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Hidden AI-Content Markers Across Artefact Types: Watermarks, Provenance, and Regulation (August 2026)

TL;DR Key Findings Text (LLM outputs) Images Video Documents / PDFs Web pages / HTML Cross-cutting: interoperability & standards Legislation & regulation Limitations, circumvention, criticism Details 1. Text watermarking — the state of play The dominant academic technique is the Kirchenbauer et al. (2023, University of Maryland) “green-list/red-list” scheme: at each generation step a hash of prior tokens pseudo-randomly partitions […]

The Enrolment Ceiling: a maturity framework for provenance and signing identity

Every signed provenance claim, from a code-signing certificate to a C2PA manifest to a proposed “proof of human” credential, is only ever as trustworthy as the weakest check performed at the moment someone was allowed to start signing. This document formalises that observation into something you can audit a system against: six pillars, a five-level maturity model, the objections worth […]