TAG ARCHIVE

trust-matrix

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

1 article|Published by Bonginkan

Judgment OS / Decision Intelligence OS

Core MARIA OS research on turning organizational judgment into executable decision systems.

Agentic Company Architecture

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

Multi-Agent Mathematics

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

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

Agentic R&D and Judgment Science

Research operations, simulation labs, judgment science, recursive improvement, and experimental AI governance.

TheoryFebruary 15, 202642 min read

Multi-Agent Societal Co-Evolution Model: Network Trust Dynamics and Phase Transitions in AI-Augmented Organizations

Extending dyadic human-AI co-evolution to societal-scale network dynamics with trust propagation, dependency contagion, phase transitions, and distributed social metacognition

Individual human-AI pair models miss emergent dynamics that appear when many agents interact on complex networks. This paper develops a societal co-evolution framework for trust cascades, dependency contagion, capability hollowing, and phase transitions in AI-augmented organizations, and introduces Social Metacognition as a distributed stabilization mechanism.

metacognitionmulti-agentsocietal-modelnetwork-dynamicsphase-transitionstrust-matrixMARIA-OSsocial-metacognition