Publications

Research & Thought Leadership

Selected writing on semantic governance, multi-agent AI systems, and the regulatory landscape shaping enterprise AI.

2025

Semantic Drift in Multi-Agent AI Systems

When the same term means different things across teams, systems, partners or AI agents.

How meaning quietly diverges between cooperating agents — and what governed definitions do about it.

2026

The Case for Governed Definitions in Enterprise AI

One versioned source of truth for what every word means inside the enterprise.

Why every enterprise running more than one AI agent needs a single, versioned semantic source of truth.

2026

EU AI Act Compliance Through Semantic Governance

Meeting transparency and auditability rules by governing the meaning of the terms AI systems use.

Mapping the EU AI Act's transparency and auditability requirements to a governed definition registry.