Unlocking the Secrets to Building AI That Navigates the Twists of a Shifting IP World

Unlocking the Secrets to Building AI That Navigates the Twists of a Shifting IP World

As enterprises adopt generative AI, they are discovering that modern AI workflows collide with copyright and licensing structures that were not originally  designed with machine learning, model training, or automated content generation in mind.

In the first episode of the series, Roanie Levy, Licensing and Legal Advisor, CCC, underscores that this is a structural, not superficial, mismatch. Generative AI collapses traditional human-centered copyright use categories — quoting, referencing, summarizing, transforming — making legacy corporate policy frameworks hard to apply consistently in model-driven contexts, where machines ingest and generate content in ways those policies were not designed to address.

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