AI BIO LIF TCH HUM MO Mounir Akarkach A7SEM — The Missing Pre-Inference Legitimacy Layer in AI, Biotech, and Knowledge Graph Ecosystems Artificial intelligence is living in a paradoxical era of triumph and turbulence. Detection has become its crown. Adoption has become its…