Evolvable Multi-Agent Hierarchical Architecture for Contested Logistics Ecosystems
Business Outcome
Enabling Architectural Feature
Example KPI Dimension
Operational resilience and continuity under disruption
Faster, more consistent decision cycles
Reduced integration burden and onboarding cost
Improved situational awareness across organisations
Distributed agent hierarchy with controlled degradation; bounded local autonomy per layer
Unified trusted data; AI-enabled analytics; structured decision flows across layers
Open, |
modular |
architecture; |
shared |
data |
abstractions; |
semantic alignment |
Shared AI-Ready Data Intelligence Platform with crossorganisational governance
Mean time to sustained operations after failure; % services maintained during partial outage
Decision cycle time; data reconciliation effort; time from alert to action
New participant onboarding time; integration lead time; cost per new data source
Data latency; completeness of operational picture; stakeholder data-sharing coverage
Proactive risk management |
Confidence-aware |
reasoning; |
|
uncertainty |
quantification; |
strategic layer risk agents |
Resilience against adversarial manipulation
Lower long-term modernisation cost
Adversarial validation [ 13 ]; zerotrust verification [ 14 ]; cross-source contradiction analysis; evolving trust scoring
Evolvable, incremental design enabling capability introduction without system replacement
Risk detection lead time; proportion of incidents addressed pre-emptively
Detection rate of anomalous data patterns; false-positive rate; mean time to flag suspicious data
Technology refresh cycle duration; cost per capability increment
Table 6-1: Mapping of architectural features to business outcomes and example KPI dimensions.
7 BROADER IMPLICATIONS FOR CIRCULAR, SMART, AND ADAPTIVE SUPPLY CHAINS
Supply chains are increasingly judged not only on efficiency, but on their ability to become circular, smart, and adaptive under volatility. The proposed architecture provides a blueprint for resilient logistics ecosystems that operate coherently, support AI-driven decisions, and maintain continuity under degraded and adversarial conditions.
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