DETECT
See the failure others miss
Threats do not respect a syllabus.
Seven living ranges confront the attack surfaces that matter now: agent hijacking, MCP authorization, malicious skills, model supply chains, synthetic authority and cross-agent contagion. Stateful command consoles make every learner change, test and defend the environment.
See the failure others miss
Separate signal from confidence
Choose controls under constraint
Leave an inspectable record