An AI model halved HAWK’s effective key strength in 60 hours. But the finding that runs end to end on a desktop, against a deployed ISO/IEC cipher, is the one worth reading twice.
Detection tools lose half their accuracy in the wild. A practical deepfake verification workflow for newsrooms, and the EU labelling rules landing on 2 August 2026.
News traffic is a step function, not a curve. Notes on caching, images, archives and content protection from running digital operations at a national television network.
Behavioural bot detection worked because convincing automation was expensive. It no longer is. What still works at the edge, and what quietly stopped working.
Operating copyright enforcement for a broadcaster is an operations job, not a legal one. What actually matters: reference hygiene, exclusions, and the calls no system can make for you.