  • Partner Digital & Services Trade 20
  • Partner Global Value Chain Position 20
  • Buy Economic Output & Productivity 20
  • Partner Alliances & Security Cooperation 20
12.08 +0.141
2038
  • Buy Artificial Intelligence 21
  • Partner Trade Policy & Market Access 21
  • Partner Investment Attraction & Projection 21
  • Buy Robotics & Autonomous Systems 21
  • Buy Semiconductors & Advanced Computing 21
12.24 +0.163
2039
  • Buy Export Capability & Sophistication 22
  • Buy Technology Adoption & Diffusion 22
  • Partner Trade Facilitation & Logistics 22
  • Buy Sensing, Timing & Navigation 22
  • Partner Trade Policy & Market Access 22
12.40 +0.154
2040
  • Buy Strategic Strike & Missile Defence 22
  • Buy Connectivity, Cyber & Trust Technologies 22
  • Partner Information Environment & Strategic Communication 22
  • Partner Economic Leverage & Dependence 22
  • Buy Economic Output & Productivity 22
12.54 +0.144
2041
  • Partner Alliances & Security Cooperation 22
  • Partner Fiscal Capacity & Public Finance 22
  • Buy Development Cooperation & Global Assistance 22
  • Buy Energy Technologies 22
  • Partner Digital & Services Trade 22
12.69 +0.145
2042
  • Build Foundational Education 22
  • Buy Semiconductors & Advanced Computing 22
  • Partner Investment Attraction & Projection 22
  • Buy Research Talent & Knowledge Creation 22
  • Partner Global Value Chain Position 22
Clean power threshold12.81 +0.129
2043
  • Partner Robotics & Autonomous Systems 22
  • Buy Artificial Intelligence 22
  • Partner Export Capability & Sophistication 22
  • Buy Advanced Materials & Manufacturing 22
  • Buy Sovereign Capital & External Financial Power 22
12.96 +0.149
2044
  • Partner Robotics & Autonomous Systems 24
  • Buy Sensing, Timing & Navigation 24
  • Buy Connectivity, Cyber & Trust Technologies 24
  • Buy Communications & Digital Infrastructure 24
  • Partner Space Technologies 24
13.09 +0.125
2045
  • Build Technology Adoption & Diffusion 24
  • Partner Trade Facilitation & Logistics 24
  • Partner Fiscal Capacity & Public Finance 24
  • Partner Diplomatic Statecraft & Global Networks 24
  • Buy Semiconductors & Advanced Computing 24
13.21 +0.120
2046
  • Buy Economic Output & Productivity 24
  • Buy Energy Technologies 24
  • Buy Technology Adoption & Diffusion 24
  • Buy Artificial Intelligence 24
  • Buy Development Cooperation & Global Assistance 24
13.39 +0.182

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 Technology666666666655555554443
Strategic Infrastructure333333333333333333333
National Security555555555555555555555
Human Capital766432221111111111111
Information & Influence555556666664444322222
Governance & Integrity9999999101010109999999999
Financial Strength999999101010101010101010988888
Production & Innovation888868886655544444321
Trade & Investment777778877776521111111

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−2.285−164.5−2.40
No shocks+0.419+30.5+0.20
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−0.017−1.40.00
Without the 3rd largest decision−0.021−1.40.00
Without the 4th largest decision−0.019−1.50.00
Without the 5th largest decision−0.015−1.30.00
Without the 1st largest shock+0.331+23.0+0.40
Without the 2nd largest shock+0.157+11.50.00
Without the 3rd largest shock+0.127+9.30.00

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
Artificial IntelligenceCritical Technology9.3317.84+8.51+8.310.00−1.08+1.28
Digital & AI CompetenceHuman Capital10.5018.72+8.22+8.440.00−0.50+0.29
Technology Adoption & DiffusionProduction & Innovation11.5019.04+7.54+7.090.00−0.29+0.74
Lifelong Learning & ReskillingHuman Capital10.6717.73+7.06+7.530.00−0.50+0.02
Semiconductors & Advanced ComputingCritical Technology5.3312.08+6.75+7.500.00−0.82+0.07
Connectivity, Cyber & Trust TechnologiesCritical Technology9.4016.11+6.71+7.130.00−0.53+0.11
Alliances & Security CooperationInformation & Influence12.0018.50+6.50+7.150.00−0.65−0.01
Development Cooperation & Global AssistanceInformation & Influence10.0016.26+6.26+6.480.00−0.66+0.44
Technical & Vocational SkillsHuman Capital12.5017.86+5.36+5.140.00−0.04+0.25
Research Talent & Knowledge CreationHuman Capital11.6716.87+5.20+5.050.00−0.26+0.41
Trade Policy & Market AccessTrade & Investment14.2519.10+4.85+5.740.00−0.87−0.01
Foundational EducationHuman Capital11.2515.88+4.63+4.820.00−0.22+0.03
Robotics & Autonomous SystemsCritical Technology8.2512.54+4.29+4.500.00−0.55+0.34
Trade Facilitation & LogisticsTrade & Investment12.0016.17+4.17+4.820.00−0.640.00
Economic Output & ProductivityProduction & Innovation12.0016.14+4.14+4.200.00−0.50+0.44
Investment Attraction & ProjectionTrade & Investment12.3316.30+3.97+4.610.00−0.640.00
Global Value Chain PositionTrade & Investment11.6715.55+3.88+4.380.00−0.91+0.40
Export Capability & SophisticationTrade & Investment11.6715.51+3.84+4.740.00−0.910.00
Fiscal Capacity & Public FinanceFinancial Strength12.5016.25+3.75+4.630.00−1.14+0.26
Energy TechnologiesCritical Technology9.8012.95+3.15+3.260.00−0.41+0.30
Sensing, Timing & NavigationCritical Technology8.8011.87+3.07+3.530.00−0.54+0.09
Economic Leverage & DependenceTrade & Investment11.3314.37+3.04+3.410.00−0.91+0.55
Advanced EducationHuman Capital13.0015.79+2.79+2.700.00−0.58+0.68
Digital & Services TradeTrade & Investment12.0014.48+2.48+3.350.00−1.26+0.39
Strategic Strike & Missile DefenceNational Security6.337.72+1.39+1.530.00−0.13−0.01
Communications & Digital InfrastructureStrategic Infrastructure13.4314.76+1.33+1.350.00−0.10+0.08
Advanced Materials & ManufacturingCritical Technology10.4311.63+1.20+1.630.00−0.74+0.31
Sovereign Capital & External Financial PowerFinancial Strength10.8011.94+1.14+1.580.00−0.60+0.16
Diplomatic Statecraft & Global NetworksInformation & Influence14.2515.24+0.99+1.480.00−0.83+0.34
Space TechnologiesCritical Technology9.3310.27+0.94+1.400.00−0.53+0.08
Quantum TechnologiesCritical Technology6.256.93+0.68+0.750.00−0.57+0.50
Information Environment & Strategic CommunicationInformation & Influence11.3311.98+0.65+1.700.00−1.18+0.13
Cyber & Electromagnetic OperationsNational Security9.339.97+0.640.000.00−0.12+0.76
Resource InfrastructureStrategic Infrastructure16.0016.48+0.480.000.00+0.03+0.45
Nuclear DeterrenceNational Security0.000.39+0.39+0.470.00−0.14+0.02
Intelligence & AssessmentNational Security11.0011.35+0.350.000.00−0.12+0.47
Advanced ManufacturingStrategic Infrastructure13.8014.12+0.320.000.00−0.10+0.43
Innovation & CommercialisationProduction & Innovation11.0011.30+0.300.000.00−0.51+0.81
Transport InfrastructureStrategic Infrastructure13.3813.68+0.300.000.00+0.01+0.29
Water, Sanitation & Waste InfrastructureStrategic Infrastructure12.2012.49+0.290.000.00+0.01+0.28
Force Generation & MobilisationNational Security12.6712.96+0.290.000.00−0.12+0.40
Social InfrastructureStrategic Infrastructure12.7312.97+0.240.000.00−0.11+0.34
Space, Aerospace & Defence InfrastructureStrategic Infrastructure12.5012.66+0.160.000.00−0.11+0.27
Energy InfrastructureStrategic Infrastructure14.0014.12+0.120.000.00+0.02+0.10
Air PowerNational Security12.0012.06+0.060.000.00−0.12+0.17
Agriculture & Food InfrastructureStrategic Infrastructure14.2514.27+0.020.000.00+0.02+0.01
Joint Command, Projection & SustainmentNational Security11.5011.47−0.030.000.00−0.12+0.09
Land PowerNational Security12.0011.94−0.060.000.00−0.12+0.06
National Resilience & Crisis ManagementGovernance & Integrity12.2012.11−0.090.000.00−0.15+0.06
Maritime PowerNational Security12.0011.89−0.110.000.00−0.120.00
Health System CapabilityHuman Capital13.0012.89−0.110.000.00−0.24+0.13
Government Effectiveness & Public AdministrationGovernance & Integrity13.2013.09−0.110.000.00−0.17+0.07
Justice System & Fundamental RightsGovernance & Integrity11.5011.32−0.180.000.00−0.16−0.03
Transparency, Oversight & AccountabilityGovernance & Integrity12.6712.49−0.180.000.00−0.15−0.03
Space OperationsNational Security7.337.14−0.190.000.00−0.13−0.06
Internal Security & OrderGovernance & Integrity10.6710.47−0.200.000.00−0.17−0.04
Public Integrity & Anti-CorruptionGovernance & Integrity12.0011.78−0.220.000.00−0.15−0.07
Biotechnology & Health TechnologiesCritical Technology12.6012.37−0.230.000.00−0.59+0.36
Financial InfrastructureStrategic Infrastructure15.7515.52−0.230.000.00−0.10−0.13
Population HealthHuman Capital11.3311.09−0.240.000.00−0.25+0.01
Early Childhood DevelopmentHuman Capital13.0012.72−0.280.000.00−0.24−0.04
Political Institutions & Civic ParticipationGovernance & Integrity14.0013.72−0.280.000.00−0.40+0.12
Regulatory Governance & Strategic ControlsGovernance & Integrity10.6710.33−0.340.000.00−0.33−0.01
Structural Transformation & ComplexityProduction & Innovation11.6711.33−0.340.000.00−0.50+0.16
Financial System Depth & AccessFinancial Strength14.2013.79−0.410.000.00−0.38−0.03
Culture, Language & Education DiplomacyInformation & Influence13.6013.16−0.440.000.00−0.62+0.18
Business Dynamism & EntrepreneurshipProduction & Innovation11.5010.94−0.560.000.00−0.50−0.06
Industrial & Sectoral BaseProduction & Innovation14.5013.93−0.570.000.00−0.560.00
Financial Stability & Crisis ManagementFinancial Strength13.6713.08−0.590.000.00−0.57−0.02
Diaspora & Global CommunitiesInformation & Influence10.009.37−0.630.000.00−0.66+0.03
Labour & EmploymentProduction & Innovation11.0010.37−0.630.000.00−1.03+0.40
Financial Regulation & IntegrityFinancial Strength13.2512.60−0.650.000.00−0.57−0.08
Monetary & Currency CapabilityFinancial Strength14.3313.61−0.720.000.00−0.78+0.06

Seed 17 of experiment mcts-m2.m2-bra-mcts-tier1. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.