A7SEM — Epistemic Maturity Membrane Specification v1.0 (Epistemic Readiness as a Pre-Inference Governance Primitive)
Abstract
A7SEM — Epistemic Maturity Membrane Specification v1.0(Epistemic Readiness as a Pre-Inference Governance Primitive) This report defines the Akarkach 7-Stage Emergence Model (A7SEM) as a canonical epistemic maturity membrane inside Pre-Inference Governance. Within this architecture, no inference or high-impact action may be authorized unless the underlying information state has reached a decision-ready epistemic maturity level. A7SEM establishes stage-aware differentiation between immature, transitional, and decision-grade knowledge and provides structural foundations for legitimacy, traceable responsibility, bounded risk, and insurable AI deployment. License: CC BY-NC-ND 4.0Conditions of Access: Reading and citation permitted. No operational or commercial rights without explicit written license from the author.
Fields of Study & Subjects
Knowledge Management and Technology
Ethics and Social Impacts of AI
Access Control and Trust
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 28 January 2026
- Language
- ENC