Copyright & Provenance

Engineer copyright-aware provenance. Learn licensed-corpus tracking with rights metadata, fair-use claim documentation, output-similarity defences (memorisation testing, citation features), the disclosure layer that supports both compliance and litigation, the canonical case lineage (NYT v OpenAI, Getty v Stability, Andersen v Stability), and the program implications for training-data governance.