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</html><thumbnail_url>https://ent.news/2026/5/394.jpg</thumbnail_url><thumbnail_width>1</thumbnail_width><thumbnail_height>1</thumbnail_height><description>At Mashreq, every AI initiative begins with defined ownership and measurable impact. Risk and compliance controls are aligned before production. Independent validation confirms regulatory, security, and model standards are met prior to release. Control does not end at deployment. Human oversight remains mandatory where customer, financial, or reputational impact is material. Continuous monitoring and auditability [&hellip;]</description></oembed>

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