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Most of today’s AI systems are fast, fluent, and confident — but they don’t know what they know, why they know it, or when they should be uncertain. As AI moves into domains where consequences matter, that gap becomes impossible to ignore. That’s why I’m joining NOLA AI as a strategic advisor — to help build intelligence that moves beyond probability toward trust, grounded in epistemic awareness, persistent knowledge, and inspectable reasoning.



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