A poor simulation (10th percentile) · mcts-m2.m2-bra-mcts-index

Simulation 10

Brazil, tree search, 20 years, seed 10: a poor simulation (10th percentile) of the experiment's 50. Capability index 11.69 at the 2026 position, 12.66 in 2046; 100 actions over 20 rounds and 4 shocks.

Model 0.1.0 · graph 0.2.0 · parameters 0.1.0 · seed 10

The experiment · The other representative simulations: 3 (median simulation), 27 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2046.

Capability index
12.66 (+0.97)
From 11.69
Rank by index
24
From 30
Domains at Tier 1
1
From 0
Events
4 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 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 Nuclear Deterrence 19
  • Build Digital & AI Competence 19
  • Build Technical & Vocational Skills 19
  • Build Lifelong Learning & Reskilling 19
  • Buy Research Talent & Knowledge Creation 19
Breadbasket failure11.53 −0.159
2028
  • Build Semiconductors & Advanced Computing 19
  • Build Digital & AI Competence 19
  • Build Technical & Vocational Skills 19
  • Build Lifelong Learning & Reskilling 19
  • Build Foundational Education 19
11.56 +0.033
2029
  • Partner Semiconductors & Advanced Computing 19
  • Build Digital & AI Competence 19
  • Build Technical & Vocational Skills 19
  • Build Lifelong Learning & Reskilling 19
  • Partner Alliances & Security Cooperation 19
11.63 +0.069
2030
  • Build Strategic Strike & Missile Defence 19
  • Build Digital & AI Competence 19
  • Build Technical & Vocational Skills 19
  • Buy Technology Adoption & Diffusion 19
  • Build Lifelong Learning & Reskilling 19
Hybrid coercion11.46 −0.177
2031
  • Buy Connectivity, Cyber & Trust Technologies 19
  • Buy Artificial Intelligence 19
  • Buy Development Cooperation & Global Assistance 19
  • Buy Research Talent & Knowledge Creation 19
  • Partner Fiscal Capacity & Public Finance 19
11.61 +0.151
2032
  • Build Strategic Strike & Missile Defence 19
  • Partner Alliances & Security Cooperation 19
  • Build Foundational Education 19
  • Partner Fiscal Capacity & Public Finance 19
  • Partner Trade Policy & Market Access 19
11.70 +0.092
2033
  • Partner Quantum Technologies 19
  • Partner Investment Attraction & Projection 19
  • Buy Technology Adoption & Diffusion 19
  • Build Foundational Education 19
  • Partner Global Value Chain Position 19
11.83 +0.133
2034
  • Buy Trade Facilitation & Logistics 20
  • Partner Export Capability & Sophistication 20
  • Buy Economic Output & Productivity 20
  • Buy Research Talent & Knowledge Creation 20
  • Build Advanced Education 20
11.95 +0.118
2035
  • Buy Economic Output & Productivity 20
  • Buy Connectivity, Cyber & Trust Technologies 20
  • Build Advanced Education 20
  • Buy Development Cooperation & Global Assistance 20
  • Buy Artificial Intelligence 20
AI labour shock11.97 +0.023
2036
  • Buy Advanced Education 20
  • Partner Alliances & Security Cooperation 20
  • Partner Economic Leverage & Dependence 20
  • Buy Semiconductors & Advanced Computing 20
  • Partner Fiscal Capacity & Public Finance 20
Middle East settlement11.98 +0.009
2037
  • Partner Trade Facilitation & Logistics 18
  • Partner Trade Policy & Market Access 18
  • Partner Digital & Services Trade 18
  • Partner Investment Attraction & Projection 18
  • Buy Research Talent & Knowledge Creation 18
12.01 +0.032
2038
  • Partner Nuclear Deterrence 19
  • Buy Artificial Intelligence 19
  • Buy Technology Adoption & Diffusion 19
  • Partner Global Value Chain Position 19
  • Partner Export Capability & Sophistication 19
12.16 +0.150
2039
  • Buy Quantum Technologies 22
  • Buy Robotics & Autonomous Systems 22
  • Partner Information Environment & Strategic Communication 22
  • Partner Fiscal Capacity & Public Finance 22
  • Buy Connectivity, Cyber & Trust Technologies 22
12.28 +0.116
2040
  • Partner Sensing, Timing & Navigation 21
  • Buy Semiconductors & Advanced Computing 21
  • Partner Fiscal Capacity & Public Finance 21
  • Partner Alliances & Security Cooperation 21
  • Buy Development Cooperation & Global Assistance 21
12.40 +0.117
2041
  • Partner Investment Attraction & Projection 21
  • Partner Trade Policy & Market Access 21
  • Partner Trade Facilitation & Logistics 21
  • Buy Sensing, Timing & Navigation 21
  • Build Foundational Education 21
12.50 +0.103
2042
  • Partner Economic Output & Productivity 22
  • Partner Economic Leverage & Dependence 22
  • Buy Energy Technologies 22
  • Partner Digital & Services Trade 22
  • Buy Research Talent & Knowledge Creation 22
12.62 +0.122
2043
  • Build Fiscal Capacity & Public Finance 22
  • Buy Communications & Digital Infrastructure 22
  • Buy Artificial Intelligence 22
  • Buy Robotics & Autonomous Systems 22
  • Partner Export Capability & Sophistication 22
AI labour shock12.59 −0.028
2044
  • Partner Research Talent & Knowledge Creation 23
  • Buy Semiconductors & Advanced Computing 23
  • Buy Connectivity, Cyber & Trust Technologies 23
  • Buy Technology Adoption & Diffusion 23
  • Partner Global Value Chain Position 23
12.57 −0.024
2045
  • Partner Information Environment & Strategic Communication 20
  • Buy Advanced Materials & Manufacturing 20
  • Partner Space Technologies 20
  • Buy Sovereign Capital & External Financial Power 20
  • Buy Economic Output & Productivity 20
12.54 −0.029
2046
  • Buy Economic Output & Productivity 20
  • Buy Artificial Intelligence 20
  • Buy Energy Technologies 20
  • Buy Semiconductors & Advanced Computing 20
  • Buy Development Cooperation & Global Assistance 20
12.66 +0.120

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 Technology666666666555555555554
Strategic Infrastructure333333333333333333333
National Security555555555555555555555
Human Capital766432211111111111111
Information & Influence566666655654443333333
Governance & Integrity999910101099101010101010101010101010
Financial Strength910101010101099999998888888
Production & Innovation888888855555444444222
Trade & Investment788888766775555322333

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−2.318−166.9−1.60
No shocks+0.454+33.0−0.40
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.019−1.40.00
Without the 2nd largest decision−0.015−1.30.00
Without the 3rd largest decision−0.021−1.50.00
Without the 4th largest decision−0.023−1.40.00
Without the 5th largest decision−0.014−1.10.00
Without the 1st largest shock+0.330+23.3+0.40
Without the 2nd largest shock+0.157+11.50.00
Without the 3rd largest shock+0.128+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 Technology9.3316.45+7.12+8.010.00−2.20+1.31
Technical & Vocational SkillsHuman Capital12.5019.10+6.60+6.910.00−0.52+0.20
Lifelong Learning & ReskillingHuman Capital10.6717.15+6.48+7.410.00−0.94+0.01
Semiconductors & Advanced ComputingCritical Technology5.3311.65+6.32+7.510.00−1.24+0.04
Digital & AI CompetenceHuman Capital10.5016.58+6.08+6.820.00−0.95+0.21
Technology Adoption & DiffusionProduction & Innovation11.5017.31+5.81+6.460.00−1.27+0.62
Alliances & Security CooperationInformation & Influence12.0017.69+5.69+7.460.00−1.770.00
Connectivity, Cyber & Trust TechnologiesCritical Technology9.4015.09+5.69+7.080.00−1.47+0.09
Research Talent & Knowledge CreationHuman Capital11.6717.20+5.53+5.860.00−0.70+0.37
Development Cooperation & Global AssistanceInformation & Influence10.0015.22+5.22+6.360.00−1.50+0.36
Economic Output & ProductivityProduction & Innovation12.0016.16+4.16+4.980.00−1.21+0.39
Foundational EducationHuman Capital11.2515.26+4.01+4.570.00−0.570.00
Trade Policy & Market AccessTrade & Investment14.2517.80+3.55+4.980.00−1.39−0.04
Global Value Chain PositionTrade & Investment11.6715.08+3.41+4.580.00−1.43+0.26
Export Capability & SophisticationTrade & Investment11.6714.85+3.18+4.610.00−1.430.00
Investment Attraction & ProjectionTrade & Investment12.3315.21+2.88+4.280.00−1.42+0.03
Fiscal Capacity & Public FinanceFinancial Strength12.5015.25+2.75+4.520.00−2.08+0.31
Robotics & Autonomous SystemsCritical Technology8.2510.92+2.67+3.470.00−1.21+0.42
Economic Leverage & DependenceTrade & Investment11.3313.83+2.50+3.380.00−1.43+0.55
Advanced EducationHuman Capital13.0015.37+2.37+3.030.00−1.10+0.45
Trade Facilitation & LogisticsTrade & Investment12.0014.26+2.26+4.020.00−1.68−0.08
Energy TechnologiesCritical Technology9.8011.95+2.15+3.030.00−1.21+0.33
Sensing, Timing & NavigationCritical Technology8.8010.73+1.93+3.100.00−1.20+0.03
Quantum TechnologiesCritical Technology6.257.73+1.48+2.380.00−1.26+0.35
Strategic Strike & Missile DefenceNational Security6.337.47+1.14+1.640.00−0.52+0.03
Digital & Services TradeTrade & Investment12.0013.05+1.05+3.190.00−2.39+0.25
Nuclear DeterrenceNational Security0.000.72+0.72+1.270.00−0.62+0.01
Advanced Materials & ManufacturingCritical Technology10.4311.14+0.71+1.470.00−1.13+0.38
Information Environment & Strategic CommunicationInformation & Influence11.3312.01+0.68+3.220.00−2.66+0.12
Sovereign Capital & External Financial PowerFinancial Strength10.8011.43+0.63+1.430.00−1.02+0.23
Communications & Digital InfrastructureStrategic Infrastructure13.4313.60+0.17+1.320.00−1.25+0.10
Space TechnologiesCritical Technology9.339.45+0.12+1.200.00−1.15+0.08
Force Generation & MobilisationNational Security12.6712.49−0.180.000.00−0.47+0.28
Air PowerNational Security12.0011.67−0.330.000.00−0.47+0.14
Social InfrastructureStrategic Infrastructure12.7312.38−0.350.000.00−0.81+0.47
Cyber & Electromagnetic OperationsNational Security9.338.98−0.350.000.00−0.95+0.60
Health System CapabilityHuman Capital13.0012.62−0.380.000.00−0.63+0.24
Resource InfrastructureStrategic Infrastructure16.0015.59−0.410.000.00−0.84+0.43
Advanced ManufacturingStrategic Infrastructure13.8013.39−0.410.000.00−0.87+0.46
Joint Command, Projection & SustainmentNational Security11.5011.06−0.440.000.00−0.48+0.04
Innovation & CommercialisationProduction & Innovation11.0010.54−0.460.000.00−1.18+0.71
Land PowerNational Security12.0011.51−0.490.000.00−0.47−0.02
Intelligence & AssessmentNational Security11.0010.49−0.510.000.00−0.86+0.35
Transport InfrastructureStrategic Infrastructure13.3812.87−0.510.000.00−0.80+0.29
Space, Aerospace & Defence InfrastructureStrategic Infrastructure12.5011.92−0.580.000.00−0.88+0.30
Space OperationsNational Security7.336.73−0.600.000.00−0.51−0.09
Justice System & Fundamental RightsGovernance & Integrity11.5010.83−0.670.000.00−0.62−0.04
Transparency, Oversight & AccountabilityGovernance & Integrity12.6711.95−0.720.000.00−0.67−0.05
Biotechnology & Health TechnologiesCritical Technology12.6011.86−0.740.000.00−1.09+0.36
Public Integrity & Anti-CorruptionGovernance & Integrity12.0011.24−0.760.000.00−0.68−0.08
Population HealthHuman Capital11.3310.53−0.800.000.00−0.78−0.02
Water, Sanitation & Waste InfrastructureStrategic Infrastructure12.2011.35−0.850.000.00−1.07+0.22
Early Childhood DevelopmentHuman Capital13.0012.11−0.890.000.00−0.76−0.14
National Resilience & Crisis ManagementGovernance & Integrity12.2011.28−0.920.000.00−0.90−0.03
Maritime PowerNational Security12.0011.05−0.950.000.00−0.91−0.04
Political Institutions & Civic ParticipationGovernance & Integrity14.0013.04−0.960.000.00−1.06+0.10
Financial System Depth & AccessFinancial Strength14.2013.21−0.990.000.00−0.96−0.03
Financial InfrastructureStrategic Infrastructure15.7514.76−0.990.000.00−0.84−0.14
Internal Security & OrderGovernance & Integrity10.679.65−1.020.000.00−0.97−0.05
Structural Transformation & ComplexityProduction & Innovation11.6710.63−1.040.000.00−1.17+0.12
Monetary & Currency CapabilityFinancial Strength14.3313.28−1.050.000.00−1.16+0.10
Diplomatic Statecraft & Global NetworksInformation & Influence14.2513.19−1.060.000.00−1.46+0.40
Culture, Language & Education DiplomacyInformation & Influence13.6012.54−1.060.000.00−1.35+0.28
Financial Stability & Crisis ManagementFinancial Strength13.6712.61−1.060.000.00−0.97−0.08
Financial Regulation & IntegrityFinancial Strength13.2512.17−1.080.000.00−0.98−0.10
Regulatory Governance & Strategic ControlsGovernance & Integrity10.679.51−1.160.000.00−1.14−0.02
Agriculture & Food InfrastructureStrategic Infrastructure14.2513.06−1.190.000.00−1.04−0.15
Industrial & Sectoral BaseProduction & Innovation14.5013.26−1.240.000.00−1.13−0.12
Energy InfrastructureStrategic Infrastructure14.0012.74−1.260.000.00−1.36+0.10
Business Dynamism & EntrepreneurshipProduction & Innovation11.5010.21−1.290.000.00−1.17−0.12
Government Effectiveness & Public AdministrationGovernance & Integrity13.2011.90−1.300.000.00−1.32+0.03
Diaspora & Global CommunitiesInformation & Influence10.008.62−1.380.000.00−1.41+0.03
Labour & EmploymentProduction & Innovation11.009.46−1.540.000.00−1.99+0.45

Seed 10 of experiment mcts-m2.m2-bra-mcts-index. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.