TAG ARCHIVE

gate-calibration

1 MARIA OS blog articles tagged gate-calibration, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

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 & GovernanceDecember 22, 202523 min read

Formalizing Reversibility: A Risk Differential Analysis of Reversible vs Irreversible Decisions

A continuous-valued framework for measuring decision reversibility and calibrating governance accordingly

Not all decisions carry equal risk; reversibility is a key differentiator. A reversible pricing change and irreversible contract execution have distinct risk profiles, yet many governance systems handle them similarly. This paper defines a continuous reversibility function Rev(d) in [0,1], derives risk-amplification behavior for low-reversibility decisions, and shows why optimal gate strength is inversely related to reversibility. In reported deployments, reversibility-aware gating achieved 41% lower realized risk with 22% fewer human escalations.

reversibilityrisk-analysisgate-calibrationdecision-theoryirreversibilitygovernance