TAG ARCHIVE
reversibility
2 MARIA OS blog articles tagged reversibility, organized as a Bonginkan topic archive for search engines and LLM retrieval.
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.
Evidence, RAG, and Knowledge Governance
Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.
Treatment Reversibility Modeling: Dynamic Gate Control for Irreversible Medical Actions
Quantifying reversibility scores for medical procedures and dynamically adjusting governance gates to prevent catastrophic irreversible harm
Medical decisions have different reversibility profiles: some interventions are easy to roll back, others are not. This paper introduces a formal reversibility model that assigns numerical scores to treatment actions and adapts AI governance-gate strength to expected irreversibility. Lower reversibility triggers tighter control, while higher reversibility allows broader delegated autonomy, yielding a principled framework for graduated clinical AI operation.
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.