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Training Data Provenance

Structures where the origin and use-scope attributes of AI training data flow downstream without independent verification — public-API scraping of chat platforms, dataset distribution outside the licensed scope, gaps in AI training-data audit layers.

1 Brief
No. 008 · 2026-05-30

Discord 2.05 Billion Message Scraping via Public API

How Public Channel Data Gets Redistributed as AI Training Datasets

Pillar 01 Verifiable Origin Training Data Provenance Data ProvenanceAttribute Proof Bypass Brief →