Katja Lehmann

Scaling Risks in Probabilistic AI Systems

This document constitutes a Whitepaper / foundational paper. It establishes the mechanical basis of drift, defines the structural limits of probabilistic AI systems, and provides the deterministic comparison model required for governance, auditability, and stability. Probabilisti...

Dynamic Deterministic Governance Architecture (DDGA): A Structurally Closed Governance Model

Governance worldwide relies on open, language‑based steering instruments such as principles, guidelines, criteria and indicators. These instruments enable interpretation and contextual adjustment but do not represent the structural logic of real systems. Real systems follow a clo...