TAG ARCHIVE

human-oversight

1 MARIA OS blog articles tagged human-oversight, 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.

Agentic R&D and Judgment Science

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

Safety & GovernanceFebruary 12, 202645 min read

Ethics as Executable Architecture: Formalizing Moral Constraints as Computable Structures in Multi-Agent Systems

Why ethics must be structurally implemented, not merely declared, for responsible AI governance

Ethics declarations without enforcement are insufficient for production governance. This paper presents five mathematical frameworks for converting ethical principles into computable constraint structures in multi-agent systems: constraint formalization, ethical-drift detection, multi-universe conflict mapping, human-oversight calibration, and ethics-sandbox simulation before deployment. Together, these components define an Agentic Ethics Lab model for structurally implementing responsible AI.

ethicsconstraint-formalizationdrift-detectionconflict-mappingsandbox-simulationhuman-oversightMARIA-OSresponsible-aigovernancefail-closed