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decision-networks

1 MARIA OS blog articles tagged decision-networks, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Agentic Company Architecture

Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Multi-Agent Mathematics

Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.

Industry ApplicationsFebruary 12, 202638 min read

Time-Extended Decision Networks: Dynamic Graph Models for Municipal Migration and Employment Governance

Modeling migration flows, employment dynamics, and urban development as time-evolving decision graphs with multi-generational responsibility gates

Municipal decisions operate on timescales much longer than business cycles. A zoning change may affect neighborhoods for decades, and infrastructure investments can shape economic corridors for generations. Traditional AI decision systems often optimize for short horizons, while municipal AI must reason over long-term cascades. This paper introduces Time-Extended Decision Networks, dynamic graph models for long-horizon effects on migration, employment, and urban development.

municipaltime-extendeddecision-networksmigrationemploymenturban-planninggovernance