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A.Team adapter
Outcome-oriented proof text for project entries and profile summaries.
Canonical copy
AI Product Security Architect / Advisor Confidential AI-Native Product Team Framed AI product security as a product-control problem and translated AI risk categories into evidence, backlog, and governance language that product and engineering teams can actually use. Covers the full AI product security control plane.
Public-safe caveat
Based on analyzed public signals, not proof of any individual's or company's internal state.