Securing AI Interfaces

Develop a threat-model for AI-driven interfaces that control or influence digital systems, including web automation, content generation, and decision making. Propose defense-in-depth strategies: input validation, sandboxing, strict authorization, provenance tracking, and rapid incident response playbooks. Outline a governance plan that ensures accountability without stifling legitimate automation.