TAG ARCHIVE

responsibility-propagation

1 MARIA OS blog articles tagged responsibility-propagation, 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.

Responsibility Gates and AI Governance

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

Evidence, RAG, and Knowledge Governance

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

Safety & GovernanceFebruary 14, 202646 min read

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.

planet-100responsibility-propagationdecision-flowagent-networksfail-closedgovernancediffusion-model