top of page



SELF-HELP DECISION-MAKING TOOL
A bilingual 5-step self-help decision-making tool to reduce pressure, clarify motivations, and act in coherence with your values. No writing, no data sharing, just reflection

arema-arega
Jan 133 min read


Universal AI Threshold Framework (UATF) by Arema Arega
The Universal AI Threshold Framework (UATF) is a cross-industry modular system, designed to evaluate filter, and control AI actions through a structured set of thresholds defining: sector ,strictness, filter gatesrisk, human oversight, and AI autonomy. It provides organizations with a universal method to decide when AI may act autonomously, when human intervention is necessary, and when actions must be blocked entirely.

arema-arega
Nov 30, 20259 min read
bottom of page