FUURAA AI Frontier Library
EmergingIndustry, Economy & Capital1–3 years

AI resilience requires layered security

Hardware, cloud, data, models and applications expose different attack surfaces and failure modes. Securing only the user-facing application leaves important upstream risks unmanaged.

Bank for International Settlements18 March 2025Reviewed 26 July 2026
AI resilience requires layered securityFUURAA original conceptual visual

What the evidence indicates

A concise reading of the source

Hardware, cloud, data, models and applications expose different attack surfaces and failure modes. Securing only the user-facing application leaves important upstream risks unmanaged.

FUURAA interpretation

Why this could matter

Assurance should trace provenance, controls and incidents across every critical layer.

How to read this signal

A direction still taking shape

Multiple developments point in this direction, but timing, adoption and outcomes remain open.

Editorial notice

This page is educational editorial content, not legal, medical, financial or investment advice. FUURAA’s interpretation is separate from the original source and does not imply endorsement, partnership or product readiness.