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
TheoryFebruary 14, 202638 min read

Causal Analysis of Organizational Learning Rate: OLR Decomposition for Intervention Attribution

From correlation-heavy dashboards to intervention-level attribution in meta-insight governance systems

Causal OLR decomposition attributes observed learning-rate gains to specific interventions, improving budget and policy allocation decisions.

organizational-learning-ratecausal-inferencemeta-insightintervention-analysisagentic-companydecision-intelligencegovernance-metricsuplift-modelingSEO-research
TheoryFebruary 12, 202645 min read

Decision Intelligence Theory: A Unified Framework for Responsible AI Governance

Five axioms, four pillar equations, and five theorems that transform organizational judgment into executable decision systems

Decision Intelligence Theory formalizes decision-making as a control system, integrating evidence, conflict, responsibility, execution, and learning. This capstone article presents a unified mathematical framework — five axioms, four pillar equations, and five theorems — together with implementation mappings and internal cohort analyses across finance, healthcare, legal, and manufacturing.

decision-intelligenceunified-theoryaxiomsformal-methodsgovernanceresponsibilitymathematicscontrol-theory