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TAG ARCHIVE

decision-interface

1 MARIA OS blog articles tagged decision-interface, 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.

Evidence, RAG, and Knowledge Governance

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

IntelligenceMarch 8, 202630 min read

CEO Clone as Decision Interface: Persona Layer Design for Delegating Executive Judgment

A formal architecture for encoding executive cognition into an auditable, drift-resistant persona layer that delegates judgment while preserving principal authority

Executive judgment is the highest-leverage bottleneck in any organization. Every strategic decision that waits for the CEO creates queue delay across the entire enterprise. Yet delegation through human hierarchies introduces information loss, preference distortion, and accountability diffusion. This paper presents the CEO Clone — not a chatbot that mimics speech patterns, but a computational decision interface that encodes the CEO's values, risk tolerance, decision patterns, and communication style into a formally verifiable persona layer. We model judgment delegation as a principal-agent problem with information asymmetry, introduce decision fidelity metrics with drift detection, and design calibration loops that maintain clone-principal alignment over time. The architecture operates within MARIA OS governance infrastructure, ensuring every delegated decision produces an immutable audit trail with full traceability to the encoded persona parameters that produced it.

ceo-clonedecision-interfacepersona-layerexecutive-judgmentagentic-company