TAG ARCHIVE
planet-100
3 MARIA OS blog articles tagged planet-100, 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.
Planet 100 Agent Population Dynamics: Emergent Role Specialization in Large-Scale Multi-Agent Governance Systems
How 111 agents across 10 roles self-organize, specialize, and form emergent hierarchies in the AGORA-100 simulation
We analyze role-specialization dynamics in Planet 100 (AGORA-100), a 111-agent governance cluster operating under the MARIA OS coordinate system. Using entropy-based modeling of role allocation and empirical measurements of coordination-complexity scaling, we show that the population exhibits spontaneous hierarchy formation and role consolidation with power-law behavior (alpha = 1.73).
Responsibility Propagation in Dense Agent Networks: Decision Flow Analysis in Planet 100's 111-Agent Ecosystem
Formal analysis of decision flow across 111 agents using diffusion equations with fail-closed boundary conditions
We formalize responsibility propagation in Planet 100's 111-agent network using a diffusion framework analogous to heat conduction. Modeling agents as nodes with responsibility capacity and communication channels as conductance edges, we derive a Responsibility Conservation Theorem: total responsibility is conserved across decision-pipeline transitions. We identify bottleneck zones where responsibility accumulates and show how fail-closed gates prevent responsibility gaps with formal guarantees.
Communication Topology and Information Cascading in Planet 100: Bottleneck Detection and Bandwidth Optimization in 100+ Agent Clusters
Spectral analysis of the 111-agent communication matrix identifies eigenvalue-based bottleneck signatures and routing strategies
We analyze Planet 100's communication network as a weighted directed graph over 111 agents. Using the eigenvalue spectrum of the normalized communication matrix, we identify bottleneck regions from spectral partitions, derive routing strategies with minimum-cost flow optimization, and show that spectral-guided bandwidth allocation reduces cascading failures by 84% while improving end-to-end throughput by 2.3x.