Article 50 II of the EU AI Act mandates dual transparency (human-readable and machine-readable labels) for AI-generated content starting August 2026
Fact-checking systems cannot comply due to non-deterministic LLM outputs and iterative workflows that make provenance tracking infeasible
Synthetic data generation faces a paradox: watermarks visible to humans risk being learned as spurious features during model training, rendering compliance self-defeating
The assistive-function exemption doesn't apply to fact-checking systems since they actively assign truth values rather than merely support editorial decisions
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