TAG ARCHIVE

spectral-radius

1 MARIA OS blog articles tagged spectral-radius, 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.

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.

MathematicsFebruary 14, 202638 min read

Governing Emergent Role Specialization: Stability Laws for Agentic Companies Under Constraint Density

A mathematical framework for calibrating governance in self-organizing enterprises

We distinguish the exact contraction condition `(1 - D) · λ_max(A) < 1` from the conservative operating envelope `λ_max(A) < 1 - D`, giving enterprise architects a rigorous way to tune governance density in agentic organizations.

stability-lawspectral-radiusgovernance-densityMDProle-specializationeigenvaluephase-transitionagentic-companymulti-agent-systemsself-organization