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

Roanie Levy emphasizes that most exposure doesn’t come from intentional misuse; it comes from teams moving fast without clear, accessible guidance. She warns of an “illusion of compliance” in internal‑only environments: content that seems contained during experimentation can later flow into customer‑facing outputs, creating risk after the fact.

Levy also notes that inconsistent interpretations across teams — not just individuals — are a major operational failure mode, which is why guidance must be embedded where people work, not buried in documentation.

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