AI Images Need a Chain of Custody, Not Just a Disclosure Label
AI image labels are only the endpoint. Learn how to test C2PA credentials through editing, CMS, CDN and agency handoffs while preserving evidence.
CMS operations
Before a Drupal AI Demo Goes Live, Rehearse the Permissions
A practical Drupal AI demo checklist for permissions, approval loops, session isolation, uploads, LLM costs, logging, patching, and rollback.
Drupal’s June security bundle exposes fragile Composer update habits
Drupal’s June security fixes reveal where update routines fail. A practical guide to Composer checks, supported versions, staging, and dependable deployment.
WordPress 7.0 AI: Connector Governance Decides Whether It Works
WordPress 7.0 simplifies AI integration, but production success depends on provider policy, credentials, permissions, fallback, and failure design.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010) — read them on LinkedIn.