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Responsible AI adoption starts with a clearly bounded decision or service outcome, not with a tool demonstration.
Leaders should identify who can be affected, what data is required, where human review sits, which failures matter most and how the system will be monitored.
A small, measurable pilot with explicit stop conditions is more useful than an enterprise-wide promise that cannot be governed.
Source and status
Original demonstration article · council attribution is illustrative pending onboarding