Stateless vs Stateful: Can Your AI Guardrails See Multi-Turn Attacks Coming?

### Agenda

• Intent across turns (why a single message isn't the full picture)
• Context management is your real bottleneck (not detection models)
• How attackers hide one hostile goal across ten harmless requests
• Stateless vs stateful (what each architecture costs you)
• Six firewalls compared (which designs can actually catch multi-turn attacks)