AIMS — Multi-Objective Optimisation (MORDM)

Pareto frontier · Trade-off curves · What-if explorer · Governance tension trilemma: safety vs efficiency vs innovation

Load governance tension parameters from Manifest Tier 4
Scenarios
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Pareto Frontier — Safety × Innovation (point size = oversight cost)

0.65
System effectiveness (safety)
0.48
Oversight cost (lower = better)
0.72
Automation depth (innovation)

Safety vs Innovation

Safety vs Efficiency

Innovation vs Efficiency

What-if scenario comparison

SCENARIO A (current)

vs.

SCENARIO B

Export scenario data for narrative generation

Robustness Analysis

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Satisficing Fraction
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Max Regret (Safety)
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Robust Strategies
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Robustness Score

Robust Strategies (satisficing in 4+/5 scenarios)

StrategySafetyEff.Innov.SatisficingRegret

Parallel Coordinates — Strategy Performance Across Scenarios

Radar — Current Strategy Robustness Profile

Satisficing Heatmap

Automation depth (x-axis) × Oversight frequency (y-axis). Color intensity = fraction of scenarios where objectives meet thresholds.