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TAG ARCHIVE

human-judgment

1 MARIA OS blog articles tagged human-judgment, 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.

Agentic R&D and Judgment Science

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

IntelligenceDecember 20, 202525 min read

Conflict Visualization vs Integration: A Comparative Experiment on Decision Regret and Correction Rate

Empirical comparison across 1,200 decisions in three organizations

Should governance systems resolve conflicts before human review, or surface conflicts explicitly for human judgment? This paper reports a controlled comparison between Conflict Integration (CI), which resolves conflicts algorithmically before presentation, and Conflict Visualization (CV), which presents conflicts with supporting evidence. Across 1,200 decisions in three organizations, CV reduced decision regret by 34%, increased correction rate by 2.8x, and improved reviewer confidence by 28%.

conflict-visualizationdecision-regretexperimenttransparencyhuman-judgmentcorrection-rate