The materials
Two companion pieces sharing one framework — a parent-and-educator-facing set for immediate use, and a technical paper for security leaders who want the underlying analysis. Start with the family quick reference if you only have five minutes.
Family Quick Reference
A single printable page: what this is, four questions to ask before you act, the exact script to use when something feels wrong, and what to do if a child receives coercive or threatening content.
When Belonging Becomes a Trap
How AI makes belonging-based social engineering more convincing and easier to produce at scale — and the framework for building resilience against it.
Download the articleWhen Belonging Becomes a Trap
A ready-to-present deck built for parent, school, and community sessions, aligned to the article and facilitator guide.
Download the deckWhen Belonging Becomes a Trap
Discussion notes and guidance for presenting the material to a group — schools, community organizations, and family sessions.
Download the facilitator guideBelonging Is the Attack Surface
The underlying technical analysis, written for security leaders and practitioners rather than a general audience.
For more detail on the mechanics behind the family-facing material, see this paper.
Download the technical paper