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AI liability is no longer theoretical: what responsible deployment actually requires in 2026

Regulatory pressure, high-profile failures, and boardroom scrutiny have made responsible AI a concrete operational discipline, not a values statement. Here is what professional AI users need to understand about governance, accountability, and the practical steps that reduce real exposure.

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