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You cannot improve what you cannot trace.We create agents to achieve some desired goal. As the agent progresses, we introduce new constraints. But how can we be sure these constraints actually work?
RIFT detects AI images after compression, blur, resizing and reposting. It combines frozen CLIP with forensic signals and uses a fixed low-FPR threshold for realistic social-media evaluation.
Geo-compliance detection system that uses AI to flag region-specific legal risks in TikTok features, enabling proactive governance and audit-ready traceability.
