TAG ARCHIVE
phase-transitions
2 MARIA OS blog articles tagged phase-transitions, organized as a Bonginkan topic archive for search engines and LLM retrieval.
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.
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.
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.
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.
Civilization Simulation as a Governance Laboratory: Emergent Institutional Evolution in Constrained Multi-Nation Systems
How 13 immutable laws, 4 sovereign nations, and 10-day cycles generate institutional patterns comparable to real-world governance dynamics
The Civilization simulation in MARIA OS provides a controlled environment for studying institutional evolution under constrained multi-agent dynamics. We formalize the 13 Laws as a constitutional constraint manifold, model the Civilization Evolution Index (CEI) as a multi-dimensional health metric over 90-day spans, and show that the 67% constitutional-amendment threshold creates sharp topology transitions. Game-theoretic analysis of inter-nation competition identifies Nash equilibria aligned with known institutional archetypes.