Two incidents appear to clear the bar. Govern AI credentials by replay value and blast radius before access becomes impact.

A practical operating model for package admission, runtime detection, and proving downstream impact before the trail goes cold.

The attacker needs sustained, useful output. Defenders can turn that dependency into friction across the access ecosystem.

Shared intrusion logistics can be a better chokepoint than one APT—if defenders can prove real control-plane dependence.

Our 45% forecast—and the public signals that would show private cyber effects have moved from authority to action.

Vishing works because urgency can become SaaS authority. Break the trust transaction without breaking support.

“Blockchain ransomware” is the easy headline. The harder operational problem is extortion workflow survivability.