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TAG ARCHIVE

agentic-governance

1 MARIA OS blog articles tagged agentic-governance, 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, 202636 min read

Confidence-Evidence Coupling for Agentic Governance: A Calibration Law for Safer Decisions

Couple confidence outputs to evidence sufficiency and contradiction pressure to reduce silent high-certainty failures

The coupling law ties confidence to evidence quality and provenance, improving escalation precision under uncertainty.

confidence-calibrationevidence-qualitymeta-insightagentic-governancerisk-managementcalibration-errordecision-intelligenceai-reliabilitySEO-research