Screen a concerning statement or behavior with a structured threat assessment test and get practical next-step guidance fast.
Use this Cyberbullying Test to reflect on online behavior, spot warning signs, and get calm, practical next steps for support.
End-to-end detection-to-action latency—not model speed alone—determines safety in encrypted CSAM systems.
IOC publishes online abuse report from Paris 2024 and Milano Cortina 2026; CAPS verified ~24,700 abusive posts.
Comprehensive evidence logs preserve file integrity, track handoffs, redactions, and approvals across multi-agency investigations.
10 clear signs a conversation is being moved off-platform, why risk rises, and what messages to save and report.
Argues age checks be used only where risk is high, favoring least-intrusive methods, privacy limits, and behavior-based protections for minors.
Spot grooming early by recognizing fast trust, secrecy, sexualization, and threats—stop, save evidence, and report.
Biometric-bound age credentials verify age thresholds while protecting privacy; use at onboarding but pair with ongoing behavior monitoring.
Most serious harm starts in private chats; watch for secrecy and behavior shifts, document patterns, and use layered safeguards.
Perspectives
Long-form analysis from the Guardii team on detection, regulation and online-safety architecture.
- Perspectives // CoverageProtecting women and children in a 200-language city
Manipulation patterns are universal; their linguistic markers are not. Translation-based detection fails predictably where predator and victim move between three languages in one conversation.
28 Apr 2026 · 6 min readRead More → - Perspectives // ArchitectureWhat 'agentic AI' actually means in operational government infrastructure
The UAE has directed that 50% of government sectors run on agentic AI within two years. Here is what that means architecturally, and where human judgment stays decisive.
22 Apr 2026 · 6 min readRead More → - Perspectives // ComplianceWhy behavioural pattern detection is now a regulatory requirement, not an option
Federal Decree-Law No. 26 of 2025 mandates proactive AI-driven detection of harmful content targeting minors, fully enforceable on 1 January 2027 — a standard keyword-matching and hash systems cannot meet.
15 Apr 2026 · 6 min readRead More →